fixups for website (#528) #29

	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

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