Add CI to check if tutorials can be run. (#480)

* add: add ci to check if tutorials run.

* fix: add jupyter installation

* fix: add tensorflow and jupyter to dev dependencies

* fix: make 07 run faster

* fix: tutorial 8 runs now

* fix: run 08

* fix: rm tensorflow dep

* fix: add fix for tutorial 07, leftover from #484

* fix: fix fix tut 07

* add: add manual trigger for workflow

* rm: remove dispatch workflow

* fix: fix dataloader

* fix: update workflow trigger

.github/workflows/run_tutorials.yml

@@ -0,0 +1,42 @@
+name: Run Tutorials
+on:
+  push:
+    branches:
+      - main
+  release:
+    types: [ published ]
+
+jobs:
+  build:
+    name: Run Tutorials
+    runs-on: ubuntu-20.04
+
+    steps:
+    - uses: actions/checkout@v3
+      with:
+        lfs: true
+
+    - uses: actions/setup-python@v4
+      with:
+        python-version: '3.10'
+        architecture: 'x64'
+
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -e ".[dev]"
+
+    - name: Modify notebook parameters
+      run: |
+        # Replace parameters to reduce exec time of 07_gradient_descent
+        sed -i 's/batch_size = 4/batch_size = 1/' docs/tutorials/07_gradient_descent.ipynb
+        sed -i 's/for epoch in range(10):/for epoch in range(1):/' docs/tutorials/07_gradient_descent.ipynb
+        sed -i 's/inputs = jnp.asarray(np.random.rand(100, 2))/inputs = jnp.asarray(np.random.rand(3, 2))/' docs/tutorials/07_gradient_descent.ipynb
+        sed -i 's/t_max = 5.0/t_max = 3.0/' docs/tutorials/07_gradient_descent.ipynb
+
+    - name: Test notebooks
+      run: |
+        for notebook in docs/tutorials/*.ipynb; do
+          echo "Testing $notebook"
+          jupyter nbconvert --to notebook --execute --ExecutePreprocessor.timeout=600 "$notebook"
+        done