From d504fce355f00de720b85e4b8e4d8cd3e5669330 Mon Sep 17 00:00:00 2001
From: Ziheng Sun <zsun@gmu.edu>
Date: Mon, 5 Feb 2024 00:50:18 -0500
Subject: [PATCH] Update reproducibility-checker.yml

---
 .github/workflows/reproducibility-checker.yml | 20 +++++++++++++++----
 1 file changed, 16 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/reproducibility-checker.yml b/.github/workflows/reproducibility-checker.yml
index 28a1a36..5024f13 100644
--- a/.github/workflows/reproducibility-checker.yml
+++ b/.github/workflows/reproducibility-checker.yml
@@ -15,8 +15,20 @@ jobs:
 
     - uses: ./.github/actions/setupconda
 
-    - name: Install packages for the checker script
-      run: pip install nbformat
+    - name: Install Dependencies
+      run: |
+        pip install nbqa flake8
 
-    - name: Run Python Script
-      run: python ./.github/workflows/reproducibility_checker.py
+    - name: Lint Jupyter Notebooks
+      run: |
+        find ./book/chapters/ -type f -name '*.ipynb' -exec nbqa flake8 {} +
+
+      # Fail the workflow if linting errors are found
+      continue-on-error: true
+
+    - name: Check for Errors
+      run: |
+        if [ -n "$(grep -r "^[^:]*: [1-9]" ./*.ipynb)" ]; then
+          echo "Linting errors found. Please check the logs."
+          exit 1
+        fi