From 492c7dfb7e1c68f18f10daf46e365ba6f5313c0b Mon Sep 17 00:00:00 2001
From: "Sterling G. Baird" <sterling.baird@utoronto.ca>
Date: Wed, 17 Apr 2024 14:58:07 -0400
Subject: [PATCH] gen scripts/notebooks

---
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-False+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...cal-False+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...rical-True+custom_threshold-True+synchrony-batch.ipynb | 8 ++++----
 ...ical-True+custom_threshold-True+synchrony-single.ipynb | 8 ++++----
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 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
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 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
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 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
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 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
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 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...cal-False+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...al-False+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 ...ical-True+custom_threshold-False+synchrony-batch.ipynb | 8 ++++----
 ...cal-True+custom_threshold-False+synchrony-single.ipynb | 8 ++++----
 768 files changed, 3072 insertions(+), 3072 deletions(-)

diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index ba7afc50..b472dcf1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cfc33654",
+   "id": "f8ad8c9d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9b00c092",
+   "id": "60ad6cef",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4f2112a1",
+   "id": "4d546dbb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 5f87f9ae..8879e51f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "09f50610",
+   "id": "b1ac987c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "543d75d6",
+   "id": "08afeceb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ce91516c",
+   "id": "4b5ae57c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 74e26b8d..1b2304db 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f21c920d",
+   "id": "3ac009a8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e5994f9d",
+   "id": "3401e33d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "89ba0c26",
+   "id": "6a4dcd80",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 2c399b1f..9d41b9e7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d63b9171",
+   "id": "67467b64",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0c9d8b94",
+   "id": "0b9f11d8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "106df911",
+   "id": "29cb930b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index a8cf85dc..ecf0b160 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bd7ad682",
+   "id": "0dadd023",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5613077f",
+   "id": "8fe0eac3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b6079271",
+   "id": "3126fae0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 7dec0bc7..5986d7f8 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fdb5b1ca",
+   "id": "63053c8d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7357176a",
+   "id": "4931f4d4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dc79bb1d",
+   "id": "d042da0a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 8719b5d4..f4f0d062 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6ad4298f",
+   "id": "91229264",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "199c7eed",
+   "id": "4f507e60",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "55c43125",
+   "id": "882cb679",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 496ef2f0..56cf1316 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bfb5d419",
+   "id": "4d90cf13",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0b9cd614",
+   "id": "86f8b68c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c3dabe20",
+   "id": "7fd091e6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index dc068012..e2e5d51c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1c759ecf",
+   "id": "253a8f4f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f04db8aa",
+   "id": "a8f53418",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6996fa9e",
+   "id": "9f398192",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 5fd2857b..df985211 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6e1cd3cc",
+   "id": "8ad8405c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f20068d0",
+   "id": "159205b0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4ac081c2",
+   "id": "b8541fdb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 7ecff109..ea78e5f1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7cd8725b",
+   "id": "c7a27296",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eeea9a69",
+   "id": "8e8dfc96",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b964ad8f",
+   "id": "354c125c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index db17470a..49b23cfc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a0aeee5f",
+   "id": "e0caa485",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "399598cf",
+   "id": "5b5fc5e4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f89366c3",
+   "id": "03a5167d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 5fe22d98..5a962b57 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d69f8e34",
+   "id": "15b69013",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8ff947d8",
+   "id": "368f7171",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5779e139",
+   "id": "797d865b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index eea18fbf..e18daed4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e503f2e1",
+   "id": "120d908f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3b4f3915",
+   "id": "7f829ef9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a3a3f621",
+   "id": "5d29ce74",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 1a718d27..dc1f8bf2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c8e8e47e",
+   "id": "feeceff9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d38b5b78",
+   "id": "c7e133a7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "901f4c60",
+   "id": "2a8039ec",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index a4867166..a221a656 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "af36d146",
+   "id": "e99e09b7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "08320f72",
+   "id": "d09e5a19",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4896cd5d",
+   "id": "fb6680d2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index ebc58a8f..6d366f70 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2e2925cb",
+   "id": "0ea99e4a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "701897b2",
+   "id": "ca286bfb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "24a8fb98",
+   "id": "37701c26",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index e3dd9d49..aa70718d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a745da7b",
+   "id": "06987578",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7c99a64",
+   "id": "04822892",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "37db934d",
+   "id": "3122c264",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 395f6d11..7d930387 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bc490cb0",
+   "id": "f837ce1d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2bf58ffd",
+   "id": "70390e39",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "51228c65",
+   "id": "dd2f4327",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 9d520056..23a7ed64 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f07bd6ce",
+   "id": "899798c2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "02cf8891",
+   "id": "39703002",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1188dd63",
+   "id": "6d8d9b58",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 816833cf..6c2cdf02 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b4f5f45e",
+   "id": "54c27919",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "67fa1ce7",
+   "id": "8e5470d0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "03a03857",
+   "id": "c7137e68",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 0bcd7bfc..46946604 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "22e8d75f",
+   "id": "001f5799",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b340bdeb",
+   "id": "c7fb83c4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a25b6b6f",
+   "id": "533d328a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 352e435b..7f09b401 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c60ea967",
+   "id": "c9732915",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "737157a4",
+   "id": "ad15e8c1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "532b363f",
+   "id": "db25fbf4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 8b2af9be..e3070f5d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "482919bb",
+   "id": "5512f9b4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6a44bd27",
+   "id": "68bc6935",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ac95e1ba",
+   "id": "08b74389",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 2d0f3afa..c4d6dbad 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cdf1a3ca",
+   "id": "a0c1253d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0bdde608",
+   "id": "827138b2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1844971d",
+   "id": "8ff52023",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index e8f62ee2..6f92f55c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3e744636",
+   "id": "f4d66a50",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0db8e7d2",
+   "id": "df10c908",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "32070000",
+   "id": "13bec9ab",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index e02ac029..d6e202ad 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3758ff71",
+   "id": "59c99c29",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "806c3dab",
+   "id": "8b8ecf5f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "030abd54",
+   "id": "c171c512",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 3eea187d..fc112a95 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "df210540",
+   "id": "f98681be",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bcccb05d",
+   "id": "3b03caed",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b23c791e",
+   "id": "fbce1208",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c290678e..cc39d7d2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a5a810b5",
+   "id": "4559164b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4fd017c9",
+   "id": "d9a74486",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "60474008",
+   "id": "44dd459e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index c2391111..8c45a08a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0ff78a0a",
+   "id": "00dfe9b3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "60eb5a3c",
+   "id": "b740b7d7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "78122e18",
+   "id": "32c512ca",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 096c57e2..536162a5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bac6defc",
+   "id": "784dc2d3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d9e601a2",
+   "id": "6d107205",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5af829c0",
+   "id": "bce0b250",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 5fb3b5a9..7c1b484c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fe0672f5",
+   "id": "e274c3ec",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e78f7c1e",
+   "id": "06ce61c1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d3bca652",
+   "id": "1b396ddc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 77eac0b0..5f266490 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8a930e78",
+   "id": "42e9e363",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "04a1d17f",
+   "id": "f9e8bca9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6378c96f",
+   "id": "1d64cf75",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 19a9311a..ca65fa15 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f81c5181",
+   "id": "e940872b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b65bae26",
+   "id": "1d2cc3ce",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "42937a0d",
+   "id": "b3f7e39a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 131b0cc3..635b2bc4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "17cec5d9",
+   "id": "a0347c98",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fb444ab8",
+   "id": "7f5a2e4e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "311e3d22",
+   "id": "c8348b6c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 59d0b2c0..f0fcdb75 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ca0d5715",
+   "id": "2eaa5a3d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1a0a4ff6",
+   "id": "d110d93c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35a9ad8d",
+   "id": "317072b4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 919bb87f..8a299fa0 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "eaac7cf2",
+   "id": "2fdbbdf4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2cc376d5",
+   "id": "e184bf4f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d6cd1678",
+   "id": "724aa851",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index cfd7f1ea..ac22aa09 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "81f94591",
+   "id": "3efb9d00",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d4f70bc7",
+   "id": "b51f2a6b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8154fd0b",
+   "id": "818c4bb7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 4cb1192d..bc0e0dbc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "09d17490",
+   "id": "7508c671",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "657b18c6",
+   "id": "2199e0cb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "71dd8514",
+   "id": "879d2976",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 01d617f0..4ab240ea 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "66db0f1f",
+   "id": "7731e3fc",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a1f55dec",
+   "id": "7fa81d25",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1a7e664c",
+   "id": "24484ada",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index e6791260..365a6809 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7ccc2ba5",
+   "id": "01a34663",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "99f6aed3",
+   "id": "8916b93e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "deec3c40",
+   "id": "07013cf1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index ac3f4cce..0b053d00 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "63025292",
+   "id": "5705dc39",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e28ae812",
+   "id": "28dcbb64",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2fd5b31c",
+   "id": "b07967bd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index a3e9f391..48b914be 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "77e8a430",
+   "id": "029f55ff",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8687031f",
+   "id": "274b8912",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1697f5f0",
+   "id": "3b675f07",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 31071315..fc93f765 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "81df7ec6",
+   "id": "5c542f2d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "606bc2ca",
+   "id": "f6da5729",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "af737ed9",
+   "id": "e20f429c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 09842d19..8cc456a3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d5141488",
+   "id": "161e7b31",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7caed21a",
+   "id": "b7fbee8a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "016b64d1",
+   "id": "e8fc8384",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 554e85c2..9b8f8f36 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e8ddc146",
+   "id": "96a64534",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b9360096",
+   "id": "9f62f810",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "455d3a96",
+   "id": "fe96b253",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index f4b7daf5..72fb05c9 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bf93217f",
+   "id": "19deaab7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6f87b49a",
+   "id": "d5e229b9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "58a31f2e",
+   "id": "24c24aa9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 18fd7cff..6d28efce 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0fb75ceb",
+   "id": "3ed8372e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "769693d2",
+   "id": "1003548d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "77dd76f6",
+   "id": "c8f303f9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 50f85b79..d8aaef43 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "136beb6a",
+   "id": "e8180094",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "049d22cb",
+   "id": "7e40ebac",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "16108d8f",
+   "id": "ec04dea9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 973b3996..f713455a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "26a6f04e",
+   "id": "dd27b2f9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eb3e370f",
+   "id": "a371c10c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c25f2ac1",
+   "id": "6f0dd06f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index c3ff5234..2b721b25 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5fa7642c",
+   "id": "15a7834e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "78a27fe1",
+   "id": "0c5597e7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cbe6b6ce",
+   "id": "bce49718",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index e0d47309..1b289335 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "52457600",
+   "id": "96a10a6a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9d60a255",
+   "id": "c95f4b8b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "013c2c0f",
+   "id": "f080e560",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index eb91cf36..c520645a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e242e1e2",
+   "id": "fe1a1735",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "466ee41e",
+   "id": "09a60597",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2b83a3e3",
+   "id": "a7840761",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index ff3dab8b..137d6740 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bc894954",
+   "id": "bbb120dd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "68dc46ea",
+   "id": "9169325c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e40b8150",
+   "id": "b68fb9ce",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 91637e49..084fdb2a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0385fad5",
+   "id": "6e03b971",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a1b35a82",
+   "id": "f86d0c99",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e1e60e2a",
+   "id": "498927e3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index a7690add..eebe60c3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0b2de48a",
+   "id": "c608edfc",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "15225e20",
+   "id": "15b7e4e7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3c736034",
+   "id": "4fd9ab0f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 3dff9c89..c2d099d5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2636d8ed",
+   "id": "bd2b476f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "73eb9d8e",
+   "id": "647d771b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f6d341b9",
+   "id": "26d90196",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 42e154e8..80da0b31 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ccb6ef60",
+   "id": "550f811d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2c19d420",
+   "id": "d401891d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "861f0d58",
+   "id": "7428c492",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index c31a7810..383dcbb4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7af69313",
+   "id": "e5fca420",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "32f90b83",
+   "id": "b67c4f7d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a23af2b9",
+   "id": "e3529b47",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index b507b736..815b3dd5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "947c1bb4",
+   "id": "ac69b60b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "221e6f95",
+   "id": "2cecd681",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c2af5db0",
+   "id": "b6b50567",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 7028eac5..22e8ab67 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2eb976b4",
+   "id": "fc00ed13",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0958d02f",
+   "id": "0c5187d1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fc696a53",
+   "id": "5d9a48b1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 88ca0c08..c1ddbbba 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b7f8343a",
+   "id": "72f0282a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c7d1b40e",
+   "id": "f7c757d0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "001d6a01",
+   "id": "93de589f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 4ddec2dd..48d60d80 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7a5b4dcb",
+   "id": "ad2746b1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b5bf324c",
+   "id": "8f1ac762",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "050e8552",
+   "id": "d2ece6a8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 715a30d2..d81ca608 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cb36aa51",
+   "id": "1b7a1b45",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e6c6250e",
+   "id": "27370a43",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d804e2f5",
+   "id": "fad7bbd2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 7fd09e03..de9a410b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "84944f35",
+   "id": "7158bab2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3023af65",
+   "id": "52b97937",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9453acd6",
+   "id": "a8f406bb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index e9e80915..f10e7166 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "01b7cf45",
+   "id": "0f4b1fb2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dce8a68d",
+   "id": "74267f92",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "84908ab2",
+   "id": "44594bc8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 8764ab94..a2a6771e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7775b34d",
+   "id": "8296708b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7a857a93",
+   "id": "d0d29069",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7f620983",
+   "id": "4d3b2bf4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 7d84a9fe..6281ff76 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2b699f7a",
+   "id": "e18dce55",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "013c2506",
+   "id": "77dcac2c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f914381c",
+   "id": "d98d7697",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index a9a02ca2..c2f8866b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9b99e375",
+   "id": "667321ea",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "76fc0c82",
+   "id": "73ec1f38",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7bde3c8",
+   "id": "4f8d1b1c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 86327329..3f80013e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ee4f8f30",
+   "id": "ac57179c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2c2998ab",
+   "id": "4f006efb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "41d51ca7",
+   "id": "09e21185",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 80beeb35..67461ab4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "69b1b343",
+   "id": "fac81cb5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4c39403c",
+   "id": "c833ca51",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8313a327",
+   "id": "4c8021ac",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index cfb1b39f..de20d290 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b24b30d2",
+   "id": "cbc9bb4f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9290983f",
+   "id": "13cd3e2d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "160da1fb",
+   "id": "7bdad1ca",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index c6c0178b..d69bd9d5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a18c0834",
+   "id": "ce5daf57",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "69f9bb10",
+   "id": "06379d10",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c1388945",
+   "id": "330fde1a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 3c22353c..18686ef5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d48b4090",
+   "id": "73dcccd0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8173452a",
+   "id": "19699220",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "987d6a74",
+   "id": "8a147e2a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 61c349e1..f8f47cd8 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "624ffaa7",
+   "id": "622c850b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "93c59485",
+   "id": "ce0dbba8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "05a03e57",
+   "id": "f83ceeb1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 398c22f8..9a215a5a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bc862834",
+   "id": "d95af58a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "754a119e",
+   "id": "5dfcf2e5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9e9b9757",
+   "id": "8047fc58",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 982f33b8..0b5da6a6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f9464eb3",
+   "id": "7469041a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f11f4d96",
+   "id": "5b38270e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ecb3c1a4",
+   "id": "0c8e0d8e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index a8f3064b..30d6adcc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b3c73ce4",
+   "id": "6766f4ba",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ebaefa7f",
+   "id": "f2563f0f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "02011526",
+   "id": "5f139aba",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index e47adf33..4bed343b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ba3ef965",
+   "id": "3ddecb86",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7f07273b",
+   "id": "4560d379",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "723660dc",
+   "id": "098e3f22",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index cac5c0ee..9429a584 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5cee9e47",
+   "id": "024630c7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "818f9644",
+   "id": "09817bae",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "245badf6",
+   "id": "47c2d7c0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 000529cb..414fa12a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7a436410",
+   "id": "4dbd32dd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "42fd7b6e",
+   "id": "f1cd211f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0efa5231",
+   "id": "f8802307",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 394f244c..6c450d09 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "30f471db",
+   "id": "650c2e0a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b74e5d25",
+   "id": "d43f3acf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0eb172ec",
+   "id": "2bf2d692",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index ad8b55cd..68aadbb7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cd8ad4d2",
+   "id": "9cbb87b4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f1cf8107",
+   "id": "cb20b832",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f81ebe45",
+   "id": "1f80da7c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 68a48c70..d1550722 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9aec1e3d",
+   "id": "b2eaa491",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "87c3ca70",
+   "id": "ae34d1f7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f4e91544",
+   "id": "36034f28",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index d5626cdb..dd57edf5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "62406a62",
+   "id": "56a0a52e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "27435ffe",
+   "id": "34e0cea7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "552784d2",
+   "id": "43137026",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 9fbd9e7a..f5960b09 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6485ac78",
+   "id": "75b8e70b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bba1b4c6",
+   "id": "322d05b8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "407d9064",
+   "id": "b12f357b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 4c3c10e0..4375400a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1839967f",
+   "id": "0f32c70a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "59eb1988",
+   "id": "93ef67ad",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bfc1249d",
+   "id": "e486e5f7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index ca58054e..e260e778 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b24d38dd",
+   "id": "a63d00b7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a0737d0e",
+   "id": "e011a3ed",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "be65cb03",
+   "id": "25a46a18",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index dd5bbbae..438378f8 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9a7fc187",
+   "id": "428c9264",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "05199b8e",
+   "id": "efaf0b03",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9329c634",
+   "id": "43ca0268",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 7b4e553a..63568b86 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9564c776",
+   "id": "edb5e41b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "05e5ffb7",
+   "id": "640ecca2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "504a2491",
+   "id": "a783e245",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 012a2dc9..1ced4f87 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dd5950d6",
+   "id": "27501e19",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "458f4887",
+   "id": "7214426c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cf1af0bd",
+   "id": "88507ed5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 4e8dbea2..bc5c8810 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e2ba8c20",
+   "id": "5d972773",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "526d4952",
+   "id": "5302ac3f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "08e26561",
+   "id": "1fca10f8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 57a78095..f7def805 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0deec5bf",
+   "id": "89e2fdc1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d96164f5",
+   "id": "34a5b0a4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d11f7ee6",
+   "id": "4d0f99f9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index ed70c0e5..d4b721bc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b1556cb9",
+   "id": "e02e760e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "82c32a40",
+   "id": "c22e2ff7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0f636b24",
+   "id": "c2569be5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 41170361..3429c3eb 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "14f07252",
+   "id": "b2507aa5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "669defd2",
+   "id": "ae00ae7a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f191dd85",
+   "id": "bcbc6622",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index b5b58015..5960b054 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "902b0c30",
+   "id": "b29f0fb0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "edbbb1ff",
+   "id": "693f38e7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b1af4f23",
+   "id": "b9a2c818",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index d4678c0b..36961dcd 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d851e45f",
+   "id": "a0e2c42a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "349c71f5",
+   "id": "3f8f1cc8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "24868f3b",
+   "id": "4d0cdf24",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index df186d38..14be5c33 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6c03e27b",
+   "id": "914ac74c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1310d525",
+   "id": "b36be569",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c8fc3cf4",
+   "id": "e75a2b5f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index deb6efee..99a311cf 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bc75aaef",
+   "id": "1ace635a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "846da709",
+   "id": "3e340559",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eac6e462",
+   "id": "c18dcf54",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index b641fbe7..6286c2a6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c1b696c7",
+   "id": "653d488d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e146c43e",
+   "id": "60a82dce",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a98fc7f9",
+   "id": "3e7f24a7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c8d99aa8..66a01fde 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4fc4ce56",
+   "id": "774a02eb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a93cf149",
+   "id": "fc5e20ea",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5e283e6d",
+   "id": "4f310289",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 67d651b8..368b3263 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "31494be6",
+   "id": "6d0bff00",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8254bf5",
+   "id": "0d36548b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20156910",
+   "id": "a97aa657",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 0cbdcc53..e5060e73 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8291ebf1",
+   "id": "3589ebbb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "55104563",
+   "id": "20770ef6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "29ca5162",
+   "id": "d148ef57",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index eb3dce38..79c29c0c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5894c0c4",
+   "id": "fbeee5d6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "81859b3a",
+   "id": "ec9d2afb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6bd0c868",
+   "id": "d3805d2b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 29179a95..811e6065 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "81d504e8",
+   "id": "26b9bab5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13487cb5",
+   "id": "5429a982",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d0a1939b",
+   "id": "9d888b4a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index c6588068..4a17a732 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d8f1c9a3",
+   "id": "f2f1cef6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2f5975a2",
+   "id": "dbad96ed",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5aae2de3",
+   "id": "89bd6d61",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 23e86710..bebbce3a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5da0c58f",
+   "id": "fb8fa5a2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8f0fd4a7",
+   "id": "e3f05921",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "89abeebe",
+   "id": "53081478",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 05624bf3..15fb11d4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4df7c49",
+   "id": "661fd3ad",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "547da19b",
+   "id": "f66ffccc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "487e4c2f",
+   "id": "d2bda75a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index ec32e71a..8f6008c3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "723f6b66",
+   "id": "59580096",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eb9dcb60",
+   "id": "2ebb9b83",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d7c58b99",
+   "id": "31fe1f97",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index e604d7fc..7361085c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "32931015",
+   "id": "ea39ed64",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a071f492",
+   "id": "fd5d6a51",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5d640642",
+   "id": "7db5d7e6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 6035f333..0f0f0687 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f4098d38",
+   "id": "a9137e3c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "71ba3330",
+   "id": "0fd9d968",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7a1411c9",
+   "id": "12181454",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index cda443cb..84c59a51 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c5059680",
+   "id": "eb716d87",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5c9786fe",
+   "id": "90e0ea88",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5fc8d372",
+   "id": "c3823ca6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 1fa761ba..0ca1b1af 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "19db4a94",
+   "id": "1f8b01b4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aa2d611e",
+   "id": "2b31bc7f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ef4b3fe2",
+   "id": "f1865035",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index d9095eab..548eeb19 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "23de88d7",
+   "id": "d3f9fe98",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c6fab6c2",
+   "id": "1d86cdc3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aec84951",
+   "id": "45340b90",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 371907b3..92b67c8f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "55c59a2a",
+   "id": "72d2b34f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7b066065",
+   "id": "0dd19b9f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9ca733c8",
+   "id": "c4c80850",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index abe8c818..e721b72e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "09a25441",
+   "id": "5b0d14ec",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fd2d7ed0",
+   "id": "d7edbb76",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6d1352c0",
+   "id": "437dce20",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index a6f6b264..50ce184c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "266257e7",
+   "id": "9adc8db2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "db3dc0de",
+   "id": "6d697a1c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6d6fef25",
+   "id": "c915f886",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 9d265258..2b7a2b58 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f5267ea6",
+   "id": "5cc2c2fb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "963aae35",
+   "id": "e52beb9c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4895ab41",
+   "id": "fc618b01",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index ae6b8b12..f5e22028 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5b39fec3",
+   "id": "37da0082",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "24f59697",
+   "id": "5bd3bb70",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8983ecd3",
+   "id": "ba0d3dc7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 553a060b..0d3e7ae0 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ab538f4d",
+   "id": "b9a4605c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c0c6d77c",
+   "id": "c97e1e24",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b1b12fd8",
+   "id": "7d0dd9f2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 47144531..8256e73c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "85ccf5dc",
+   "id": "efa0b0b0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "183e36c3",
+   "id": "c06ab41b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1a5c0ce2",
+   "id": "c3a10f99",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 683e89b0..18fde7c6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3ef43146",
+   "id": "926a3676",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cbf0372a",
+   "id": "87bbe322",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bfe61327",
+   "id": "819ada55",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 7cb5474a..4c8ad8b6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7aa61437",
+   "id": "05a25a80",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d85720ef",
+   "id": "23e101fe",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8b8c7ea",
+   "id": "b0942e9b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index c04cc73a..2ac6a805 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b41c1f9e",
+   "id": "233ef208",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "486378d3",
+   "id": "a35109c4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "983eba7c",
+   "id": "2cf973e5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 45fc75c0..e4c257fb 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dbeb9ae8",
+   "id": "56e7ec7b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6e59b1cf",
+   "id": "8de31782",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4f9773e0",
+   "id": "f3c42d76",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 9a254282..6b8350cd 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c1423ba7",
+   "id": "d955016d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6c880e64",
+   "id": "157bf6d4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9362586b",
+   "id": "6bd4cb00",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 30e55ff3..7e7fb480 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1c51c3b9",
+   "id": "fc55a82f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ef29f2af",
+   "id": "49adfa66",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "11f3a0ca",
+   "id": "b775d31f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 347895bb..4685ef9f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ed086ed9",
+   "id": "b2e10cf1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "682639e8",
+   "id": "bb3030a8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6d7e8721",
+   "id": "06bf977e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index f31c4dce..723f79f6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dee52134",
+   "id": "6a84be44",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d36049a7",
+   "id": "90eccb82",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fb0f6008",
+   "id": "75c438b2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index d107236f..3f878f09 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "595e1ea3",
+   "id": "97b91be7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a798ca47",
+   "id": "d582431e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bf7f4a90",
+   "id": "4c8d3bdd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 4c02a543..fff8f677 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f3340f1e",
+   "id": "8ba68775",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5844ebc1",
+   "id": "4a7198e8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ac57dfde",
+   "id": "d9a1fac4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 5ce6ddd9..69e6ff48 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6d03020a",
+   "id": "79026e20",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fedac04c",
+   "id": "068d3534",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "838a6aa7",
+   "id": "133510b2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 8f06c144..c11dd989 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cb71aaa7",
+   "id": "69be5b76",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5058778b",
+   "id": "e851a578",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8fcd74c6",
+   "id": "34dea794",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 6aadacf9..44268c78 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6e415d27",
+   "id": "70bba700",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "46dea0f1",
+   "id": "94469544",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c6e00f58",
+   "id": "34eb21e3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 63f6f9ea..81ee0c87 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4243171c",
+   "id": "51ee577e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2fe77845",
+   "id": "aa311980",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "643a4360",
+   "id": "9b25afaa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 33d5d442..066539ab 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dc15748f",
+   "id": "d39064cd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d30b8e34",
+   "id": "36266c63",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dce7f04e",
+   "id": "e99e1088",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index c97d1400..810f0751 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "73435c92",
+   "id": "94718d33",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "de1b22ac",
+   "id": "bb162d78",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6cc5e222",
+   "id": "ad42c295",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index bda4171f..f9c2d719 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1c37a6f8",
+   "id": "0a4cf9b4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a8e777d8",
+   "id": "22828a0a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7154299d",
+   "id": "f00eef26",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 88a05925..de7caf5f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5d205b87",
+   "id": "142bafb3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b79fce79",
+   "id": "a6aa6110",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "37c9d8c8",
+   "id": "9519a125",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 0a698d8d..65766ce2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d40af70f",
+   "id": "5eb7eacd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0368a8ae",
+   "id": "10549975",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8b38dbd0",
+   "id": "c37de874",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 77166c62..873e00e8 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "eac0fff3",
+   "id": "85a967ee",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7ce667a2",
+   "id": "3fd1d7bd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f2f852c5",
+   "id": "f2d82165",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 08b5c1ce..771dc084 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ee280ee1",
+   "id": "23c9060f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0ee4a6f2",
+   "id": "3fa26e5d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e55bf475",
+   "id": "e4347b54",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index de861ee8..133cea63 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f45b8e23",
+   "id": "9c413951",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bddb4d01",
+   "id": "a1ffb3e7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9f31d297",
+   "id": "f78378f0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 4fa53932..75fe4315 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d0841011",
+   "id": "541dbf2d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e7f27e2b",
+   "id": "6d25217a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "46ba9ee8",
+   "id": "18122948",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 5aa51ba1..e7ce8147 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "770e664a",
+   "id": "67866659",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4f53adb9",
+   "id": "bed94c0c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1395851b",
+   "id": "d9e803cd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index ae886368..c199669d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "aec3c706",
+   "id": "d2a50c23",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1e39e6aa",
+   "id": "07fa7f01",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d1affe0f",
+   "id": "ba846da7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 181f629b..4a2dc0ae 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7026b0d6",
+   "id": "1d5bceb0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "955a74fe",
+   "id": "94248704",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "900681ed",
+   "id": "944cba6a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index d1296667..4f2a4cba 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3e35cf51",
+   "id": "9adb848d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "da48bc1a",
+   "id": "d44cc2fa",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9c3b2313",
+   "id": "61a236e2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index d7178a54..18d31bdc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e53f353d",
+   "id": "fe10149a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1e525335",
+   "id": "54156494",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bb42ac7a",
+   "id": "ebaab524",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 6db62dc4..a45d5158 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3dcc7f84",
+   "id": "2dae626d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f4682dd6",
+   "id": "f1d15362",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "791db89a",
+   "id": "67eccf4e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 776c0e44..87b031aa 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1ebef23e",
+   "id": "700a828e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b13804dd",
+   "id": "0062a4a7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e257d840",
+   "id": "68132a5c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 994767d0..4d6aad83 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3486d281",
+   "id": "686c4ee6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b8580e60",
+   "id": "eadeeeda",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c06783ee",
+   "id": "81f725c7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 18b246a1..7e1dd016 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ab4cb08e",
+   "id": "d33656ba",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dbec6d48",
+   "id": "fda841a8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7659f2e3",
+   "id": "67a674f7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 97d9bdf0..a74f8e4e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4a5c2cec",
+   "id": "8fa71794",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d9dcc3b1",
+   "id": "ca89a89f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "55ead263",
+   "id": "393ade87",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index b57aeb0b..be2b5c67 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b88e5a8b",
+   "id": "3583d5df",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "996b1fa3",
+   "id": "d5e8b4f4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d7b1d11d",
+   "id": "1910fc08",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 2ea0e992..82b142cc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f332afd1",
+   "id": "d2d0ee57",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2a5f2a8c",
+   "id": "60530d4c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aa5fcadf",
+   "id": "f18f839e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 103c5961..1600abfa 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "aacf2cd5",
+   "id": "bb76b37e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "80a72579",
+   "id": "1ac029b9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "acea0d8c",
+   "id": "6b87b436",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index bb38815c..bbba847b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "20287469",
+   "id": "80bf2ae2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "80ab237c",
+   "id": "fecd030a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b86c91fe",
+   "id": "68f9e8b7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index ec3dffcf..2d6c1a0c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fb644c51",
+   "id": "0a4acf33",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2c7c766d",
+   "id": "933ab35e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "abaf0d61",
+   "id": "3a4dcdb9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 5bed39e9..32ed26be 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "97335393",
+   "id": "b7347ec3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "871368b1",
+   "id": "988235aa",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9bb34fc2",
+   "id": "4f7ca9e6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 025784b3..712e5ef9 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ba5ecb4a",
+   "id": "83864a25",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dc3ec00e",
+   "id": "78e5752a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2c2b4186",
+   "id": "045ca6a7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index d4fddb72..42a49931 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e972ffc7",
+   "id": "196fcfec",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ccabe6fd",
+   "id": "e0797c10",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "79182a62",
+   "id": "4de27d7d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 52791cdc..6924272a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "28dc6618",
+   "id": "47bb6afa",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "240c9438",
+   "id": "88818414",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7ae04f3d",
+   "id": "d6c9e092",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 6dca545d..8924302a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8ae8c0c3",
+   "id": "a612ef51",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "14b8191a",
+   "id": "f4f96d98",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e3c26468",
+   "id": "5736be48",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 115b7359..4585391b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bed6b6d8",
+   "id": "656bcc8b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "029740dd",
+   "id": "9d76e7f7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d4bbf40c",
+   "id": "6599766a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 8e619265..80c1e3bc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c314bf51",
+   "id": "8c2c804f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "38d27e47",
+   "id": "9c1c3c6f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "57918a57",
+   "id": "131f9d13",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 5317ddfb..9c6ae355 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "67a33cc3",
+   "id": "8e5f38ec",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "70c810b8",
+   "id": "a50369ab",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "902274dc",
+   "id": "ad485149",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 1104d148..31a65b97 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "886e5520",
+   "id": "bb86cd02",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d5782688",
+   "id": "ef25cd69",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7cd11ff",
+   "id": "a58ee729",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index c64c35a5..e61ac0ad 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2ecc556d",
+   "id": "9f96063f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1c8c05ba",
+   "id": "4b61c712",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2858d406",
+   "id": "a09f62bd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 1be0d3cd..be8c5232 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f7f58e35",
+   "id": "003187a3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f45ddec6",
+   "id": "6d1f571d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "264acf37",
+   "id": "1ce26895",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 6bd9bee5..0014b1d2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6acc7dd5",
+   "id": "055ef29a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2aea9b49",
+   "id": "8aa949f3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a1dac0ed",
+   "id": "225efc25",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 4b24d729..f978424c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cbbff297",
+   "id": "a1d1de99",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "507a1b36",
+   "id": "852d7b54",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5d2126df",
+   "id": "b700f047",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c66209bd..107da161 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1f3f42cd",
+   "id": "3bc504ac",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5dda8add",
+   "id": "a6ada875",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "843e2806",
+   "id": "2eac644e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index b292b4dc..f6eea353 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "edb1c3f3",
+   "id": "cc6e7f11",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0a01670e",
+   "id": "2a4cad11",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "760249e1",
+   "id": "4a8a5431",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index d68923ed..a2d85b3f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e9732842",
+   "id": "bfd01a3c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d2479f25",
+   "id": "2c6a662d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "646989d3",
+   "id": "4cc982e7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index f0fe2032..150ace6a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5c40879d",
+   "id": "c5f49857",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dbc86712",
+   "id": "a953839b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "932bcb99",
+   "id": "9d699df0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 507d9e5e..808739f0 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6ab44467",
+   "id": "c445a8d5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9700e3b5",
+   "id": "664981e0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "46449a86",
+   "id": "8c174feb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 20c3b160..05f9ca59 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8c64c711",
+   "id": "59a79885",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "23f9f403",
+   "id": "a98ee74c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5f42d495",
+   "id": "4d123ac6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index becd4d87..71be4a99 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a96799e1",
+   "id": "bb11af30",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2e726e3c",
+   "id": "8b113f2b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0b522979",
+   "id": "7b97df88",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index b1173729..51dd7d44 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "027b2d97",
+   "id": "e2f02f90",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "95793382",
+   "id": "6bbe234b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cb6a28ed",
+   "id": "24786ed5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index a2059631..195059d6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "82d2617b",
+   "id": "4a189276",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3f7d662b",
+   "id": "bf11f1c5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "505856c4",
+   "id": "a4cbecfb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 1961208a..fff0a112 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "adb5aa5a",
+   "id": "0f07d0f0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d0e6fc22",
+   "id": "fba40f83",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d3f44706",
+   "id": "1e9edeb5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 908745a7..0053f4cb 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f2826613",
+   "id": "0a608d7d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1b592cec",
+   "id": "877fe439",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3cdfabac",
+   "id": "779e7141",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index e46cf24d..f3d465ae 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "773b192e",
+   "id": "a76e2fb1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "131424d7",
+   "id": "cf09377e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b2649888",
+   "id": "0026583f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 0e2da302..d14f62f5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7b6b0a7a",
+   "id": "c319c410",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8dbb2a76",
+   "id": "d9ae1322",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bbb4b35f",
+   "id": "79d67bf5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index fa2b184c..c4aee6fc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ceade387",
+   "id": "06bd6d95",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c4fe8933",
+   "id": "f7fb998c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4866141b",
+   "id": "8caafd49",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 0eeafbf5..81b403d3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e8f123b6",
+   "id": "97ac6dbb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3b46e06a",
+   "id": "61da16e1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "771bb93f",
+   "id": "017af1a2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index d971ef92..63559d4e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "02aed868",
+   "id": "570a17ef",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "39374ba1",
+   "id": "622ea80b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4bc7b3d5",
+   "id": "9c0fdce5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c51f4c6c..98426b96 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8db3ef3d",
+   "id": "a8b5554c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4cf9d2e2",
+   "id": "5ee9ddaf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "054f1101",
+   "id": "857111e9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index b7bce755..f1301806 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8021f439",
+   "id": "5fde643b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7fed8f7e",
+   "id": "717cf18e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dfa834c6",
+   "id": "f8222a1d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 7e9f76df..2d45aa55 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7d84f51c",
+   "id": "2623c5a1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d048650f",
+   "id": "0f827fc7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ddc356c3",
+   "id": "942dfedc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 2d4e8852..98ed0cbd 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6020be6a",
+   "id": "eb77e96d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a8151cb8",
+   "id": "43f86e3d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "191a8aa2",
+   "id": "5f4e41d4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 82994efa..20001806 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c2ed55f2",
+   "id": "2e7059f0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "46570a30",
+   "id": "15a209f6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f91ca6a8",
+   "id": "1b0033c8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index a05bf6b7..7f144272 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e75325f1",
+   "id": "a53ed852",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "093067d5",
+   "id": "89fd2063",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "21aacd27",
+   "id": "ef0054f6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index f810d731..e6b2be30 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "59dff717",
+   "id": "6226a470",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "888b0027",
+   "id": "9dba9535",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ec9e8c37",
+   "id": "f9019c42",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 8ba1cfd9..e29901cf 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "910e63d2",
+   "id": "35ba6e0d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "860642fe",
+   "id": "05874fe0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d4f51742",
+   "id": "8307ad6b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 8296908d..4bdce4eb 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "227038d1",
+   "id": "2b0bf105",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e5f55afe",
+   "id": "700ceac0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5cf082d0",
+   "id": "479aa452",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 711c4925..abd97fb9 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4c036ac7",
+   "id": "9bbaadcc",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3e16600e",
+   "id": "cf517cf8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5eb4ccd8",
+   "id": "0cde39a3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index eebacbaa..e897d5b3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "443dffc8",
+   "id": "f4f77e42",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "19f268a1",
+   "id": "bc6858f2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2e2d561c",
+   "id": "4ac46bbf",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index b96870f0..f045e891 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1bcdce5d",
+   "id": "339d74e7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2857632d",
+   "id": "36ef81df",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0d06676d",
+   "id": "395cfe62",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index d11a86b4..546ef5ed 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "592d23f9",
+   "id": "512b2859",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7ded10b1",
+   "id": "a14eba8f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9cf248b9",
+   "id": "43dd40f8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 8bd7f8db..db3b1585 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2c75196a",
+   "id": "010c0a94",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6d1b2ab9",
+   "id": "b0f5d452",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a907b54b",
+   "id": "8465c00e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index b8e25483..1cda5c15 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b459ca6c",
+   "id": "d22e59a2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a5bb2a00",
+   "id": "77ebf087",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7ca8206f",
+   "id": "2c190466",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 8b4462dd..29722596 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6d1b8db4",
+   "id": "89832194",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "11d0e791",
+   "id": "be88a247",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ffe47b60",
+   "id": "f7b02094",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 8383d7c1..2dac2eb6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9b0fed8b",
+   "id": "fef40c11",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a9e86699",
+   "id": "0259135d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7ad39089",
+   "id": "d2b9a0c2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 23963867..83fee85f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b7b71f9d",
+   "id": "63823a39",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4a95d06b",
+   "id": "d12b4803",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e5ea0876",
+   "id": "cd4040c3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index ffcd71ab..c0211b11 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d2c7da60",
+   "id": "e45261e6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aaf7982d",
+   "id": "6b7461a7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "57037a5e",
+   "id": "a2d85cad",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 1a1cde62..cb0a701c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ffd44c43",
+   "id": "701e7586",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1a0a4c14",
+   "id": "7003e398",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "14a6ec16",
+   "id": "77db3b4f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 26dd5006..726bb0c8 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e73264be",
+   "id": "dea56970",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f31373d9",
+   "id": "ae69cfd3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "828cc56b",
+   "id": "cef50cb2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 526d2219..bb38ed76 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5be8e502",
+   "id": "069ed1ee",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dd47aacd",
+   "id": "01191220",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6a708fa0",
+   "id": "a05e6956",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 3cc108ca..f2057de3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1d615cb7",
+   "id": "c9a665cb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "31c1ca84",
+   "id": "bc96c49d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7398ea3c",
+   "id": "6a51e303",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 3874fa64..c9e07a11 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1c145a24",
+   "id": "2f8b5b0e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "67f73da8",
+   "id": "e6bdbaae",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fd8f2b55",
+   "id": "14deaed8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index ed9761a5..c32dded9 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8f8c69ae",
+   "id": "aa3310c0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9b30000b",
+   "id": "01bfad9c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8eabd06d",
+   "id": "1421dbf1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index b2081f72..bffe8ede 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2d7dff24",
+   "id": "d95c5e5f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "da0c4f2e",
+   "id": "538054c3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "87dbb32c",
+   "id": "90bc4e07",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index a0f82061..7932d6f9 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ef9f942d",
+   "id": "1bbeae48",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "821fdc69",
+   "id": "924a63ac",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4c7d7bca",
+   "id": "c8d02911",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 2d18b547..f92470d3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "30cc9bcb",
+   "id": "84c5c1c4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b30693e1",
+   "id": "5267d10c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e04032e0",
+   "id": "e17d4d5b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index df60392d..dd2058cc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "37448673",
+   "id": "61d2ec7b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aeb46cac",
+   "id": "8aac43ad",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5fbdc3a7",
+   "id": "c2d6b5e6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 96200c50..597942c1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1a5df0df",
+   "id": "b794146d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e3a89c0c",
+   "id": "08f17f5a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e82664da",
+   "id": "1c79bc25",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 4e209cd7..70d8bb60 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9f8ed9b7",
+   "id": "39d63f8f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20738ca1",
+   "id": "d9c81820",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dc9050ea",
+   "id": "8dd0419c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index ae09a2f6..7796c792 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "30908d8b",
+   "id": "f88055af",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5fa7b39d",
+   "id": "286056c8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8beaa126",
+   "id": "186a1b88",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index dbb49d47..6ecd9a14 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6c33c432",
+   "id": "504e8b53",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "256e99c2",
+   "id": "39fb68fe",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aa6ec69d",
+   "id": "da466ba1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index e1b55c8f..a9c499a3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "48b995ab",
+   "id": "ce2e37bd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "26dd731d",
+   "id": "3abd7a0e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "adfcfcf6",
+   "id": "d26f3709",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 842a6fcf..7955e153 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5eef976a",
+   "id": "da7b3be8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "06365a5e",
+   "id": "cd381622",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f962f2df",
+   "id": "18e9fc14",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index e8221bb6..1cb4e121 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fa21892f",
+   "id": "1b0c3f36",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "76c6f6cc",
+   "id": "5b375a61",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "854839a4",
+   "id": "3cf6c368",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 091c99f5..ffe92790 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6279e2f3",
+   "id": "95867582",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8e2f53b4",
+   "id": "51a1fc4c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "81619020",
+   "id": "977e5625",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index c1872d73..48580300 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fb235e1f",
+   "id": "7402d244",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7452a49e",
+   "id": "d56aff8d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d563033c",
+   "id": "88920e46",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 864f3ee8..28470f88 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "85613115",
+   "id": "afd1309d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "16fc3aec",
+   "id": "672e33d2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bcb10dc6",
+   "id": "1fe5ee23",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 8fd2b2ab..6d153818 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0a1a74cd",
+   "id": "13ef62ee",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f59fb58e",
+   "id": "819db71c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "73b1bb9f",
+   "id": "9b9384e5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index ed1e0d25..58d1a63a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7ac174c3",
+   "id": "11cf18cf",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8f2cb1a9",
+   "id": "ae7e1e5f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ef688faf",
+   "id": "15c17129",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 840f5891..6c1b0e6b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fbc69a1a",
+   "id": "210da96f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2e22248e",
+   "id": "af311e2a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "034fd10d",
+   "id": "b14e1b5f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index b805a5b7..32fc91cc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4c31702e",
+   "id": "f4bcccdc",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8f4afecd",
+   "id": "75a3ca0b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7aec2ef8",
+   "id": "2cf98e9c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 6333d963..ed289cf4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6bccf79c",
+   "id": "9df54b91",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "96ba21e4",
+   "id": "d469a092",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2f96f79f",
+   "id": "efcc3166",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 3ef3fc74..44fa7131 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f7d2f466",
+   "id": "8cb45ffd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bcdf63a6",
+   "id": "d965f695",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9a90aea8",
+   "id": "7ee8a798",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index f04ecd10..6a587168 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5cf67251",
+   "id": "576a9c76",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9a5fd752",
+   "id": "45349151",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "26787e15",
+   "id": "c0dc3bec",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 753859d0..41a62882 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fda55803",
+   "id": "4c126bfe",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bf96b759",
+   "id": "47b9572a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "949b7857",
+   "id": "8ea0bd4a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 98b2cc5f..98857506 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ca24bdf8",
+   "id": "6294455b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6c8b0a60",
+   "id": "e580a8d8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "583fe895",
+   "id": "7d2771f7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index a1ad6c1d..4a341d0a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "50b1a1e0",
+   "id": "93187e95",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "91721298",
+   "id": "337cb267",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d5b0441f",
+   "id": "f6748e8a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 1efa5d75..c7e729f0 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7b9a6df4",
+   "id": "c5bd40e3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6b90ac75",
+   "id": "f6e0142a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "93035078",
+   "id": "7a9510ce",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index e532e20e..cc1d0cda 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b83a4bd5",
+   "id": "9afff77e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bd6e428b",
+   "id": "b686eed8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "487d8db0",
+   "id": "579f74f4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 82a11467..520359a2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "29120a6d",
+   "id": "9d1d268e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a7ea5269",
+   "id": "14106c25",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9ab6195a",
+   "id": "2063b0bd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index f8dc24cb..b7bcebee 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "94226589",
+   "id": "ec3df3d0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8de486a1",
+   "id": "257bf969",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "251633aa",
+   "id": "750ab394",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index b99bc75e..cfedd05f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ac17c7e0",
+   "id": "223cefcd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "41a7882b",
+   "id": "13d75ba2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2e90dde0",
+   "id": "6ea488f2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 77c1d01b..2d4bdc8e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "16e6dd59",
+   "id": "59194d7b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ca0be4c8",
+   "id": "3ad99815",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "285d9487",
+   "id": "fa05d2aa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index d8e0482b..8f2a106c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "34659275",
+   "id": "83165c7d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "563fd7c7",
+   "id": "74c11649",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e776e0ba",
+   "id": "a1d8c5ab",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index bc634423..736c65fc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7030aa06",
+   "id": "199a6736",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "27da741c",
+   "id": "8c12e476",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "492ca073",
+   "id": "b6ccfa83",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 3492d352..d8b35e1d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "492d5295",
+   "id": "7a5d8757",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d84700bf",
+   "id": "2f9467c1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8cb459c2",
+   "id": "23833e8e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 77a89312..4153423f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "74b2d010",
+   "id": "e8faec75",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d289e25f",
+   "id": "d922ed98",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "90012fa5",
+   "id": "ca8d7692",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index b334077b..c47fe65a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8360e710",
+   "id": "f6e2e403",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "338f0d15",
+   "id": "27ce5dc2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2092a3da",
+   "id": "581f5054",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 70b6a960..735e6227 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d25a873d",
+   "id": "4ed58c8c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9022ef73",
+   "id": "2737537d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8334cb11",
+   "id": "17aba662",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 1812e950..6f104933 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f1a2107b",
+   "id": "9601ef2a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "abb0e3d8",
+   "id": "81cce662",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "24500efa",
+   "id": "06ef0a40",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 01b42002..98af6148 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b6bfe7dc",
+   "id": "f61522f2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6d6c07ef",
+   "id": "046bf6d3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e0288d05",
+   "id": "586532ca",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index f18c9ccd..1903ecd3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6b6bcdf1",
+   "id": "6cd02c1a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d494b549",
+   "id": "d91d1bd1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ef0bd98d",
+   "id": "d7a655f3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index ed6b6e1c..e1c73480 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ae966daf",
+   "id": "80342d94",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "069bf2b0",
+   "id": "4317f441",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "be8e25d6",
+   "id": "afd99600",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 6904ef26..e4175978 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "064185b4",
+   "id": "95832830",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "66038adb",
+   "id": "3180c5ca",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9e227648",
+   "id": "20b21336",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 96225178..d467e997 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "42f2e9a9",
+   "id": "3abde5c9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "be565161",
+   "id": "ae4319c9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "313a5907",
+   "id": "ac0a9fe9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index f5e3de3d..ec9ad4ac 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b0e462b7",
+   "id": "7bf5b8ff",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ed15798c",
+   "id": "28627ca0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aac6eb49",
+   "id": "7b2fa590",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index d12cf102..de196a4c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3ac95f31",
+   "id": "d4c39c70",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3d1bb491",
+   "id": "9b2fe36a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "998c773d",
+   "id": "b2be7a14",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index b5dcfb2b..826b4df6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e3291a68",
+   "id": "52ec6d64",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9ea30c9b",
+   "id": "6e3cdcc2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "601d5c5d",
+   "id": "d21dc525",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 6d06bfe3..a8691430 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6e51291b",
+   "id": "f188032c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8db7c13",
+   "id": "2ce48be0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8ee49ae2",
+   "id": "cdcf76a3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 490ddfb5..8afdb09e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b61396bf",
+   "id": "4939a291",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d24a059c",
+   "id": "ce10a87e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8af6d85",
+   "id": "22b287c2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 73b4b833..3b3f7e53 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e8a27eb4",
+   "id": "e40e015b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "45bf05cd",
+   "id": "92b5d1af",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f926d364",
+   "id": "8ed68f23",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 8f4c9921..db97d4a1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b99d9826",
+   "id": "2c9d2c1f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "328582bb",
+   "id": "7837eb57",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "726b8173",
+   "id": "b5ad8710",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index f149e0a8..d7dc230a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "73671f4d",
+   "id": "0e6f3eb4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b509b150",
+   "id": "5e65e830",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c29ea192",
+   "id": "31410fb4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index daae4cee..b12c587a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0ebfff84",
+   "id": "622470cf",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7f14f819",
+   "id": "e68c2196",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bef125c1",
+   "id": "7b4a5a4e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index a60b4c3d..7dabd60f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cf57ed45",
+   "id": "1579714f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9a805ffb",
+   "id": "6910fc46",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "34480e08",
+   "id": "64c0a902",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 52bb1505..e19d5ab7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f370ddb8",
+   "id": "6c0ec87f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "48aebc6d",
+   "id": "5557f66a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e2dea2a0",
+   "id": "6aadfd03",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 1c77937c..6ac95792 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bc13c07d",
+   "id": "26aa11e5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1e59e97e",
+   "id": "a4e3f61c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9b1decc7",
+   "id": "32325b41",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index ba1e3fe2..461b69c2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "65baeee5",
+   "id": "814e008c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "de830288",
+   "id": "5d2a4869",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6160869d",
+   "id": "658b66eb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 2c72784e..fd10d5bb 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dc5fb2e8",
+   "id": "2363ae34",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9f58ecd5",
+   "id": "2eaef9b5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3a1466c4",
+   "id": "b93651c2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index e5c2cdea..0b124d31 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "eb56ca26",
+   "id": "6f3b6940",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a1f8f2f6",
+   "id": "02b9a5aa",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2cf3f89b",
+   "id": "a6ce80be",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 8d8d4594..c346a644 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9f87ca0a",
+   "id": "289a940c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "184cb1e8",
+   "id": "fd91fef8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9a792c39",
+   "id": "a2c26e33",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index f03d089f..c8fd99b2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "64b748b5",
+   "id": "cc3e4b0f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0c39a9b5",
+   "id": "f9369dec",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0aefff77",
+   "id": "e654c4d6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 7fb4ffed..708534f2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "60f15cee",
+   "id": "f40671c2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0554db93",
+   "id": "545551a7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a199efdf",
+   "id": "3e350240",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 81a98d54..a9ae2543 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "15ed5394",
+   "id": "569dd0b5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ee0621ca",
+   "id": "db30b0a8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d14a70fc",
+   "id": "0f3e0fa8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 85f94a57..b1cad713 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "57c1bedb",
+   "id": "f74f5707",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "144a368a",
+   "id": "254a27e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35d124f8",
+   "id": "5836fa18",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 67de2d9a..89cd7bbd 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "162f22a5",
+   "id": "cc654aba",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4ce6e2c8",
+   "id": "ff52d282",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "28b48ed6",
+   "id": "f6ce5fb4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 17921d31..f1f2301f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8fbc18f0",
+   "id": "8130b15b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aaa029c9",
+   "id": "aacb824a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fdd43f70",
+   "id": "7008aa61",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 77e1f599..25a8fbab 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "21034842",
+   "id": "c8e47f71",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c453628c",
+   "id": "2008dce1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "594942d5",
+   "id": "90392b44",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 53df215f..ecca54c3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6d9114c2",
+   "id": "1038581e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7c3770e7",
+   "id": "a97fede1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fad299d7",
+   "id": "9a27e801",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index fbe73d11..15408aff 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4ff9a088",
+   "id": "ab16a922",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1481aa57",
+   "id": "0bd177c8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "47f2fd45",
+   "id": "df7433b1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 7a083c3d..5246731b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "da6ede11",
+   "id": "6c193b19",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ee7432b3",
+   "id": "85e25b72",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "04cc5aa5",
+   "id": "3ebc2c8f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index e81423bc..da4c86d2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e982d999",
+   "id": "b1ccace8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1f6cc43f",
+   "id": "140db6e7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5b31daf9",
+   "id": "af0254e5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 603f24ef..88e41b08 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ac3a8ad2",
+   "id": "d7581a8d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d0fc3bb1",
+   "id": "aae4bf90",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ecf9ca8c",
+   "id": "ee6b9e17",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index d20e27bb..a7609b30 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "aa925888",
+   "id": "42e1b27a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3e0ab5ed",
+   "id": "d8095c9e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8a1ecb31",
+   "id": "eaa685e4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index da67343f..a7b1e927 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "78fb115a",
+   "id": "1a75ec6a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "62ec4fa8",
+   "id": "c138683e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8a043e6b",
+   "id": "ba858711",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 6688eaa6..1f5c13ac 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e588e3e2",
+   "id": "d6b874f0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ac33681f",
+   "id": "b86b10b1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e43bec20",
+   "id": "5dc0865b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 42d875d0..bf4a90af 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "991eb4ed",
+   "id": "40a7a1ae",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "34fa66e2",
+   "id": "e7412da6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2f06cd3d",
+   "id": "2224bdb5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 413d7f25..8f491b01 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ad6d3a10",
+   "id": "602a91ec",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c1d57c35",
+   "id": "e646e7f7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3077d798",
+   "id": "0fd44f9e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 9cb6e1b2..72d81069 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e9c6808f",
+   "id": "c35c6130",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a93f9a31",
+   "id": "8f4ec550",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "53cd4bb7",
+   "id": "01631401",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index d54cdca0..42b39274 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "42ca2f8b",
+   "id": "d9e59775",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "034d8685",
+   "id": "6fe76561",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "845884cd",
+   "id": "685effea",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index b66921a1..c951400b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bcf9f30e",
+   "id": "d34b4578",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "238db72e",
+   "id": "0c1dca66",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "18a3d548",
+   "id": "c0c53b2e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index c39c9f5d..ce178fe2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6734efb1",
+   "id": "39a73181",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "de693bd3",
+   "id": "9d3d8d02",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cd0fd779",
+   "id": "b43c8f8f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 28c4123e..8badc861 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "95a82610",
+   "id": "363aca34",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "15d984e1",
+   "id": "815521c3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "86b69e52",
+   "id": "059794b9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 22d1bc60..de982bf6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6ebcde75",
+   "id": "a0e6cf88",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fe82130d",
+   "id": "a9977e4c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1c5d40b6",
+   "id": "bebf75f8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 15c45739..e697e7b6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "71f25e24",
+   "id": "00ef3d70",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "93468af0",
+   "id": "4f0120fe",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "277c285e",
+   "id": "9d7d91d4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 11a1a946..ab8127d1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8df3fcc8",
+   "id": "0b8c06d2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d207749d",
+   "id": "4a34cd9b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ce41a4d7",
+   "id": "b774304b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 96c80edb..d056e3a6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c9a0f409",
+   "id": "42cc7379",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "09327a37",
+   "id": "d8a9e7e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "abad0712",
+   "id": "7b0181e3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 23bb498a..6b8737a5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8804bf73",
+   "id": "1162fdf1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6b5ab98d",
+   "id": "0ec2233b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "22352a73",
+   "id": "5ce7feda",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index a8daa77d..9dbc9e5f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "70b1557d",
+   "id": "88e4ac73",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "43324d2d",
+   "id": "83d32b7e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e5fcab87",
+   "id": "046a8b76",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 94d1b967..a1b392fb 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5f043138",
+   "id": "7e9808ef",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6d5e642e",
+   "id": "3f335da1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13778442",
+   "id": "3444a0ca",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c41f6a11..7b217872 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e80cb21a",
+   "id": "a5fd9a93",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "07425558",
+   "id": "1ebc5b22",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "72d6e93f",
+   "id": "8c5411bf",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index d966da7c..98f7dbac 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b1370699",
+   "id": "801e7df4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a60499be",
+   "id": "4d7de738",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4890d954",
+   "id": "574a4268",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 2a4e7ab2..df3672fa 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3a346881",
+   "id": "eb180ce3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cd83849f",
+   "id": "5173c004",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7cc5a194",
+   "id": "4bdc5ed0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index eaae10fd..4dac251e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c3826f4f",
+   "id": "eedfaf15",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bd41a5c9",
+   "id": "e4c3d8d0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4ab183d9",
+   "id": "e1ac6ab7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index fc3d281d..e3db0ea2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d039e996",
+   "id": "8ec9e46e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "30e8334d",
+   "id": "4fe92999",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1d7472cf",
+   "id": "9fedf8ef",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 9beefa22..2d8fe6a2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cfbf771b",
+   "id": "5cb69d74",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f95f8b9f",
+   "id": "aa04d611",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "328cc783",
+   "id": "77a8232f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 7bc06e62..7377b2be 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e9e047ff",
+   "id": "da686581",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e45d78ac",
+   "id": "9ebb770c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "617127de",
+   "id": "3efcca51",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index ce7113c7..e3ab8a13 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a49946b4",
+   "id": "d99b867e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e637cbe5",
+   "id": "65121c96",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f804e797",
+   "id": "a68cbaf5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index d88fe969..2f1c0ad3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "04e4a4e6",
+   "id": "32b6026f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c25bdbff",
+   "id": "2d6e204e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20867f22",
+   "id": "91fed9a2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index e509c23a..45a2b581 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "adceae90",
+   "id": "9ee4198f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b5fa7bf6",
+   "id": "d745046f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "125bc4be",
+   "id": "c9eb604b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 4ffbbf1b..2d0252b6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f592a304",
+   "id": "5ec434e3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ee986250",
+   "id": "c0e26a05",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f47f26f0",
+   "id": "08778526",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index ad05c106..95a3d3f3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "238b928e",
+   "id": "6e857b7f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6197e5b7",
+   "id": "7e84709f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a5119c44",
+   "id": "5f1c36fe",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 6f84ae66..987adab4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c2930a04",
+   "id": "1b392367",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e9623d42",
+   "id": "8742fee7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d28dfa0e",
+   "id": "26470e7f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index d0d644de..75247412 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3530493b",
+   "id": "57c9c808",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9d14ec6a",
+   "id": "5abecd59",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4361fe6f",
+   "id": "7d8d5955",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 787e85e6..4b131719 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2c3ae827",
+   "id": "d02c458a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8ff106c4",
+   "id": "b6d6cadc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fdf52c43",
+   "id": "d3d0fb6c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 7b300a62..45eac6ea 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "826fd2a5",
+   "id": "020f94ff",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b8b3732b",
+   "id": "c96f7c1c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "70149a99",
+   "id": "cfa30c18",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 23ea270a..5ffee09a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9dbc1865",
+   "id": "d751e5f5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "afa1cf2a",
+   "id": "ef15d8af",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "23e53750",
+   "id": "437bf268",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 58b54ed4..846efedb 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "da282805",
+   "id": "f0a37746",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35441e18",
+   "id": "cf64a8e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "266c3ccd",
+   "id": "a7288812",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 9dc0991a..e2c78e87 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d650c95b",
+   "id": "78f58040",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6cc7762a",
+   "id": "cd337c77",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6089e0e6",
+   "id": "dac4f6bc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 4c04aaa9..354a2e40 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "053298d3",
+   "id": "679c4631",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fbe6302c",
+   "id": "ac491989",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9264afe6",
+   "id": "1888ba48",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index e0f7dd71..f0aab168 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1e82e943",
+   "id": "d6617839",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eeac40fe",
+   "id": "c9cfe2eb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8a6345b4",
+   "id": "0b2a9c70",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 2dc13f65..f7249e84 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ae6e26ad",
+   "id": "aa8bc09a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f67812ea",
+   "id": "be4daae3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "17649dd8",
+   "id": "5e10a768",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index cbe3e3f5..562337e5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4f0aa879",
+   "id": "e40351f8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "df0b90b8",
+   "id": "0cf70fb0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1e21669e",
+   "id": "28412a6b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 742acd1d..c5589d6d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "85525440",
+   "id": "12e9f02a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "84e75253",
+   "id": "5486042a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "67fd9af8",
+   "id": "5c6db311",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index fb46f7fe..c7714ccc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "42667c04",
+   "id": "12531bea",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6007fb77",
+   "id": "bd743ceb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "86c8fcff",
+   "id": "1f141a21",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index c99ee75c..a9ba38d2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "247c1def",
+   "id": "e675381a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7394a0ed",
+   "id": "e84d3df5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "affc683f",
+   "id": "c3198dbb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index ba08b86f..ed20a79c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5d1db759",
+   "id": "c386caeb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "97e98e69",
+   "id": "b72da518",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9ee1174e",
+   "id": "c9334388",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 90350b90..3519e4d5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6dea5773",
+   "id": "4cb26605",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "846a48c2",
+   "id": "211c6c53",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "06e6ead2",
+   "id": "61c47035",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 8dc17b1f..00148c2f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "13d22d37",
+   "id": "6f5b5ab0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "41efe8da",
+   "id": "ab6e0735",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "57ae433a",
+   "id": "48e2c65d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 2f58f279..2697defe 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0f0cf52b",
+   "id": "bbcd9aae",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7262e54",
+   "id": "e496c484",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20708d56",
+   "id": "25e63380",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 66edfe23..be839c6b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e6ac41b0",
+   "id": "0114d54f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "af5c045f",
+   "id": "e3debad2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "508c4ffe",
+   "id": "2b0c908d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 0b8c9ab9..2e3ca481 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "02108ca4",
+   "id": "9e5ec436",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35508401",
+   "id": "c2be2fe5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "61107563",
+   "id": "f6770a9c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 1e35ed61..e70711ee 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "41cc9412",
+   "id": "00c2703f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0a65e1b8",
+   "id": "4b1b2a49",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "27a878f0",
+   "id": "dfca975e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index f5cab886..6d3b32a1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4c66dda9",
+   "id": "5cb218a2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "85b01a32",
+   "id": "10ce5a0b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "94e99ac6",
+   "id": "3d541786",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index c75c9085..3bf5730c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5bdbf110",
+   "id": "a1f99603",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3d86d1a6",
+   "id": "6bb94523",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "29198d9f",
+   "id": "dcc62786",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index bf0e16c0..51facbb9 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "431cd131",
+   "id": "8bb53f1b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fe1a5f88",
+   "id": "bc673e35",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3aa7f015",
+   "id": "70bb76bd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 352b80c9..7cfc1213 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8a43b9c4",
+   "id": "44374cad",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5aadc6fa",
+   "id": "2253c816",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "802f2da1",
+   "id": "a3609874",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index de09792f..3df8dd47 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ff4699ec",
+   "id": "4456e209",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "71c9f1e4",
+   "id": "9d8e66a1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "34bb30aa",
+   "id": "4b6041d2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index fc076be8..6670eb55 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0f1d662d",
+   "id": "13716246",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0bc6cf9a",
+   "id": "f9544d96",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8aaa0fc2",
+   "id": "056ed6fd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index e20f7b97..56a15f91 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "930f53ea",
+   "id": "57a4c175",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7bdbd218",
+   "id": "6e3cbf32",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "562a0b62",
+   "id": "52b7842c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index e17e0bca..6a820987 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4bab7469",
+   "id": "7f2fa90a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0515691f",
+   "id": "4116e254",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5a398ea9",
+   "id": "09954a18",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index e9f32ee0..b3a9f509 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "781dcd77",
+   "id": "1d4c75b7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f2897c34",
+   "id": "f931c6c2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "af1c1050",
+   "id": "c7e2da10",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index f7420565..409301f1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3f41555d",
+   "id": "bf163e5b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ae38f5ad",
+   "id": "1c6dff40",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0d0a4d99",
+   "id": "180c40aa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 103ca45c..ea92b838 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "19001e78",
+   "id": "06befd68",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f96015f2",
+   "id": "7b13624b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "093defd6",
+   "id": "7bb962f7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index bced8806..83c44cba 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2e521499",
+   "id": "d147a298",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5619178f",
+   "id": "5b72a442",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1fa52969",
+   "id": "3db174c6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 0bcd4eee..00faab4e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d01f47a5",
+   "id": "1ea0ade9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d23c084e",
+   "id": "a90f9126",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aa9b5712",
+   "id": "b06b1d4b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 3bec7dbe..949f3688 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "71dc1d59",
+   "id": "9b53422a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4eef219d",
+   "id": "f99a638d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cff6dc4f",
+   "id": "f21d2d88",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index c1ebda70..31e7f55b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c5da1f7e",
+   "id": "b2103645",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "098b3707",
+   "id": "ef2ad7fd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "113afc79",
+   "id": "ac42eb2c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c13c40ff..b5b9c42f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4048b00",
+   "id": "26df3c9e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5fffe9b7",
+   "id": "020b6328",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bdba8f11",
+   "id": "da31f32b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index c46c7817..614a3054 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c5a528a6",
+   "id": "199bd580",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "85ece1eb",
+   "id": "b9f1bedf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b4a0f2b5",
+   "id": "d43a3ad1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index f2bfb0b1..0b749076 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e8bc1918",
+   "id": "a9335b39",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eff163cd",
+   "id": "752d2855",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b115e3df",
+   "id": "7c520bdc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 49f15bf5..91ccfa06 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f499146a",
+   "id": "dd4d0cf3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "70016634",
+   "id": "f33fea83",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f5b31bfd",
+   "id": "08f38b6e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index de7c6ff3..2c04841b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "72241302",
+   "id": "7dcf6a5e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0d72da75",
+   "id": "66c52ae8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a5da5947",
+   "id": "8cd774cc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 30c28a41..5d94f901 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "020eafb4",
+   "id": "46087f34",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "127adc6c",
+   "id": "b83cf587",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "73171edf",
+   "id": "e3df52d3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index f060171a..ecba98c6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dddbf2fd",
+   "id": "72b9d1bf",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "938df9db",
+   "id": "fcfc5ebf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a4597c3f",
+   "id": "5b0ac0a3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index a8b9146f..02927d04 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c331e934",
+   "id": "6b3f819f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "07aaf9a8",
+   "id": "9eb87909",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8cd840f3",
+   "id": "6f712977",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index b4c907b3..6bf79d61 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "76f9bc0a",
+   "id": "6c07618f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2af23fd9",
+   "id": "7efca311",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "168300aa",
+   "id": "307e5d41",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index fc13ae07..8eed8f20 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6e1a9d36",
+   "id": "3556a9ea",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "39d553e2",
+   "id": "99c68d8a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ab027168",
+   "id": "25d3c0e9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 86f16c16..75623658 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "30cdf9ab",
+   "id": "6820d076",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f45ee5e3",
+   "id": "0b78bfc2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8cb90189",
+   "id": "2b41cf3b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index b5661551..754792e3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ed9c8aec",
+   "id": "f8ff3acd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e7fa61a3",
+   "id": "cc682745",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "27ff555b",
+   "id": "0921f5a4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 6eb47cfe..b8d7d6a1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a2aaae03",
+   "id": "410867f7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "612dc74e",
+   "id": "4204a6bb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d9532447",
+   "id": "1ee4749f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 2c43924d..4a588c69 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a8a50476",
+   "id": "cc9fece8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "03e4897d",
+   "id": "f0a2c13e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "868aa216",
+   "id": "60cef19d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index ebca999e..f419e73b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a6d14c2c",
+   "id": "f31da4a6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "49e63892",
+   "id": "3440ca1b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d34881c1",
+   "id": "3a7650d7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index ea5a15be..4f4f8834 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "96e0f750",
+   "id": "6a670905",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "61d2fa52",
+   "id": "5847beec",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0eb321f8",
+   "id": "112eb670",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index adb8320d..1ea8ced8 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8cacaa61",
+   "id": "36239086",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "283f1b4c",
+   "id": "1ecdc9e5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e4068cf0",
+   "id": "36b632e4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index f242ca44..38929197 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4976d85f",
+   "id": "0de26a99",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c26795c5",
+   "id": "a484e396",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2361cba3",
+   "id": "6a14c0b7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 3c05a44f..55a134f4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0b519a90",
+   "id": "6e3db9a7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bd9da997",
+   "id": "e5b515ca",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1b7cb365",
+   "id": "c53235a1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index f5bb229d..07104613 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "240e7f2c",
+   "id": "8267eb46",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3d5d2711",
+   "id": "9f60b806",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "60d66cce",
+   "id": "95b82d0f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 93d0d6cc..d9e4d014 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3ca30be4",
+   "id": "50bbca38",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "de330a96",
+   "id": "76882eff",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ec3c4554",
+   "id": "11966a13",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 3527633b..6910f136 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fa368306",
+   "id": "be4d686d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4b16740a",
+   "id": "2808a12f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2050597e",
+   "id": "22878f11",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index e2dd0f2b..d1aaf6e5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1d4d4032",
+   "id": "0aa98f47",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "72c8b00d",
+   "id": "1c0f5e6b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b3e9d0a4",
+   "id": "ff17c260",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index f996b70b..fdfcc7dc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "044bc073",
+   "id": "139be1c0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b96ca513",
+   "id": "8aaf5df0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7c49cdfa",
+   "id": "9be6b599",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index b098a9ab..04cb9c91 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2410b0a4",
+   "id": "8161d7b8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2e8b191d",
+   "id": "c2799bee",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c64a5aac",
+   "id": "46fdf9ab",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 4c8a6552..f0905356 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9559cd71",
+   "id": "3c1a8a77",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aab256d8",
+   "id": "1aa627e9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "640c8deb",
+   "id": "cf877e23",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index cd0bcb28..e2624e23 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "122b72b5",
+   "id": "50bd1774",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4fdd5112",
+   "id": "76cbc39a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7b4f96d4",
+   "id": "c2f88b33",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 97832f4e..05215d32 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fc7da241",
+   "id": "e6468f4b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "969e7bf0",
+   "id": "7686334a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "36f58b40",
+   "id": "4c86e408",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 5177fe33..4ec2664f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c3bf3b08",
+   "id": "3c9c0b88",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4315a344",
+   "id": "a1dfabf6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cb0a472e",
+   "id": "05f68a4c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 2c8a4357..5b524f5a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d016f9e9",
+   "id": "9f634c0d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d92e0d1d",
+   "id": "c622f16c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0665d76d",
+   "id": "5bbfa883",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 411a0e0b..20157304 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d9166352",
+   "id": "1b496f7b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f64dd19d",
+   "id": "d2ed34ac",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8b89c783",
+   "id": "a5a763c2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index a2afa114..fc39824b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3d1a1bdd",
+   "id": "67745517",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7cb7547a",
+   "id": "b0b1bd70",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5c5b7bb7",
+   "id": "1bd328aa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 19e8426f..998b7432 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "19274190",
+   "id": "6ee5fe25",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fdfcc5d4",
+   "id": "e8173ab0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f5082da0",
+   "id": "1cce6e5c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 0a1f0254..e0a59d48 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0b0acbfa",
+   "id": "bc1ff6e8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c3ba8b5a",
+   "id": "dcf1907d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ec06fa13",
+   "id": "67496c4e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index eee13ccc..a0b251ca 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ea19a656",
+   "id": "c99c47c7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d7cbf13f",
+   "id": "0f36fe09",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "97be4dd6",
+   "id": "183f38ef",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index ad4412fe..e0253ab2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3892fcd5",
+   "id": "3bac8e28",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "85ac74d1",
+   "id": "04541eff",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6216cab3",
+   "id": "4f081c58",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index a7cab7fc..f46db945 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "57f0fce7",
+   "id": "766356cd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "23aa0e81",
+   "id": "cb4e9535",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4a665874",
+   "id": "2272a64a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 9f414a0a..25fb4e3c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b6dca175",
+   "id": "63a177b3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5e3591b3",
+   "id": "1137ab4f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "92525929",
+   "id": "ece778c5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 9fa7ebad..73bfedc3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4ed8797b",
+   "id": "ed18dc2b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a4a422fa",
+   "id": "0780830b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "84dd3cee",
+   "id": "1fba8f6b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 70929ed5..7508dfed 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "34649582",
+   "id": "b6eee764",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2dda17ed",
+   "id": "db7d7d5b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b5e74dbe",
+   "id": "08f67b76",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 41da040d..7f228666 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "901e3a42",
+   "id": "d3764427",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "554108b7",
+   "id": "1c6aa5f0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "88262c47",
+   "id": "8d0b1d76",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index d10ad86c..693f3948 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3917047d",
+   "id": "4c84bae2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "92afa204",
+   "id": "166f2941",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "456bb45e",
+   "id": "b8d7dd9e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index a0cd001e..40900ef7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c4c87ca3",
+   "id": "17cc3c9b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8268c6c4",
+   "id": "a985449f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9bb1d3af",
+   "id": "3b9cf9b6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index a63250d5..18164138 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "09e0388f",
+   "id": "c0c5e470",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b2f9a9d3",
+   "id": "9381e2f0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "115caede",
+   "id": "4f51867c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index d2793f56..35b260cc 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7de557c0",
+   "id": "290afcbe",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e1dc6b87",
+   "id": "e7715ba6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7c136ed5",
+   "id": "3b457318",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index a61432e7..1d789c86 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bd6a7de8",
+   "id": "c5508254",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "688b5d43",
+   "id": "00dc5226",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "66d270ee",
+   "id": "4f53559b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 34a692ab..4a853e02 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e8d3867f",
+   "id": "1a483a2b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6cb32eb5",
+   "id": "d1571a1e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e61b3efc",
+   "id": "7c03ad3c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 362224ef..f186df31 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cecbda63",
+   "id": "57c5d8b1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "551c072a",
+   "id": "13f64ed7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "66c9481c",
+   "id": "26f9b7a4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index e9a91045..ec6180d5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "477ad876",
+   "id": "5de1ab6d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "377ae589",
+   "id": "cf319a68",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b388bd0a",
+   "id": "b71013e8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 37e219ee..df329e20 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1d5fe02e",
+   "id": "00d03e90",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f4899de5",
+   "id": "18b27aac",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "22c065cb",
+   "id": "d0b7156b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 08c6f78e..c64a882a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "748bb809",
+   "id": "cab03f77",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4bdcf302",
+   "id": "7973ceee",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "10498aea",
+   "id": "c2942289",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 33d1def3..c97864a8 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5244bd88",
+   "id": "c217cad5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8cad55c5",
+   "id": "75d25758",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "794407d5",
+   "id": "48baffe5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index dc65eb9b..102e0687 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "20d9e86d",
+   "id": "2b04c3d3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "09197caa",
+   "id": "867b0c77",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f97a5cbd",
+   "id": "1150b20f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index e190e0ce..355a3f74 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "007b9a12",
+   "id": "4c2c06b6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "756fb6b6",
+   "id": "1c3bf075",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f10fa6c7",
+   "id": "f6bc40da",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index fdf886e3..5feae49d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "65570a16",
+   "id": "cffabf4c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ec751d3a",
+   "id": "e3f5615f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "887ad3fe",
+   "id": "a57044bd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 9f158451..596fc3f1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d70b90f8",
+   "id": "5b2168db",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8fa29fe8",
+   "id": "f11eb59f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4111859e",
+   "id": "1c3aa644",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 307de375..dda029f7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4885f155",
+   "id": "aeaf1247",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6aa80682",
+   "id": "a06c9330",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e715695b",
+   "id": "1011f338",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 6d1b0de6..1de26319 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bf0fede0",
+   "id": "451d17d9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cbf71029",
+   "id": "4db562da",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "855c7559",
+   "id": "b8b73a17",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 1ab39aba..daa2bc63 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "06c22f4a",
+   "id": "d314d372",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "58cbbe1a",
+   "id": "6a1647f0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ffdc1c32",
+   "id": "f483b122",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 89f02e22..eaded64b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d89055a9",
+   "id": "e27e870c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c9ad4458",
+   "id": "a974c86b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "facac8f0",
+   "id": "9e975a23",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 715bf5d6..7a1bd64e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c6b2bc67",
+   "id": "7d3422f5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d18349ee",
+   "id": "39aaaef3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6ae252af",
+   "id": "7883d644",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 284d9b9c..2e3a27bb 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "77134568",
+   "id": "67c834cf",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f743309e",
+   "id": "e88d9fc2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "42b65d5b",
+   "id": "cbb4b480",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 8212f909..95cfd88d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7202fae5",
+   "id": "6a26d0f0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9b2d51a5",
+   "id": "caef6122",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fce16304",
+   "id": "025f6cbd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 182f571d..e9717bff 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fe7fa048",
+   "id": "ca9aa591",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "49fb203e",
+   "id": "5030b261",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ee5870ff",
+   "id": "fcd79743",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index d781d953..a17de76a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "91483bb5",
+   "id": "c619d846",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cf4313b4",
+   "id": "0fe400fc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4f1e07b8",
+   "id": "c912b8aa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index acd269d5..f52d092c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2ee9c198",
+   "id": "9a48df67",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1d6814ee",
+   "id": "c72b40d6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d6715ed3",
+   "id": "7010ffd7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 81b4d0f9..a82c78c5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "71599ffd",
+   "id": "e11ae3f4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fba5d388",
+   "id": "0af3bceb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4beb82c6",
+   "id": "17df5dad",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index a9a6e645..d431affb 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "79454f98",
+   "id": "ffafb1d3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0e705a22",
+   "id": "a86b401a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5ca293ca",
+   "id": "e322adaa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 6a065865..b4bd05b2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9dab3e77",
+   "id": "d93b94b1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9d651ad4",
+   "id": "478ab1e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "22703a93",
+   "id": "5811464c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 289a0716..22361c1f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2adb2ddd",
+   "id": "e510326e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1ba42357",
+   "id": "7d62c3b7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4a4cae0a",
+   "id": "6015c661",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 23758dca..1021df8b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c06d935b",
+   "id": "2ee32c40",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6a117569",
+   "id": "c754b215",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20fa5fa4",
+   "id": "03abd29c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 666703d1..3d425cf1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c78a697d",
+   "id": "a9732b30",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e38cc789",
+   "id": "ff2c9a30",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ba87d16e",
+   "id": "72f54d3c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 55b5ede7..f8ddd9de 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ea6e084f",
+   "id": "0ac5ddd3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b5be55ca",
+   "id": "cd6406b2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2efc0731",
+   "id": "baa3ebc6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index bf9a794d..74c873ee 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f2f23ad8",
+   "id": "2084d842",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bdb65c31",
+   "id": "ac672ac4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "86dc2ae9",
+   "id": "cd90a84c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index ec9aed94..cbc8a30e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "eea7dd6e",
+   "id": "7b217cf1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c155823e",
+   "id": "f810af92",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dfe894ad",
+   "id": "e6f37181",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 3e81c392..fee51dd1 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d3d4b45c",
+   "id": "9963c84b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6f64470c",
+   "id": "59ededc5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "71bfbd08",
+   "id": "112c0e0e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index cb2879d3..4853cb2d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3b8ea0ea",
+   "id": "0f696280",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "86f93cfe",
+   "id": "582efaa1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7f540eda",
+   "id": "d8e09738",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 3baa58f8..6d07c386 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "07e1677e",
+   "id": "e4bd113c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7c7f73a7",
+   "id": "4e8ce2d7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "16118e2e",
+   "id": "c71a1b77",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 4bbe6596..10cc4f28 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "25c3d5cf",
+   "id": "4d7f8415",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e2cb4cc7",
+   "id": "50b0e7e2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d003c2eb",
+   "id": "31f5eb6c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 74ec1eb1..2ef2ce49 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "aeadc0e5",
+   "id": "0b549c26",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c72d019e",
+   "id": "859eaeae",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "54e2ae00",
+   "id": "b5c7e1e0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index f0f32a3c..988e1fdd 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "42fbaf4c",
+   "id": "2e8d74d0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "40281b64",
+   "id": "f46f7279",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3c539e96",
+   "id": "853da82e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index be522611..70a92a5b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e16a1dba",
+   "id": "c8069964",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3f644fc9",
+   "id": "f11adfbd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8f72ef3",
+   "id": "e23a103d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 453fd47d..981b0340 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5200c298",
+   "id": "cf156106",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fbeb08b5",
+   "id": "3a0c2db0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c7d2b31a",
+   "id": "bf912586",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 8de5c7c1..d164343f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2821fcc7",
+   "id": "2d8c1274",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0f2fe6d2",
+   "id": "6d4e1759",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bfb84cbb",
+   "id": "2d3fb6f5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index d80be6bf..36a44935 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "42ae7523",
+   "id": "91516965",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e56bac1f",
+   "id": "742c8ca1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3e5de2ca",
+   "id": "8f0298a2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 499f381f..69997188 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8c4d9092",
+   "id": "40aff6ae",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cab9ea78",
+   "id": "1a7a6afe",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "58466c45",
+   "id": "77ad03ef",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 042c327b..d5f3608b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8767a946",
+   "id": "cae6476d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c531c1ad",
+   "id": "2a17fbb6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "60d4b59e",
+   "id": "ac1db7f1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 8945c91d..ff0e5897 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "79702684",
+   "id": "c7f39f7d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2dc8f819",
+   "id": "9d05521c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "faa62801",
+   "id": "4de3fe7d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 7903d05d..e99c24d8 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fbc0d9a1",
+   "id": "3e5f2b29",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3ed46b3d",
+   "id": "f1b3524f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "76ebf6bc",
+   "id": "23f1b185",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 73b7e84c..374653b0 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f4957035",
+   "id": "c56c006d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4b72b439",
+   "id": "91f49e11",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d118ff5e",
+   "id": "1577e36c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index a34d94d9..01c1760b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0aacdb2f",
+   "id": "47c78119",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c71c900e",
+   "id": "fe60e330",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8ab35f5f",
+   "id": "4d0a7a0b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 2a78579a..cd71ab3f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "07c947a4",
+   "id": "e3ef56c9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c6bef649",
+   "id": "0c792f9c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0bd4c395",
+   "id": "0b5f95e9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 0cf8ef78..e8683773 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a52a80ff",
+   "id": "d3294305",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f589fbc9",
+   "id": "a6d0945b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "33add28b",
+   "id": "5aa4df39",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index f389224b..87a04638 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6011050d",
+   "id": "b79042f8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a8bdbfbc",
+   "id": "15262a90",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1226cb3f",
+   "id": "7757a70c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index dde01093..a8626ec6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ee14be6e",
+   "id": "0c055970",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d79d310b",
+   "id": "ad45f90d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d6e6acc8",
+   "id": "8fa415dd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 9d859da6..dd2bb557 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bbc1ee6b",
+   "id": "d10bc333",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d188e04c",
+   "id": "3829d583",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d28a9596",
+   "id": "d9b09031",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index de43e247..a7805d2b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "22b57b67",
+   "id": "4af4a346",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "17db8031",
+   "id": "961b1d2c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "94d0db64",
+   "id": "276548f9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 31c2414d..333808d7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f7ef304f",
+   "id": "abec5226",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "61b35dc8",
+   "id": "e5a9e89f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "550ed18a",
+   "id": "a008fc7a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index f4a5b90b..7917d291 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dc66493f",
+   "id": "51ad9b68",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fd3d2d4d",
+   "id": "d1c5ce0c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "19bde515",
+   "id": "ae2ae3b5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index ea8b3423..c27f33c6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4df1fd78",
+   "id": "ba029fb9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cec526f9",
+   "id": "293d8751",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6de70d63",
+   "id": "457ec4e6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 4690a3ae..a77b5349 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "76f16fc5",
+   "id": "80afed79",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c09282c9",
+   "id": "18cde036",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b928d9b1",
+   "id": "f10e4d68",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 924cd615..f578e182 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "264875d9",
+   "id": "c097098c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c0fb5e38",
+   "id": "7f68a8e5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "103c3e8c",
+   "id": "d575a723",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 45c3baf8..52d786c4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1cfe27b7",
+   "id": "fc0d544f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c0f70045",
+   "id": "7d4ce971",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f4011155",
+   "id": "840e29f3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index f1f263f2..10db8e12 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bd911f71",
+   "id": "f0e0228f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7225d86",
+   "id": "23d70958",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "441621b9",
+   "id": "a546d4d1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index a03bdc57..3f56c705 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bc90556f",
+   "id": "ab0f17bf",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4cfaa7e5",
+   "id": "5f08027c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "43299c70",
+   "id": "afbc3a9a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 4808f3a9..b787094d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "357941c3",
+   "id": "9172c5c3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a448a9c3",
+   "id": "7e683eb9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a94c5714",
+   "id": "3ee10b62",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 227d885e..9c050f13 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cba749ae",
+   "id": "873a0561",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "929138f6",
+   "id": "d369173c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "095f6759",
+   "id": "036981bc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index de90e3b6..d3e7d9ab 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a89beef5",
+   "id": "27950d1d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "05c7dafc",
+   "id": "8eab0eac",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f0a0c574",
+   "id": "934323f1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 5b387d5c..09210ad7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1311203c",
+   "id": "72824f06",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "07fd9b5d",
+   "id": "2bf5db5e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5e22462e",
+   "id": "47da98af",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index baa29325..a0919fcf 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9b422022",
+   "id": "a2b3f524",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c5a55ce8",
+   "id": "00e00973",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5bd08408",
+   "id": "3cbc1ffd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index caae6496..3e0dff7d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fa8d67b9",
+   "id": "7ab6138b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f02ed1af",
+   "id": "f7eb2615",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "91ec3ed3",
+   "id": "16cb35ed",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index a93b6957..82045928 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5939de6c",
+   "id": "bb08f5e7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0e0a7059",
+   "id": "decd10d8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d9734947",
+   "id": "e61d65e7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 0989b539..e76463d6 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5e77d941",
+   "id": "57c3b13d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5e9d9885",
+   "id": "aeea739d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35691089",
+   "id": "7254de51",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 15dbc27f..d3b61253 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d5a58ea1",
+   "id": "3b27a342",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "64803706",
+   "id": "3b2a9966",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a244b68f",
+   "id": "7f2b996d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 8f8aa115..08d4e22a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "154eb196",
+   "id": "8aac178b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "48fb2e98",
+   "id": "6dec237b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "867e30f6",
+   "id": "0cc53f74",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index ffde4247..dafda60d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "951b5bfa",
+   "id": "e50d5316",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3a2184be",
+   "id": "c34de988",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "066fcd98",
+   "id": "32205bbc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index e6ebd7bc..9fc3d3c5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1485baad",
+   "id": "968d7943",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8d279e00",
+   "id": "0406d958",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e1473e98",
+   "id": "5f901cd3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index a50b6213..204ab69c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5eb842fd",
+   "id": "c7d60b8d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2401018c",
+   "id": "2052e3e4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "84225133",
+   "id": "ed9d336b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index b82fa290..376b17b4 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "aec5c24f",
+   "id": "059cad58",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cc43d069",
+   "id": "756beb85",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9b31d9d4",
+   "id": "60238f17",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 1b548ce4..4401db0a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "447d0735",
+   "id": "1dc6313d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e535cbf6",
+   "id": "d885dc63",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ab27d1a3",
+   "id": "a5be615e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 48463cbf..e22bb10c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e6c70b3e",
+   "id": "9818f23f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4d5d9d34",
+   "id": "e35b91eb",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "300d199c",
+   "id": "ba40adf0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index cc3bed97..94530b7b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "52902aa7",
+   "id": "54f06ba1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0af4850e",
+   "id": "cabe94e5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8c2e7bf8",
+   "id": "2ec3222a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index a7cd2e34..bb06102b 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ffa758aa",
+   "id": "8df41229",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e812887b",
+   "id": "e1cf2b1d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "da965f57",
+   "id": "2f244d09",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 7694b0ad..3c64f38c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f1873beb",
+   "id": "e64dcb05",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6af2136f",
+   "id": "7750c97b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "53ccbbc7",
+   "id": "793399ea",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 5ab60704..5a51de9f 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8adbed1e",
+   "id": "3a46d494",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9f0384de",
+   "id": "3f1b3bab",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "96ccb88c",
+   "id": "7d12b60e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 92ad6db6..cdb2951a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4a2ba98c",
+   "id": "2183f68e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e070f47b",
+   "id": "90cb21f3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bf8e4cbf",
+   "id": "ef9e6b5c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index b143d9c3..6f7f9e3c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f1fd3fe6",
+   "id": "6862b7b7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a48ff2d9",
+   "id": "1917e98d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eb123bda",
+   "id": "1d8b7c48",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index bfdc7b95..4c621f8a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2b5f55b4",
+   "id": "7767ed6a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dbe23292",
+   "id": "cc67ea38",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d981fe06",
+   "id": "00652325",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c39c44cc..e58ee404 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f0f60d9d",
+   "id": "9d6aa4dd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "83e4df64",
+   "id": "1c8ecce4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "95352fce",
+   "id": "001f3f08",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 371071aa..431d6b42 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b510f1eb",
+   "id": "bdbb1309",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "43aafb90",
+   "id": "87331454",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "082cc82c",
+   "id": "80707673",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 093eb654..b07421ac 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "573d6860",
+   "id": "dbaf25ca",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "90b86452",
+   "id": "f73a309d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6c536f65",
+   "id": "f4d5d4c4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 6e46523a..46a3a0c5 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2e96edc3",
+   "id": "1c3a2424",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7c93d035",
+   "id": "d77fc906",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e97888c5",
+   "id": "02333584",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index a96063f2..12443e66 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "13c4965d",
+   "id": "3bb63007",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e9f0f0f1",
+   "id": "1c4847b8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e9130628",
+   "id": "0a734c9b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 1548b7d9..e200a040 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "195e12c1",
+   "id": "d9ba21f7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ccf51cdd",
+   "id": "c1a35404",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "efad11fb",
+   "id": "98f8c457",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index e972dff5..f0f23235 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f160e0bd",
+   "id": "2465cb06",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "abde0cc4",
+   "id": "5b41a862",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "75c981db",
+   "id": "8176be68",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 1d01ab94..7ffd3819 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "911c0be6",
+   "id": "6d066f04",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b9b65547",
+   "id": "68913bdf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4a80f960",
+   "id": "e625be41",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index fcb28e9e..98ef41a0 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b63c4648",
+   "id": "d7ab3c65",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ce11de0d",
+   "id": "665a6949",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "68b529ca",
+   "id": "b71ba5c7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 7652223d..ee0e70ba 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b9940afc",
+   "id": "98811ef7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e31d0050",
+   "id": "d2550cfd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1cf43c5e",
+   "id": "c4cb67fa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index d0d0fd0e..dc4289b8 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b1d64e52",
+   "id": "348c1c06",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "190941b6",
+   "id": "da21d2af",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eec01504",
+   "id": "e4b1a251",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index a7990e59..06e4cf4a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bc77a201",
+   "id": "2576beb0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7479301",
+   "id": "cfa41a47",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2346ddd1",
+   "id": "a30a9258",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 184b9417..34c97d15 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "57f0ba98",
+   "id": "448790d3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8d55511f",
+   "id": "7f36d443",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9defed63",
+   "id": "bf101487",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index caf5574d..6acd1ae7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cf135495",
+   "id": "131f3e0c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0429a994",
+   "id": "d6908801",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fd5ac2d3",
+   "id": "a763cf99",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 5709e5b9..8b136b70 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3c0fdbad",
+   "id": "b69bd81e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aa509ffd",
+   "id": "c41bbe50",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "18b106a2",
+   "id": "e8b6c344",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index 19944caf..b9ffc02e 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "805fc53d",
+   "id": "bb3f35c9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6cebf568",
+   "id": "ffa32810",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "69eb8dc7",
+   "id": "2dd3b5a7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 6ac76f93..f1a548db 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c8a79ada",
+   "id": "2d9d95eb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "082bdc2a",
+   "id": "df50b4b9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c1c11650",
+   "id": "f9e1c3ac",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index df301c7a..b9c479e7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e274298d",
+   "id": "72396cf7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ace9ea5b",
+   "id": "13f372f8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "793d9d04",
+   "id": "4f75864a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index a24a1a24..ed06fbc0 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5ce59fd1",
+   "id": "054e5326",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "14d9c378",
+   "id": "8df3c78e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ad762ff2",
+   "id": "6027e3c8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 3fbf99cf..13d5c051 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "74ae8211",
+   "id": "ececb8c0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "305df626",
+   "id": "da9f1598",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "71f12fc5",
+   "id": "6e452451",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 3ee0629b..a74a4f27 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "89d50ea4",
+   "id": "e2a3a2ba",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "af2205a7",
+   "id": "a016ebdd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e2ee6101",
+   "id": "a9aefbba",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index ed7e7c19..81075d69 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "92b18c7c",
+   "id": "f11cfbdc",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "310c0b64",
+   "id": "9521d111",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "411dfc94",
+   "id": "3a2aef3f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index e53062d6..673f2838 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "527ea930",
+   "id": "788ea439",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "24164192",
+   "id": "64d33c1c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a8294067",
+   "id": "8a9fbf51",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
index d44b43c4..3d7a7fbf 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5c1b8492",
+   "id": "d890d27c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c013f0de",
+   "id": "600c69b8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e37df1b1",
+   "id": "2a881af3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 9855da4e..84e5e96a 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3ccbf112",
+   "id": "13adb302",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bc5d1c66",
+   "id": "3b004448",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a593eed7",
+   "id": "f9954690",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index ae7d0ea2..44b008e7 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4a8af07",
+   "id": "57112ac9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ce2568dd",
+   "id": "7d1cf0bf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "354b6766",
+   "id": "6d4d0698",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index 4eb6fa1c..dd02c36c 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "af2a7048",
+   "id": "f8b127b7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ce003cf0",
+   "id": "81217c19",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9bb87841",
+   "id": "f0f790bb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
index e59cf3b2..4b4e74f0 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8e570fc4",
+   "id": "ebdf0c1a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cfeeb424",
+   "id": "ba758471",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "da2ca6f0",
+   "id": "02fd74e4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index b2fd9524..525fc231 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "65c5ae07",
+   "id": "1001daae",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "851fb3e7",
+   "id": "4baaa055",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "014b03d7",
+   "id": "758ac08c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index a059396e..c34d003d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bec4c0c5",
+   "id": "02cc4007",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ffd2b0c5",
+   "id": "955d1b15",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9ad3b3f4",
+   "id": "877efa30",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
index 2eb8dc83..c1de6a11 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c84f0944",
+   "id": "518aa7d8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13894c19",
+   "id": "b102c9d5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "920e39dc",
+   "id": "237479f0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
index a4569002..dbbefff9 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8cf39aa0",
+   "id": "ab267aa4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c9d6182a",
+   "id": "1fae1bed",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1ba08392",
+   "id": "5d869da5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index b9a58e7a..5a3ca17d 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "45f0f470",
+   "id": "42ba899a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1d55e3b6",
+   "id": "4f56e0c7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8bc81f5a",
+   "id": "efba0c54",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 2202b626..e946cda3 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "063b987d",
+   "id": "1dea472f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "89e7229d",
+   "id": "609870af",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "afcff3f6",
+   "id": "2459f1a8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
index d67ec44f..e79795e2 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "408a4656",
+   "id": "b41555dd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d094beff",
+   "id": "6a7ccc6f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "237e356c",
+   "id": "85d3e7de",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
index 8b795111..50814096 100644
--- a/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "21b57b4d",
+   "id": "0df592f9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-True+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-multi%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-True%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a3e110d3",
+   "id": "62723b3f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bf142afc",
+   "id": "74f94c67",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 2554aa44..5c003a89 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1211392f",
+   "id": "017983c4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0ab80f52",
+   "id": "4691dc34",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3d9d2a05",
+   "id": "379bcf8a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 4706393f..debc806f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bac533e9",
+   "id": "e76091f8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20cdf603",
+   "id": "1d9f7993",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "348aa38c",
+   "id": "7c7f4175",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index a49566ac..a405b98e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3c044981",
+   "id": "1a71af25",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4c6851ca",
+   "id": "1f0875ef",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d90e8010",
+   "id": "548fe5a2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index bb6c20ab..aee5ed25 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7a202a33",
+   "id": "04491ab3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "60da218c",
+   "id": "b5bb5886",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3b8281be",
+   "id": "51d47c7a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 8fb0080d..3ce7991f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0f174344",
+   "id": "17b2c1a0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d17d86e2",
+   "id": "bfb59e9b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bbf3ed90",
+   "id": "cb4ceb93",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 136649ab..50b0b0b6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a6323f74",
+   "id": "a32c916c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b24291d9",
+   "id": "baf467b5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "482afeec",
+   "id": "25f8b57b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index db3bdc49..61fa4602 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9512916a",
+   "id": "e828a94d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bfc078f5",
+   "id": "293fd3c9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "11e95f54",
+   "id": "07ad60e5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 1b3cca42..b0e02cc5 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "90667d6a",
+   "id": "ca635653",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bac4af94",
+   "id": "eeb2cade",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "591add46",
+   "id": "beb7c487",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 22bdd8ee..b30382d1 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dc878adb",
+   "id": "25e1303d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f250eb3a",
+   "id": "b88ba287",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f98bffd8",
+   "id": "44f4b9e7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 2786c004..c9e7e351 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fc1bd73e",
+   "id": "144e1ec0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ac8ca2dc",
+   "id": "664f7147",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0ce5fd7e",
+   "id": "495dc61d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c2a2b508..fa6cd27d 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "99920579",
+   "id": "32af4da3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "45361521",
+   "id": "0f9357a4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "92483657",
+   "id": "b6ffd627",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index a81be715..9221d19d 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "726b33ed",
+   "id": "53e40156",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8e85a0d",
+   "id": "e17efb56",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6660e622",
+   "id": "a9e5a0d7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 20723ea5..a3554b28 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1d1b5973",
+   "id": "34c90b3d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2ea3f33b",
+   "id": "e49a283d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5eccf147",
+   "id": "64beec6c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index fdd0c75f..5faff219 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cea49c7d",
+   "id": "e79d782b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9869567d",
+   "id": "8779c6b8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "60466cb1",
+   "id": "0083ec07",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 893dc311..42687824 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "26688add",
+   "id": "2756ffb5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3bb9268e",
+   "id": "63d34a0c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a6b0b5ff",
+   "id": "357990d5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 39f93764..3ebfdd3b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "17cb5f94",
+   "id": "95d26f8f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e93c7d25",
+   "id": "29aa30c4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f3eb4616",
+   "id": "e47ffcb6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 1c83b267..4e08a3bb 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b25cabf8",
+   "id": "adfd0abd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "82ea7a7a",
+   "id": "aa4f8575",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ee70e05f",
+   "id": "d8e34b63",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 4834dbae..f4bb1be0 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "df34be37",
+   "id": "0980f689",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "abfe6c71",
+   "id": "63f7fc2a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7e62dc9b",
+   "id": "4b41e6d9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index f2a350ad..a42fea15 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "19d6db46",
+   "id": "d146a7e3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8f40b5bb",
+   "id": "c5d62b65",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4743d1a0",
+   "id": "1ba36bcb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 019181da..c9c6fa9c 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0ef8ab6b",
+   "id": "0a507c4d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bb0b6a9b",
+   "id": "6ee89744",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e2326147",
+   "id": "b82c8c96",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 4cc2f71d..0891a017 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "721d36b0",
+   "id": "9c871313",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0839a24d",
+   "id": "70b06df1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "77903d96",
+   "id": "c66cefc2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 35ac1e8c..476d6dcc 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "158966e8",
+   "id": "385aa40e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3915dde4",
+   "id": "90aa2589",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "97c1ed29",
+   "id": "064e4e87",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 7c12e5d7..03f7b404 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f94e9ffb",
+   "id": "325f23c0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "af57e6d8",
+   "id": "8561dd5c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "09fe7e4d",
+   "id": "90171439",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 5c1b63bb..45d664a1 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f5b4e73c",
+   "id": "892ccfb1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "05638618",
+   "id": "e2d311ae",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8495d026",
+   "id": "7fb8a9c3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 5e188f11..c9e97c68 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "430c93af",
+   "id": "32e63016",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ef6060b2",
+   "id": "fe4f32a9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6708826e",
+   "id": "54ba00a5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 6fb89548..af17ef66 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0761a612",
+   "id": "bb5c5400",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9cc8cfc5",
+   "id": "17b423e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "24af6325",
+   "id": "39e956d5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 02bb033b..4bb42748 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "457a3412",
+   "id": "4a6b0898",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dc3d3bc9",
+   "id": "30b5f029",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3744dd2e",
+   "id": "5dfdce4b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 44223d56..ee0a3dd3 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "50537822",
+   "id": "d324bdfd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7ca8f05e",
+   "id": "f902f10e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5475c9a5",
+   "id": "2f09fb2f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index f8c0b491..cebb47cf 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5e5506d8",
+   "id": "96810466",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fdaccd0f",
+   "id": "05395622",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "477761cd",
+   "id": "55121e98",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 01fa292f..c12681cf 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e3a04a34",
+   "id": "c955c314",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "287c4e52",
+   "id": "26b8aaf6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9efcbec1",
+   "id": "204639fd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 814fff42..6bb067a2 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9601244b",
+   "id": "8ef328ce",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a069ef86",
+   "id": "2e2d6fc2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7dc6e213",
+   "id": "dbedc1cc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 035e8fe6..a14f0bfa 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "69ecb42f",
+   "id": "caba205a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aadb3a19",
+   "id": "df87032b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3b164c86",
+   "id": "c3f7c5cd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 2cc03de8..953bbee6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9486c3f9",
+   "id": "2c5fdc90",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "699c8ad4",
+   "id": "37ae581a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "797e6b89",
+   "id": "fd2937b7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 910ee1c1..dcfdea89 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7ce37d62",
+   "id": "94a96b2d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1f3cdafe",
+   "id": "fc042bdc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "24e859e6",
+   "id": "1a9c38ec",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 5b5e51fd..2d2f94cd 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d865c7ed",
+   "id": "485cc8d5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f75d7b4e",
+   "id": "850b3384",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "823a45e1",
+   "id": "5284d5ed",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 200389c1..f077b416 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bd59a682",
+   "id": "a816cc0d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2c1752bd",
+   "id": "b2762d2e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "07e06a1f",
+   "id": "95ad6c3a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index b52e0e08..2db1a0b3 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0ea0c935",
+   "id": "4443f811",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9488ed7d",
+   "id": "6b98d447",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a73b562a",
+   "id": "17e253e1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 0c119cc1..6fae35cb 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9b26526a",
+   "id": "96a6acd2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "71edb860",
+   "id": "05d9d9b3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "db2e677f",
+   "id": "886cb429",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index ce1756a4..09e468d4 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "aaa5add3",
+   "id": "ce9f03c7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0a438b02",
+   "id": "29dda747",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "090f794a",
+   "id": "c33f4756",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index ec3f01ca..586c79da 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f8455b02",
+   "id": "76931c1b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ee86607c",
+   "id": "debc4a06",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "715cc703",
+   "id": "c337d128",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index ae6a6c3f..10ece73a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dc95d511",
+   "id": "5a8f4f62",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "70cf1d7b",
+   "id": "b28feb76",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d0c8a2c4",
+   "id": "419334aa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index ab195c03..7ed77679 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1bd681f9",
+   "id": "d1cd318f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "91878c1e",
+   "id": "87a6e078",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3e046ef9",
+   "id": "b9a231f9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 634efb94..b6a7a8aa 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "221b4d3c",
+   "id": "7fd80e37",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3f2da25f",
+   "id": "fdf289b6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3cb71949",
+   "id": "cf4ee9ad",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index fe7d405c..027a5ee2 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b9abd886",
+   "id": "858201f0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "02f30837",
+   "id": "606ba26a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "464e0f9c",
+   "id": "6312b2a2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 2c6706f6..f7e744f8 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9811c17e",
+   "id": "2b072021",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f987b526",
+   "id": "5f6b2354",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3c63216a",
+   "id": "fb5ac49c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 0d291592..0144773c 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "963b9424",
+   "id": "f58522ec",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f0281842",
+   "id": "4b36b139",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "79c328aa",
+   "id": "6d9a093f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 94586c45..bea43331 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ed0ddc06",
+   "id": "f23b1422",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "74876962",
+   "id": "c7df80b7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0e4e4483",
+   "id": "5d55ff3f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 0030ea6c..18474263 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7db8e9db",
+   "id": "5a7fb610",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "26f11604",
+   "id": "133e6d29",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4de1097c",
+   "id": "a49a716b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 15989eb3..f18fc8e9 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c2139580",
+   "id": "34a4d9b4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "52d59f49",
+   "id": "32b513e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e6b466af",
+   "id": "ee6950d2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 0f69025b..fe2c58c6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c79cf5bb",
+   "id": "7b614506",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "33e7a0aa",
+   "id": "1e241c0f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "102e84ca",
+   "id": "16de605b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 4657a3b2..6a878496 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "811b7c99",
+   "id": "f56e7019",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eb367787",
+   "id": "7d4d7af7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3803b290",
+   "id": "18d97e2f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 11818d00..9d13bd4f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d04b1ef7",
+   "id": "3c2dbb5a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3589522d",
+   "id": "dcd7d7f3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fa6ccbaf",
+   "id": "b7e33a36",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 2495207a..1d2662bd 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c04370e3",
+   "id": "af3ced2f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7062443",
+   "id": "f9b57952",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d2362c23",
+   "id": "33771847",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index e33f3bda..9233425f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a6a1ae2b",
+   "id": "b7b994b1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0b2a0456",
+   "id": "fe73ae4f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "133cd591",
+   "id": "6d0a6e19",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index a44dec39..ffeb2221 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2f71041d",
+   "id": "030ede71",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "65323d21",
+   "id": "4eb45979",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "046c8027",
+   "id": "321c85bc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 67ef0ee2..334a1a86 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8b10a110",
+   "id": "bd332e7c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4b34d842",
+   "id": "10a19d47",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dd6c3532",
+   "id": "5558c9f6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 110edd67..89231802 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1095466f",
+   "id": "e4df4c9d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6a0764a6",
+   "id": "4d2f8ce0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bf6aff67",
+   "id": "0b2f4185",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 642cf475..06385c1b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c2022323",
+   "id": "826d6521",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fe71a749",
+   "id": "89676e4b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "72057cca",
+   "id": "893f46e6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 47da23fc..f8a4f46f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8057c1a5",
+   "id": "ce82aea0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b99410d8",
+   "id": "55841116",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5bd70075",
+   "id": "970d3466",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index cdee0386..d64fb21d 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3a499602",
+   "id": "8318ee14",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "22a64ac6",
+   "id": "7408b8d5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f50af6d5",
+   "id": "5d4ce21e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index b662f145..b24ab47b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8d0357da",
+   "id": "e804d7c8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5cbf4a73",
+   "id": "07f6faba",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5f358922",
+   "id": "fb4d84ea",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 4b10216b..3a4b9874 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b286c129",
+   "id": "8dfb5136",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "84b5079f",
+   "id": "60a9cd1c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7e1cae75",
+   "id": "6db8f88c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c722a7dc..f86e6563 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4ab762d6",
+   "id": "04ca3d8e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c7f3babf",
+   "id": "6fed139e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8d888fab",
+   "id": "91d7250f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 27458ef0..96cb6383 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d7fbec93",
+   "id": "11e971ac",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0226ab2d",
+   "id": "152113c9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "401dbc7a",
+   "id": "fd9bbd77",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 8eee14a0..681f0b95 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "79fcd9cc",
+   "id": "4274e62b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9ba72591",
+   "id": "9e809cc9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0b21c34b",
+   "id": "0276ad7f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 3080940a..f98a0dc0 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c31298cd",
+   "id": "aa987f2b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b142f23e",
+   "id": "e6ebacf4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ec18626c",
+   "id": "27909678",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 517684b7..78df0cb8 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "abd7a798",
+   "id": "83505091",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1090c370",
+   "id": "43056a3e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3e028822",
+   "id": "7171b082",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 18b824ff..744fc0ea 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "99315fbb",
+   "id": "b369461f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1e976d52",
+   "id": "23ccf63a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2dc4a7b0",
+   "id": "e20bb236",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 8e1e3022..b86ef2ff 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7e0386fa",
+   "id": "611cf804",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4135d4c0",
+   "id": "98366e32",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4e5f19b3",
+   "id": "c7d8fdca",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index e0908131..8f1e752e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5860300c",
+   "id": "5f01f808",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "154bfa8b",
+   "id": "50eff6f1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4bbe3882",
+   "id": "34cc6b5a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index ac164c62..4dca73b4 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b2407080",
+   "id": "136305b0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "03062d0b",
+   "id": "707a3868",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "daa95d8f",
+   "id": "f1d20b1d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 26fd2d03..1418b0dc 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8f307c44",
+   "id": "f97de537",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "adc86124",
+   "id": "b162b6b7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d40add49",
+   "id": "1b06d5b8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 80ed09e7..3a396cd8 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "06596167",
+   "id": "25300646",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "58c82ece",
+   "id": "4e6a3f32",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d5797aa6",
+   "id": "abdb0b60",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 6d4d21c8..4bcc6f8d 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4cf54f8",
+   "id": "488b58f1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "433d12e9",
+   "id": "f4cfb054",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "06efb56a",
+   "id": "45399383",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 963d46cf..329c4df9 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0245cbc9",
+   "id": "fa0f72ff",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "74a92c07",
+   "id": "041b6e7f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5e58e078",
+   "id": "1d2f4011",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index e6f30e5f..e55a2675 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bedb56a4",
+   "id": "a6b1340a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "10344e5e",
+   "id": "b84aae18",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "261184e9",
+   "id": "53b1510b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index a78380ce..c1b19331 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "90e4a7c9",
+   "id": "a8eee80a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fcf1eaee",
+   "id": "62f9985e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e449de11",
+   "id": "fb123397",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 0cf2e1a4..ba048572 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "aec3eb8c",
+   "id": "d782192f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4e65ae31",
+   "id": "cf8b8a2e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "381a75de",
+   "id": "7ba2937f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 01a8aa44..ea03c736 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a6ecaa7b",
+   "id": "c69189c2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "77c9960c",
+   "id": "ae1044f3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bebce90d",
+   "id": "171cae19",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 853811a8..7b94c80e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "35ac6ed3",
+   "id": "14c84e8c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "270920f7",
+   "id": "13686c8b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "82b6ba08",
+   "id": "900bcede",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index b1c21cc9..2fd53241 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a224a34e",
+   "id": "b1dd96eb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20b49d8d",
+   "id": "059faf14",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2399b21c",
+   "id": "44a3000e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index afb95610..5efa0e1a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d7e8b4c4",
+   "id": "6e3af47d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "718c49f1",
+   "id": "3b0eb068",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "46a6d69d",
+   "id": "33edd410",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 8447a93a..86f86cbf 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "261faa42",
+   "id": "24bc5cb7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7eae5bda",
+   "id": "1ad858a3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9acf9b25",
+   "id": "33a105ac",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index af12ffe7..16ae2c71 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "988f7a48",
+   "id": "70b4292c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "39fd665d",
+   "id": "7e84bc4f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0a8458e8",
+   "id": "e6b70c00",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index e039e54a..46441e48 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2f9f06e1",
+   "id": "48f4432e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "42d8aeef",
+   "id": "6b457e15",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cf464e79",
+   "id": "b30171f3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 4efd3ec6..576cc8fb 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d6111d8a",
+   "id": "670dc713",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ba718910",
+   "id": "7a63dc31",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "efc25ce3",
+   "id": "957d5047",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 6fa60f31..08eb9b37 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5b52bced",
+   "id": "905ad65e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "18f6406b",
+   "id": "5c0d8e42",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6bb4d0f4",
+   "id": "f781542d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index f0fb5c41..5baad722 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2239aaf4",
+   "id": "df71f7d1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e8ff13d3",
+   "id": "922be673",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "19e6aa19",
+   "id": "d0bea091",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index b120117c..c57710c4 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e04209f0",
+   "id": "d419e932",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "917bcf06",
+   "id": "9a6f22cc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bcaa1bee",
+   "id": "916eaa56",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 39bab54a..2323e529 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1e7baa65",
+   "id": "55e91330",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fe5a513b",
+   "id": "fcefb470",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1e90445e",
+   "id": "38889772",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c39ef928..35df46c6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "20c65c32",
+   "id": "74f2439d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3092ed5a",
+   "id": "0229672c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "10bc84fe",
+   "id": "0593c56a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index dbe16811..f00f4632 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "16773e92",
+   "id": "9e6913a5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35969224",
+   "id": "fc36c05a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "52f0f086",
+   "id": "9973de5b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 84f728f5..01cd9258 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "164aa3c0",
+   "id": "1dc25093",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6ecc9310",
+   "id": "970da229",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "28c72cab",
+   "id": "8e123d41",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index ed9a809f..79e99df0 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "857ebf74",
+   "id": "a96b292b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9f480454",
+   "id": "5767a739",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "98399b79",
+   "id": "265de2bf",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index bd221024..acca1461 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f6baebe7",
+   "id": "6e328614",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "12a6676c",
+   "id": "62623f26",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ab17fa22",
+   "id": "5044eb81",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 6206c36b..23995ceb 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ee13c516",
+   "id": "ecf252d0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d695f549",
+   "id": "fe927bb4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "04f5c776",
+   "id": "0ac7773c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 9a4dd794..8c541a20 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f9b2bd57",
+   "id": "958656c6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "951e7358",
+   "id": "6fc2c7f3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b623c8c1",
+   "id": "d104ddac",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 8c975c69..c2dc5c9a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d3759522",
+   "id": "82fd4eeb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "75985fcc",
+   "id": "6e8b79f2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7235358c",
+   "id": "61637455",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index e6fdc044..8a93818a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "000dc6d8",
+   "id": "29623519",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9b626aad",
+   "id": "c4d587e5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d7fe77fe",
+   "id": "d1421e8c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index de04da9d..26f5bf59 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c51c9d00",
+   "id": "2b357071",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e07c5665",
+   "id": "54096e32",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "609e2c80",
+   "id": "122e2b66",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index c99d8636..d4b437ac 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ada722fe",
+   "id": "7bf9a5a8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3d9066eb",
+   "id": "4b6e18b5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2e7184c3",
+   "id": "b555d357",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index f891ddaf..9d351a8a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "924bb97d",
+   "id": "a05ee807",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cd8c3776",
+   "id": "8fe4383c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5ce75335",
+   "id": "a30e5936",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 0f58bd2b..4c737691 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "578607ab",
+   "id": "84107b03",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8fdae4ac",
+   "id": "6ac90cdc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "da2964dc",
+   "id": "ea90ffa5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 4d3cb23b..ab6402f5 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "542ceaa2",
+   "id": "3f845ca2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20587730",
+   "id": "a7c8794c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1bdba86b",
+   "id": "ea3b00cf",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 85f779cf..363eb544 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "69030d1b",
+   "id": "d0756c50",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "921c454a",
+   "id": "97d06cfc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ff38dfab",
+   "id": "f4aaad9c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 4a713e7e..83341a8a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "67192e38",
+   "id": "62b8c149",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6da791ca",
+   "id": "2cd84b34",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9eb61205",
+   "id": "63bb0fe1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 6118c6ee..f177b419 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bdbc17e5",
+   "id": "79df487e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "879b66a5",
+   "id": "f21711ba",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1e542927",
+   "id": "ce23fe69",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 902fbcea..ef687336 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2308e24c",
+   "id": "fdec51c9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "393867fe",
+   "id": "14b914d1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2ad4a166",
+   "id": "26519235",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 02b4d16c..5e3d69a1 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c19aa554",
+   "id": "b9938021",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "09469317",
+   "id": "422877c1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "254cfa21",
+   "id": "b8ac9754",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index f4eefa82..c12658b1 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "811648f6",
+   "id": "6c640c59",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1601ead1",
+   "id": "9c8636c0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "84ec5883",
+   "id": "f54fdfd1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index b28649ca..e3c3380a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "339bdece",
+   "id": "89baf57d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c3376fb6",
+   "id": "39cdfe2a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b770c580",
+   "id": "e82e9418",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 6309ce44..841526ad 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a39bb65d",
+   "id": "e912997c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "329ba809",
+   "id": "048e1722",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "11604f56",
+   "id": "8db070d8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index d81ca766..814ae891 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "57d74eb1",
+   "id": "6e6b1680",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "acb7bc13",
+   "id": "421baec7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2bdc9427",
+   "id": "9e5f8af7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 31359370..28ccf885 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b160a3a8",
+   "id": "217eeacc",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aa5c4602",
+   "id": "c4d2f3e9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d76e9540",
+   "id": "50227321",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index f92545a9..f3c3bfc9 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d30846fd",
+   "id": "4b94bdca",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "530d694a",
+   "id": "8ac223f8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0fea3e4f",
+   "id": "17e84942",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 974743cd..47ea1ee4 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "686a281f",
+   "id": "74ea0f40",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "92a94343",
+   "id": "3e32be86",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "64abb6d3",
+   "id": "ca0eb258",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 51c93d4a..e2beb7e8 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "13d193c8",
+   "id": "de49cb39",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "443928c8",
+   "id": "4c900b83",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13ca67c6",
+   "id": "b7e3d2a8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 9fe26d6c..8cffb6d3 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5b27c865",
+   "id": "ea978dd7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a4ab480d",
+   "id": "93d5a849",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "796fac8a",
+   "id": "5f30e8c7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 63d77531..5460f888 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4a00f1a",
+   "id": "917d0fd0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fe84b94c",
+   "id": "15a74a7a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c986cb29",
+   "id": "fc1a29b3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 904575e0..968f3089 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2b6b1689",
+   "id": "a4abf7e8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2fdab900",
+   "id": "c8ebd32c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0896db31",
+   "id": "a3e8f907",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index acefd652..62a3034c 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "47658d52",
+   "id": "5712ca67",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c1da5fa6",
+   "id": "bf1f6977",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "88eb6e20",
+   "id": "7a45a10a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index e6cb8f31..5fe17435 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "68d3f25a",
+   "id": "b9a45ed7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "15fa637d",
+   "id": "15dd7198",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "500e3c75",
+   "id": "fe167dc4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 5263dcb2..226b7841 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "953f62dc",
+   "id": "be3f1fd3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fb2631a7",
+   "id": "421c1523",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9c54e02e",
+   "id": "c367c29a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index dc47cb4a..1af61155 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fb206530",
+   "id": "7ec10fec",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "09c5d077",
+   "id": "940df9e6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9739b5a0",
+   "id": "b0cdaf8b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 5c91ab1e..823bf3b4 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9e091fd6",
+   "id": "59fe9def",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f266ba72",
+   "id": "b684184a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "29e701b6",
+   "id": "01e97c9d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index abd58464..c451bf6a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7cee7001",
+   "id": "244f3ad9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "25028135",
+   "id": "0f3a642a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7ae29294",
+   "id": "9610f751",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 83777d8b..647f0771 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8fc160f8",
+   "id": "10b696df",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a7c270c7",
+   "id": "857d4d71",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7feb7fd",
+   "id": "1b999a57",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 753a9b84..efa9898b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7f52bedd",
+   "id": "301ffec7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-FULLYBAYESIAN+custom_gen-True+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-FULLYBAYESIAN%2Bcustom_gen-True%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "abbcef3b",
+   "id": "7b7a16b3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c1c08e3f",
+   "id": "0a6b58d4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 1f84145c..ffa85dd8 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c693dfda",
+   "id": "4dba8538",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c03622f7",
+   "id": "a61e196b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f158ee2d",
+   "id": "7ab09e12",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 4e6e15f7..b0dc604f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e7e0683",
+   "id": "cc75cc81",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d974cbd6",
+   "id": "8ca30009",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d99236c7",
+   "id": "e5ac5e3a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index beefb959..a844f6d4 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "36f47825",
+   "id": "e5eb0cd6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "25f825b8",
+   "id": "19ebc416",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0228bfae",
+   "id": "88648d83",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index ee4c252d..4f2f7ece 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c1f859c8",
+   "id": "ae050786",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e826d93b",
+   "id": "33cd0ec5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7439e475",
+   "id": "9862c6ef",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index f64424af..aaac100b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6306dde8",
+   "id": "71e1fdd2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9c1a26a8",
+   "id": "17989b59",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "11082980",
+   "id": "ea7e9f45",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 2963291f..ef78049c 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "43812549",
+   "id": "ba625627",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "358a0004",
+   "id": "fd09e3f6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f947dd51",
+   "id": "b501c8fa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 0dc96fff..4576930f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1734aec8",
+   "id": "225770c5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8bfafb0b",
+   "id": "2db2c52d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "aca0a037",
+   "id": "752e2ece",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 5bb96816..aeaf8550 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5aafd12b",
+   "id": "f19bf703",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fc8cb3e7",
+   "id": "a4cdfbf7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "18a594f4",
+   "id": "05d3fb70",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 55e5fb34..193a0df3 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a608b593",
+   "id": "334adb73",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cba0a482",
+   "id": "58dd9ebc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4c072c42",
+   "id": "ff85446b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 5ccfbd35..ea785437 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dd209aed",
+   "id": "9cd5fcaa",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "698ab131",
+   "id": "90503220",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9a351dd9",
+   "id": "882b4413",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 826caf96..b6f6a505 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "60ea20e7",
+   "id": "b859e753",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "446099c2",
+   "id": "bacde701",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ffc3043f",
+   "id": "ebe2f22d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index ab438ee7..fe80b26e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "957b33f1",
+   "id": "23d9a3f6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a6b1fb79",
+   "id": "7f3c2d0b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "177bca02",
+   "id": "1a2e500e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 68666fb9..af99f40d 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "571bd250",
+   "id": "c1171fca",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4cfb40a5",
+   "id": "b2bdada3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35384371",
+   "id": "a360acd9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 611153e4..83cbccfc 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7a74fd23",
+   "id": "561a0a83",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5377b6e0",
+   "id": "2e732940",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "db182537",
+   "id": "b300f3a6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index d75722d2..0dc0c114 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "97cf0115",
+   "id": "02b42161",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2f398b56",
+   "id": "cce99b87",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a1d8b491",
+   "id": "6cf69afb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index ff65d62e..bd359e0a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8b1e9524",
+   "id": "82004658",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "95dd9f22",
+   "id": "f2d3514e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4adde536",
+   "id": "7572c2a0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 6cbfc16c..a82fe2e6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "eb00d010",
+   "id": "000c91a2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f668e64b",
+   "id": "35d15389",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1f7b02de",
+   "id": "6bdac0da",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 28506ae1..9a1c512e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a04d7147",
+   "id": "9dcd79c3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3590ba35",
+   "id": "0475576d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4a36d7a1",
+   "id": "7f390e8c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 85038cf3..51df5a99 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9c68880a",
+   "id": "e776c7e2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "191f0098",
+   "id": "e30b2561",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f783b277",
+   "id": "55d02f68",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 0d6364f7..93c35a8e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1feb4500",
+   "id": "ccff3ed6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0ff81220",
+   "id": "388c9c64",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "95a51a9b",
+   "id": "d663be94",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 25e2d8a4..bf2f212f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "96b970e9",
+   "id": "4609bde3",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "460787a1",
+   "id": "028ced06",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b501bd40",
+   "id": "01cef300",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index f06efe82..ffb25268 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8a3d41bb",
+   "id": "9be6b037",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9740ec00",
+   "id": "00ff88c7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8d88c2c7",
+   "id": "b2cb46c4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index e9fee15c..621d247b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3c2d1195",
+   "id": "72330d01",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b3d62ae0",
+   "id": "c6c9c790",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e79246f0",
+   "id": "a5330a43",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index a36704e5..3e60c49c 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2061be65",
+   "id": "b7604efe",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "74e93c82",
+   "id": "c43123bd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0741dee6",
+   "id": "ea63881f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 69c4a0ea..b271c370 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "079ed40d",
+   "id": "fc30cf7e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2705bf9c",
+   "id": "76ff4c7a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "624a3432",
+   "id": "57b43e07",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index fdaf7c71..f09a2eeb 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "25af2850",
+   "id": "502ada32",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0172ea30",
+   "id": "6ab14438",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9d0526e6",
+   "id": "ed1d88a1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 4b4d3302..705ac995 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "777c3045",
+   "id": "90e45455",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "445923f5",
+   "id": "367d2060",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ac4eb4c4",
+   "id": "8dd35c02",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 5a73c087..7705f4cb 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d64ba36d",
+   "id": "467337a9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4ff0529e",
+   "id": "dfbff422",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ee0bf0a8",
+   "id": "a46a81f2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 9182b91f..49ffa12e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "075c7e2d",
+   "id": "e7926217",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "47e70994",
+   "id": "99e73060",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d805a83d",
+   "id": "36299ba6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index c55eb7c1..5a61ac1b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2d97c166",
+   "id": "51beaf23",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c5a91353",
+   "id": "29b88958",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "32e9941e",
+   "id": "e86b812c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index b5313c18..ade38e68 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7719c88e",
+   "id": "53060119",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cfa5a1fd",
+   "id": "26785b64",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f42abe93",
+   "id": "d11b9636",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 8600cb09..61fb9db1 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "dba86407",
+   "id": "a39b2809",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "df4adb12",
+   "id": "aa61a8ed",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b11b9880",
+   "id": "dde14946",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index c0ef4a49..0f7576e0 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4a58fee4",
+   "id": "8d794a89",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f26c945c",
+   "id": "1d842168",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dd567659",
+   "id": "0f4e8451",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 6f697090..20670e8c 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "898b3942",
+   "id": "d4453471",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6aff0750",
+   "id": "124c1dde",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9e94f70f",
+   "id": "257a13c7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index e2e69c71..6242ea5c 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c93b585c",
+   "id": "c5abc053",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8cb76834",
+   "id": "cd5e177c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "85bf490a",
+   "id": "15d4ca19",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 0688e0ab..17cedf4b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "5ad72bad",
+   "id": "49bd7413",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3ea41dc5",
+   "id": "0560f30e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bcf25b2d",
+   "id": "2c9a2941",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index dbd7fe7f..efe8ff1b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "592d38c1",
+   "id": "a23898ce",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "96e4928d",
+   "id": "28c3c641",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2576fa57",
+   "id": "c8e39125",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index b07da664..56c7ac0b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d12e2744",
+   "id": "82f2e76d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "714a478f",
+   "id": "c4fa5807",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0d636ad5",
+   "id": "fe111a5b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index edb27d62..87f1f7d6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "84189068",
+   "id": "fd5f7460",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ac834c48",
+   "id": "befe6b90",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3a9b2e74",
+   "id": "cb327231",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index c2d90c9a..6c40583d 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0ff4702d",
+   "id": "ae6c5054",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "132472b7",
+   "id": "e2a6ac14",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a4fe11cb",
+   "id": "52ffbcba",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index bd9ea5af..931d3eb6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e544920d",
+   "id": "b4825e2e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ab86ec3d",
+   "id": "df7438f0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13a93f0a",
+   "id": "c74cf2b1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 5ba8bd9a..e4e332d1 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "19a6e992",
+   "id": "506641de",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "02ca5128",
+   "id": "7b9b0818",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8dffef0e",
+   "id": "15455e1f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index efe911ed..ddfc384d 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d1279d8f",
+   "id": "c6b063dc",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d6c7b5e7",
+   "id": "4acd60e3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5282c094",
+   "id": "af32c757",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 6dc7d949..a0ca1101 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a76d335c",
+   "id": "4b1b4ad1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a1c3fe94",
+   "id": "64b8a1e4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e1f333fc",
+   "id": "8329dbae",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 7616d72d..5a1d7631 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "621ff36b",
+   "id": "a65e9453",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e67612a2",
+   "id": "a68317a8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0688fc68",
+   "id": "f1d78b08",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 39d49c25..d041127e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ab85dc9a",
+   "id": "70a16635",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0b154a87",
+   "id": "b40a3ba0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b2c03a10",
+   "id": "65e493d1",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 752c06ec..1fdb2e56 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a426b646",
+   "id": "259a4cb9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1a2ba6d5",
+   "id": "f514c076",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "28cb4bd9",
+   "id": "44b58f85",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 1b08930a..a8834c00 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4a5d8123",
+   "id": "0a88c3e1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0d9a781c",
+   "id": "73812497",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c9f9459f",
+   "id": "37011316",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 62f6ff46..90fe5472 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "87bbf2c3",
+   "id": "f772968b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e4fc8560",
+   "id": "d4451bbc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7263a284",
+   "id": "66040571",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index e82f4208..c135e9d6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b112d605",
+   "id": "73572024",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1e61ab8d",
+   "id": "dd210918",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0722d65f",
+   "id": "5eee857a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 11bdd076..9649f4c9 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e66baaf4",
+   "id": "6bd20119",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2b186360",
+   "id": "acecbead",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1c801f9a",
+   "id": "501336f2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 3d556f83..23a7f7d1 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "1834995a",
+   "id": "e56e34a0",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a1761bb5",
+   "id": "b06a7cdc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "34dfbebe",
+   "id": "67f687c3",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 8de4297c..b32c6480 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b3532c1d",
+   "id": "10cce630",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ce163ccb",
+   "id": "1471d5a6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4602c4a0",
+   "id": "b4d099f0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index a8c30bf3..be704c7f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "394b15f0",
+   "id": "f2bf3410",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2eb05770",
+   "id": "c548a6c4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "084251fb",
+   "id": "9a8d7299",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c6a88b79..a7e6df1b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c50ae885",
+   "id": "d3342464",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "55e9cd17",
+   "id": "9682b2a6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ab59a9d3",
+   "id": "8ca2627d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 4057daff..aef0382a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fb24fefe",
+   "id": "8e31a85c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d97bd9f1",
+   "id": "2da8fbe5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e22d3218",
+   "id": "b35d18ed",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index c1527795..5c3cd5c4 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e8d67415",
+   "id": "6dd763f7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6763a38c",
+   "id": "0df77b74",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6bdfd24a",
+   "id": "eb209f82",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 7209a808..07dff883 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d0b506eb",
+   "id": "e9ec6b8c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "299a63b3",
+   "id": "08f1abfa",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d18fa44a",
+   "id": "4ef3ca2e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 9691e8df..2abafa23 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f5558f11",
+   "id": "d112c72f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fdbef9d1",
+   "id": "e9803f8e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "39dda8c2",
+   "id": "7f65fe84",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 7f32116a..f2ba3287 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a97e7abc",
+   "id": "eb4d4e4d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "78192cdb",
+   "id": "eea19391",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a700bbff",
+   "id": "d1f402cd",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index e60a34cc..0a048856 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bb89c76a",
+   "id": "df79cbbd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dbccfc65",
+   "id": "49e9304d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "855b719a",
+   "id": "1c6de61c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 599f8ef1..b6aa2a40 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "880bfa98",
+   "id": "411b2758",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fa6455a2",
+   "id": "693f3c97",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "adf74e4b",
+   "id": "9d90ecb8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index cfb803bb..0e650aaf 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d74dcd5c",
+   "id": "25ec2ea8",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "72dd8ea8",
+   "id": "180890fe",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "399dc5b6",
+   "id": "cdb9db5f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 431e245e..7a0bf8b4 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8900334e",
+   "id": "2caba7dd",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-False+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-False%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f52e5404",
+   "id": "7f57db8c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "76eab612",
+   "id": "6319ccd2",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 9942cd4b..68c3bd77 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "f0e1dc6f",
+   "id": "e7b80d8f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "61511937",
+   "id": "a8b7bfe9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cf0b1dce",
+   "id": "34ced689",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 816d0168..4607b671 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "308b19fe",
+   "id": "561e6da4",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c539b441",
+   "id": "25b296d8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c7a12a26",
+   "id": "c25c2f4f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 61c22b19..57ba9439 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fdd7ac23",
+   "id": "0ecac93f",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2c392dd0",
+   "id": "e4317b25",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b56e6b16",
+   "id": "c978cd37",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 4d6950e6..a4e81594 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9abf6a0a",
+   "id": "980e82c2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "88fbcc1d",
+   "id": "311c9395",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0a6c4326",
+   "id": "40270fe7",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 8c1c793e..9858abd5 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6203bcc4",
+   "id": "56d5f1af",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dc467624",
+   "id": "a6badda7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9b6d6dd1",
+   "id": "ba8458a4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 26fbc4f6..024e6d59 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e4d1ca09",
+   "id": "e756ff37",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0bce327c",
+   "id": "63ea608a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fff56c3a",
+   "id": "27a32a64",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 08365c7e..4f979952 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "da468c28",
+   "id": "e79ab810",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6551a218",
+   "id": "5b515a7f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5620b73e",
+   "id": "43a47bfb",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 39c5bef7..808aaea2 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "378cfb03",
+   "id": "2b29f99d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b61813b2",
+   "id": "bf2d9149",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2d40b856",
+   "id": "73a88ca9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index f596b266..75ecd9c6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "91096d20",
+   "id": "3590e697",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b689a2fb",
+   "id": "bbdf39a2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b8db9dc6",
+   "id": "efd2aa11",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 576a2639..e0db55eb 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6234b385",
+   "id": "096b9f67",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b0c8bbfe",
+   "id": "31b0b6ca",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bb178680",
+   "id": "b3afff5f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index b06e5946..ab459a86 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "62487c88",
+   "id": "fd229392",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3cd220eb",
+   "id": "727011c7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fcadf941",
+   "id": "16ebb2af",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 926a04fc..2ddfea4e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "53011367",
+   "id": "94c51802",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "79287e72",
+   "id": "199015ba",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8337ed1d",
+   "id": "a26f159d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 9a25095a..78adaf8c 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bc599867",
+   "id": "c7dbb31a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8e5ed943",
+   "id": "2685dade",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5df2d8f3",
+   "id": "a326674f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 0f2a41d6..d13e01d8 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "c1e200ca",
+   "id": "babe8e02",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d5d1585a",
+   "id": "a1873376",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "de06d809",
+   "id": "02da35f8",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 4bfeb1b1..8e396723 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8f005288",
+   "id": "735a0a80",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "616969da",
+   "id": "a048a66f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6940d453",
+   "id": "1a133a46",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 786eb15c..f280b214 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "46bf7d5c",
+   "id": "08d10374",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eb3b85f4",
+   "id": "cb2877a1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7243b5a4",
+   "id": "c496cdbf",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index f3eaf347..ccbdb2eb 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "64fa12a6",
+   "id": "62af98cb",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1a3937fa",
+   "id": "4ac12009",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bdedb022",
+   "id": "d4ca7655",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 18d03054..f09762b8 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "eab59581",
+   "id": "1e433e58",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3562d64c",
+   "id": "a099b6d4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6823da8b",
+   "id": "3ee28482",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 346baf22..d9c298d3 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "933e5329",
+   "id": "7c1b98d5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2ec26286",
+   "id": "803db818",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f18a1951",
+   "id": "1372d11b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index ddad1368..2ee10fa9 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "de2657cb",
+   "id": "193e51db",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8890fdc",
+   "id": "93eeca65",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cbeda4c7",
+   "id": "34c37814",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 77d2b2d0..a219f955 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "da1240ea",
+   "id": "2e89d160",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "872cf9f9",
+   "id": "d47952f7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "017532fa",
+   "id": "9bc31386",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index a12f5cf5..f16744c9 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "696a6bba",
+   "id": "c2b8b413",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b74ae5a3",
+   "id": "ddae8d63",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c2275fd2",
+   "id": "139578db",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 23dbe37f..7e0eb652 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9abe81ce",
+   "id": "6fc86f20",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "63056a63",
+   "id": "c26e6cd1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fd178e69",
+   "id": "416fb24b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 21af6b05..ed996076 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "2b719806",
+   "id": "6a6e1fde",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6a7caea1",
+   "id": "83ac7d6f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "31633695",
+   "id": "6d23534c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index ab10305f..dc7fd0ab 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "56ba4be0",
+   "id": "e9acb982",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f5bc4a48",
+   "id": "f5916c9c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "261142b8",
+   "id": "d198ec54",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index d68b9f3a..db42b515 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9107a1f2",
+   "id": "b96eb174",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a3c59016",
+   "id": "4fa3f853",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b3149f01",
+   "id": "69b76518",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index b4e0c592..eb82aab2 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "331ad7bc",
+   "id": "261d1724",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bd917010",
+   "id": "a52e1935",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a59838f3",
+   "id": "0ec4fbd5",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index e9f9d909..12bc19d2 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "fb5f6502",
+   "id": "7ef9f9e2",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "86b5e787",
+   "id": "e6089af2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a300589b",
+   "id": "a1d74bee",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index f8d0be5f..a5948e68 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "ed0b822b",
+   "id": "8d9543ac",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3ec5811a",
+   "id": "06ca1f1e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "568b3c63",
+   "id": "d95a6497",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 05ed24b6..276c11af 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "815a0e04",
+   "id": "dcad0c7c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13ad1de2",
+   "id": "d401533b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6b93b02d",
+   "id": "fa535418",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index c2577b94..436f1e16 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "434e6888",
+   "id": "03a41356",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "911b09e9",
+   "id": "6d77d3ff",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c7ff9b07",
+   "id": "53c546ed",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 548cf4fd..b2f20fcd 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b22c73a2",
+   "id": "c651a57a",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-False+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-False%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "93611ca8",
+   "id": "6c398861",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cf85102b",
+   "id": "ce2b9b45",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 0e7b30a7..98045aca 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "be9df33c",
+   "id": "eb75e77e",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3f470234",
+   "id": "94d23712",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "876ec869",
+   "id": "0de58a0b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 0f2f2cad..364eddad 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "99589de8",
+   "id": "b0ca9cb1",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "08b82efc",
+   "id": "d3eeb8af",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3e34c704",
+   "id": "5b67656c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index d886bae2..1599ac0b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a8b5fa44",
+   "id": "525b8389",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cb1eba74",
+   "id": "e8ee93c5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cc24cbd2",
+   "id": "37faff40",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 9dae65bf..79f11d24 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "73e72542",
+   "id": "035e811c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "340a7b66",
+   "id": "f0e7ee68",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "94fa65d8",
+   "id": "e4136eb9",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 24505694..91e783cf 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7cdba38e",
+   "id": "57562607",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2c66ae6a",
+   "id": "507b6a33",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "efc61ef1",
+   "id": "20feafbc",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 330339ef..db1f120b 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6b44f700",
+   "id": "f729b083",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6fd947fb",
+   "id": "6b8d2405",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "09940302",
+   "id": "b219d146",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 617f9175..1b6c6505 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d4495a3a",
+   "id": "93690d5b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1deb71ed",
+   "id": "51fa45aa",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7aaef401",
+   "id": "69c63a1b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 62962718..e623ad35 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "56bc831b",
+   "id": "cfe831b5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d7ac51c8",
+   "id": "19927ff5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "775872ae",
+   "id": "d81240d4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 4886dd14..6a9b232e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bbb04181",
+   "id": "ef1af75d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "adb7d9ef",
+   "id": "64b284f6",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "dc019ccf",
+   "id": "9909e29e",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index b2b7d93f..928f8a1f 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9601bf3c",
+   "id": "83ae6741",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1b60c6db",
+   "id": "2b0ed833",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1095d2e4",
+   "id": "83e20909",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index accd7f18..36e89a52 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8039039f",
+   "id": "21c94a37",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9484637a",
+   "id": "6ec51584",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "246e86ec",
+   "id": "7235e90c",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 9854a568..220fd605 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a4fc70ac",
+   "id": "2f2c6d4b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6fded8b2",
+   "id": "41d8c1dd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "51b6cda8",
+   "id": "4f1ec089",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 9625df5a..a055b0d0 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "b5ed7754",
+   "id": "2bec8f84",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "eee731a5",
+   "id": "d5c3ad72",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7853d16c",
+   "id": "97fd2d9d",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 68701caa..e8d7e4fa 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e6f0c298",
+   "id": "b3ab040c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "28c13e09",
+   "id": "a1a3039b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2faa75d2",
+   "id": "bf5fd70b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index b865748d..a4d7d586 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "86898660",
+   "id": "b4b07988",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0887497d",
+   "id": "dd5b133a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bc5e2460",
+   "id": "533d6e91",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 02f7adec..c28101b6 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8fc1b06e",
+   "id": "7d777ff5",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-False+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-False%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f1f3f231",
+   "id": "82d1d0d9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "38f9839e",
+   "id": "99259aaa",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index acac9a4b..13c1333e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "91b55c3b",
+   "id": "2f9f1ae9",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4940f259",
+   "id": "12fc138c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "99a08ae3",
+   "id": "cb4e3f3b",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 766d5566..a50227e2 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "503942c5",
+   "id": "7fa3fd1d",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "10e3bc02",
+   "id": "e2965d34",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3387e49d",
+   "id": "e0495e39",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 8365c0ba..e3e6192d 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bd6b7efa",
+   "id": "fc61aca7",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ee4748fa",
+   "id": "d8d9e41c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0e23e8e5",
+   "id": "91844008",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 430c9c28..bee4ddbc 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "d8fb5db1",
+   "id": "1398a4da",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b676fba9",
+   "id": "fc292ced",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d655e9e7",
+   "id": "ec62e753",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 98926bca..350e56df 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7398e02b",
+   "id": "cf3b5886",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9da851c1",
+   "id": "5ed66488",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bf8ebcaf",
+   "id": "0c4c7274",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index ba58af3f..c3154247 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3f9c19bc",
+   "id": "0aaee384",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f1964d2a",
+   "id": "3ca758a1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "15354a00",
+   "id": "0ddd235f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 01300438..9c1cb2fd 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "aec2c419",
+   "id": "5f5b0b6c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "77ce8b30",
+   "id": "e829edd2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9408a2ac",
+   "id": "4f031105",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index 700f13dc..ce87d8c0 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "a338217b",
+   "id": "2e5d663b",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-False+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-False%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e008f216",
+   "id": "cd1cb2d5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f24bf2a8",
+   "id": "4e378105",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 9eb35d6a..0fdfe428 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "71e1264d",
+   "id": "6d690a2c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "210a118d",
+   "id": "a64428f7",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3e4044d1",
+   "id": "434da488",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 4d9cf3d0..69b0d8a5 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "59e2dea7",
+   "id": "91d4abe6",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d1aba554",
+   "id": "a4dab348",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4a826bc8",
+   "id": "accd3d4a",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index fbcb1452..13571a4a 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cdf7ee36",
+   "id": "4b0f0533",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d4ed729e",
+   "id": "01cc5464",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3bdd14f4",
+   "id": "cf61b6f6",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
index a2e51a6a..34a412cb 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "48371f6c",
+   "id": "b09e8b81",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-False+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-False%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fa526922",
+   "id": "31882006",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e7e50bf8",
+   "id": "bdb9e419",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
index 76677abf..783c7c74 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "26ff9241",
+   "id": "f9c7c346",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c1da0f17",
+   "id": "f3a72b60",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8dfbbf3",
+   "id": "f135f8c4",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
index 2a8f65ff..08db810d 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "bd7d2104",
+   "id": "ec2b472c",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-False+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-False%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6016654a",
+   "id": "9e235dfd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ffc12270",
+   "id": "ff3d139f",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
index 9ed9166b..c41cb818 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "53b7bb3c",
+   "id": "ecf37368",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-batch.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e9c0bd17",
+   "id": "434af985",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ca732750",
+   "id": "58eacf53",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
index bc1c9abf..63cf202e 100644
--- a/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
+++ b/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb
@@ -2,16 +2,16 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "cfa89d69",
+   "id": "13a1ffcf",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single+model-GPEI+custom_gen-False+existing_data-True+sum_constraint-True+order_constraint-True+linear_constraint-True+composition_constraint-True+categorical-True+custom_threshold-False+synchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
+    "<a href=\"https://colab.research.google.com/github/sgbaird/honegumi/blob/main/docs/generated_notebooks/ax/objective-single%2Bmodel-GPEI%2Bcustom_gen-False%2Bexisting_data-True%2Bsum_constraint-True%2Border_constraint-True%2Blinear_constraint-True%2Bcomposition_constraint-True%2Bcategorical-True%2Bcustom_threshold-False%2Bsynchrony-single.ipynb\"><img alt=\"Open In Colab\" src=\"https://colab.research.google.com/assets/colab-badge.svg\"></a>"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4ac5d97a",
+   "id": "fd6fe678",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +21,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "28ad1b6a",
+   "id": "244049cf",
    "metadata": {},
    "outputs": [],
    "source": [