diff --git a/notebooks/lookahead.ipynb b/notebooks/lookahead.ipynb index 9a0166b..b497841 100644 --- a/notebooks/lookahead.ipynb +++ b/notebooks/lookahead.ipynb @@ -1,5 +1,6 @@ { - "cells": [{ + "cells": [ + { "cell_type": "markdown", "metadata": {}, "source": [ @@ -40,7 +41,8 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [{ + "outputs": [ + { "name": "stdout", "output_type": "stream", "text": [ @@ -53,7 +55,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Steps: 80%|████████ | 77/96 [00:29<00:07, 2.62it/s]\n" + "Steps: 80%|████████ | 77/96 [00:30<00:07, 2.50it/s]\n" ] }, { @@ -66,7 +68,10 @@ }, { "data": { - + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -163,4 +168,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/notebooks/one_time_step_1.ipynb b/notebooks/one_time_step_1.ipynb index d5306e1..1ba9a26 100644 --- a/notebooks/one_time_step_1.ipynb +++ b/notebooks/one_time_step_1.ipynb @@ -87,7 +87,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Steps: 100%|██████████| 288/288 [00:11<00:00, 24.09it/s]\n" + "Steps: 100%|██████████| 288/288 [00:12<00:00, 23.43it/s]\n" ] }, { diff --git a/notebooks/one_time_step_2.ipynb b/notebooks/one_time_step_2.ipynb index 039f77a..45bc361 100644 --- a/notebooks/one_time_step_2.ipynb +++ b/notebooks/one_time_step_2.ipynb @@ -46,7 +46,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Steps: 80%|███████▉ | 230/288 [00:11<00:02, 20.16it/s]\n" + "Steps: 80%|███████▉ | 230/288 [00:11<00:02, 19.82it/s]\n" ] }, {