Merge pull request #1474 from gnecula/documentation

Create developer documentation.
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@ -148,92 +148,19 @@ Please let us know on [the issue tracker](https://github.com/google/jax/issues)
if you run into any errors or problems with the prebuilt wheels.
### Building JAX from source
See [Building JAX from source](https://jax.readthedocs.io/en/latest/developer.html#building-from-source).
First, obtain the JAX source code.
```bash
git clone https://github.com/google/jax
cd jax
```
You must also install some prerequisites:
* a C++ compiler (g++ or clang)
* Numpy
* Scipy
* Cython
On Ubuntu 18.04 or Debian you can install the necessary prerequisites with:
```
sudo apt-get install g++ python python3-dev python3-numpy python3-scipy cython3
```
If you are building on a Mac, make sure XCode and the XCode command line tools
are installed.
You can also install the necessary Python dependencies using `pip`:
```
pip install numpy scipy cython
```
To build `jaxlib` with CUDA support, you can run
```bash
python build/build.py --enable_cuda
pip install -e build # installs jaxlib (includes XLA)
pip install -e . # installs jax (pure Python)
```
See `python build/build.py --help` for configuration options, including ways to
specify the paths to CUDA and CUDNN, which you must have installed. The build
also depends on NumPy, and a compiler toolchain corresponding to that of
Ubuntu 16.04 or newer.
To build `jaxlib` without CUDA GPU support (CPU only), drop the `--enable_cuda`:
```bash
python build/build.py
pip install -e build # installs jaxlib (includes XLA)
pip install -e . # installs jax
```
To upgrade to the latest version from GitHub, just run `git pull` from the JAX
repository root, and rebuild by running `build.py` if necessary. You shouldn't have
to reinstall because `pip install -e` sets up symbolic links from site-packages
into the repository.
## Running the tests
To run all the JAX tests, we recommend using `pytest-xdist`, which can run tests in
parallel. First, install `pytest-xdist` by running `pip install pytest-xdist`.
Then, from the repository root directory run
```bash
pytest -n auto tests
```
JAX generates test cases combinatorially, and you can control the number of
cases that are generated and checked for each test (default 10):
```bash
JAX_NUM_GENERATED_CASES=100 pytest -n auto tests
```
You can run a more specific set of tests using
[`pytest`](https://docs.pytest.org/en/latest/usage.html#specifying-tests-selecting-tests)'s
built-in selection mechanisms, or alternatively you can run a specific test
file directly to see more detailed information about the cases being run:
```bash
python tests/lax_numpy_test.py --num_generated_cases=5
```
The Colab notebooks are tested for errors as part of the documentation build.
See [docs/README.md](docs/README.md) for instructions.
## Reference documentation
For details about the JAX API, see the
[reference documentation](https://jax.readthedocs.io/).
## Developer documentation
For getting started as a JAX developer, see the
[developer documentation](https://jax.readthedocs.io/en/latest/developer.html).
## A brief tour
```python

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@ -1,15 +1,2 @@
To rebuild the documentation, install the following Python packages:
```
pip install sphinx sphinx_rtd_theme nbsphinx fastcache ipykernel
```
Install also `pandoc`:
```
sudo apt-get install pandoc
```
and then run:
```
sphinx-build -M html . build
```
To rebuild the documentation,
see [Update Documentation](https://jax.readthedocs.io/en/latest/developer.html#update-documentation).

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@ -74,7 +74,6 @@ templates_path = ['_templates']
# The suffix(es) of source filenames.
# You can specify multiple suffix as a list of string:
#
# source_suffix = ['.rst', '.md']
source_suffix = '.rst'
# The master toctree document.

145
docs/developer.rst Normal file
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@ -0,0 +1,145 @@
Building from source
====================
First, obtain the JAX source code.
.. code-block:: shell
git clone https://github.com/google/jax
cd jax
You must also install some prerequisites:
* a C++ compiler (g++ or clang)
* Numpy
* Scipy
* Cython
On Ubuntu 18.04 or Debian you can install the necessary prerequisites with:
.. code-block:: shell
sudo apt-get install g++ python python3-dev python3-numpy python3-scipy cython3
If you are building on a Mac, make sure XCode and the XCode command line tools
are installed.
You can also install the necessary Python dependencies using ``pip``:
.. code-block:: shell
pip install numpy scipy cython
To build ``jaxlib`` with CUDA support, you can run
.. code-block:: shell
python build/build.py --enable_cuda
pip install -e build # installs jaxlib (includes XLA)
pip install -e . # installs jax (pure Python)
See ``python build/build.py --help`` for configuration options, including ways to
specify the paths to CUDA and CUDNN, which you must have installed. The build
also depends on NumPy, and a compiler toolchain corresponding to that of
Ubuntu 16.04 or newer.
To build ``jaxlib`` without CUDA GPU support (CPU only), drop the ``--enable_cuda``:
.. code-block:: shell
python build/build.py
pip install -e build # installs jaxlib (includes XLA)
pip install -e . # installs jax
To upgrade to the latest version from GitHub, just run ``git pull`` from the JAX
repository root, and rebuild by running ``build.py`` if necessary. You shouldn't have
to reinstall because ``pip install -e`` sets up symbolic links from site-packages
into the repository.
Running the tests
=================
To run all the JAX tests, we recommend using ``pytest-xdist``, which can run tests in
parallel. First, install ``pytest-xdist`` by running ``pip install pytest-xdist``.
Then, from the repository root directory run
.. code-block:: shell
pytest -n auto tests
JAX generates test cases combinatorially, and you can control the number of
cases that are generated and checked for each test (default 10):
.. code-block:: shell
JAX_NUM_GENERATED_CASES=100 pytest -n auto tests
You can run a more specific set of tests using
`pytest <https://docs.pytest.org/en/latest/usage.html#specifying-tests-selecting-tests>`_'s
built-in selection mechanisms, or alternatively you can run a specific test
file directly to see more detailed information about the cases being run:
.. code-block:: shell
python tests/lax_numpy_test.py --num_generated_cases=5
The Colab notebooks are tested for errors as part of the documentation build.
Update documentation
====================
To rebuild the documentation,
install the ``sphinx`` and ``sphinx_rtd_theme`` pip
packages and then run at the top-level:
.. code-block:: shell
sphinx-build -M html docs docs/build
You can then see the generated documentation in
``docs/build/html/index.html``.
Documentation building on readthedocs.io
----------------------------------------
JAX's auto-generated documentations is at `jax.readthedocs.io <https://jax.readthedocs.io/>`_.
The documentation building is controlled for the entire project by the
`readthedocs JAX settings <https://readthedocs.org/dashboard/jax>`_. The current settings
trigger a documentation build as soon as code is pushed to the GitHub ``master`` branch.
For each code version, the building process is driven by the
:file:`.readthedocs.yml` and the ``docs/conf.py`` configuration files.
For each automated documentation build you can see the
`documentation build logs <https://readthedocs.org/projects/jax/builds/>`_.
If you want to test the documentation generation on Readthedocs, you can push code to the ``test-docs``
branch. That branch is also built automatically, and you can
see the generated documentation `here <https://jax.readthedocs.io/en/test-docs/>`_.
For a local test, I was able to do it in a fresh directory by replaying the commands
I saw in the Readthedocs logs:
.. code-block:: shell
mkvirtualenv jax-docs # A new virtualenv
mkdir jax-docs # A new directory
cd jax-docs
git clone --no-single-branch --depth 50 https://github.com/google/jax
cd jax
git checkout --force origin/test-docs
git clean -d -f -f
python -m pip install --upgrade --no-cache-dir pip
python -m pip install --upgrade --no-cache-dir -I Pygments==2.3.1 setuptools==41.0.1 docutils==0.14 mock==1.0.1 pillow==5.4.1 alabaster>=0.7,<0.8,!=0.7.5 commonmark==0.8.1 recommonmark==0.5.0 'sphinx<2' 'sphinx-rtd-theme<0.5' 'readthedocs-sphinx-ext<1.1'
python -m pip install --exists-action=w --no-cache-dir -r docs/requirements.txt
python `which sphinx-build` -T -E -b html -d _build/doctrees-readthedocs -D language=en . _build/html

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@ -31,6 +31,12 @@ For an introduction to JAX, start at the
profiling
rank_promotion_warning
.. toctree::
:maxdepth: 2
:caption: Developer documentation
developer
.. toctree::
:maxdepth: 3
:caption: API documentation