Provide JAX Ops from Optional tfp dependency #23
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name: Tests | |
on: | |
push: | |
branches: | |
- main | |
pull_request: | |
branches: | |
- main | |
# Cancels all previous workflow runs for pull requests that have not completed. | |
concurrency: | |
# The concurrency group contains the workflow name and the branch name for pull requests | |
# or the commit hash for any other events. | |
group: ${{ github.workflow }}-${{ github.event_name == 'pull_request' && github.head_ref || github.sha }} | |
cancel-in-progress: true | |
jobs: | |
changes: | |
name: "Check for changes" | |
runs-on: ubuntu-latest | |
outputs: | |
changes: ${{ steps.changes.outputs.src }} | |
steps: | |
- uses: actions/checkout@v3 | |
with: | |
fetch-depth: 0 | |
- uses: dorny/paths-filter@v2 | |
id: changes | |
with: | |
filters: | | |
python: &python | |
- 'pytensor/**/*.py' | |
- 'tests/**/*.py' | |
- 'pytensor/**/*.pyx' | |
- 'tests/**/*.pyx' | |
- '*.py' | |
src: | |
- *python | |
- 'pytensor/**/*.c' | |
- 'tests/**/*.c' | |
- 'pytensor/**/*.h' | |
- 'tests/**/*.h' | |
- '.github/workflows/*.yml' | |
- 'setup.cfg' | |
- 'requirements.txt' | |
style: | |
name: Check code style | |
needs: changes | |
runs-on: ubuntu-latest | |
if: ${{ needs.changes.outputs.changes == 'true' }} | |
strategy: | |
matrix: | |
python-version: ["3.9", "3.10", "3.11"] | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: ${{ matrix.python-version }} | |
- uses: pre-commit/action@v3.0.0 | |
test_ubuntu: | |
name: "Test py${{ matrix.python-version }} : fast-compile ${{ matrix.fast-compile }} : float32 ${{ matrix.float32 }} : ${{ matrix.part }}" | |
needs: | |
- changes | |
- style | |
runs-on: ubuntu-latest | |
if: ${{ needs.changes.outputs.changes == 'true' && needs.style.result == 'success' }} | |
strategy: | |
fail-fast: false | |
matrix: | |
python-version: ["3.9", "3.11"] | |
fast-compile: [0,1] | |
float32: [0,1] | |
install-numba: [0] | |
install-jax: [0] | |
part: | |
- "tests --ignore=tests/tensor --ignore=tests/scan --ignore=tests/sparse" | |
- "tests/scan" | |
- "tests/sparse" | |
- "tests/tensor --ignore=tests/tensor/conv --ignore=tests/tensor/rewriting --ignore=tests/tensor/test_math.py --ignore=tests/tensor/test_basic.py --ignore=tests/tensor/test_blas.py --ignore=tests/tensor/test_math_scipy.py --ignore=tests/tensor/test_inplace.py --ignore=tests/tensor/test_elemwise.py" | |
- "tests/tensor/conv" | |
- "tests/tensor/rewriting" | |
- "tests/tensor/test_math.py" | |
- "tests/tensor/test_basic.py tests/tensor/test_inplace.py" | |
- "tests/tensor/test_blas.py tests/tensor/test_elemwise.py tests/tensor/test_math_scipy.py" | |
exclude: | |
- python-version: "3.9" | |
fast-compile: 1 | |
- python-version: "3.9" | |
float32: 1 | |
- python-version: "3.9" | |
part: "tests/tensor/test_math.py" | |
- fast-compile: 1 | |
float32: 1 | |
include: | |
- install-numba: 1 | |
python-version: "3.9" | |
fast-compile: 0 | |
float32: 0 | |
part: "tests/link/numba" | |
- install-numba: 1 | |
python-version: "3.11" | |
fast-compile: 0 | |
float32: 0 | |
part: "tests/link/numba" | |
- install-jax: 1 | |
python-version: "3.9" | |
fast-compile: 0 | |
float32: 0 | |
part: "tests/link/jax" | |
- install-jax: 1 | |
python-version: "3.11" | |
fast-compile: 0 | |
float32: 0 | |
part: "tests/link/jax" | |
steps: | |
- uses: actions/checkout@v3 | |
with: | |
fetch-depth: 0 | |
- name: Set up Python ${{ matrix.python-version }} | |
uses: conda-incubator/setup-miniconda@v2 | |
with: | |
miniforge-variant: Mambaforge | |
miniforge-version: latest | |
python-version: ${{ matrix.python-version }} | |
- name: Create matrix id | |
id: matrix-id | |
env: | |
MATRIX_CONTEXT: ${{ toJson(matrix) }} | |
run: | | |
echo $MATRIX_CONTEXT | |
export MATRIX_ID=`echo $MATRIX_CONTEXT | md5sum | cut -c 1-32` | |
echo $MATRIX_ID | |
echo "id=$MATRIX_ID" >> $GITHUB_OUTPUT | |
- name: Install dependencies | |
shell: bash -l {0} | |
run: | | |
mamba install --yes -q "python~=${PYTHON_VERSION}=*_cpython" mkl numpy scipy pip mkl-service graphviz cython pytest coverage pytest-cov pytest-benchmark pytest-mock sympy | |
# numba-scipy downgrades the installed scipy to 1.7.3 in Python 3.9, but | |
# not numpy, even though scipy 1.7 requires numpy<1.23. When installing | |
# PyTensor next, pip installs a lower version of numpy via the PyPI. | |
if [[ $INSTALL_NUMBA == "1" ]] && [[ $PYTHON_VERSION == "3.9" ]]; then mamba install --yes -q -c conda-forge "python~=${PYTHON_VERSION}=*_cpython" "numpy<1.23" "numba>=0.57" numba-scipy; fi | |
if [[ $INSTALL_NUMBA == "1" ]] && [[ $PYTHON_VERSION != "3.9" ]]; then mamba install --yes -q -c conda-forge "python~=${PYTHON_VERSION}=*_cpython" "numba>=0.57" numba-scipy; fi | |
if [[ $INSTALL_JAX == "1" ]]; then mamba install --yes -q -c conda-forge "python~=${PYTHON_VERSION}=*_cpython" jax jaxlib numpyro && pip install tensorflow-probability; fi | |
pip install -e ./ | |
mamba list && pip freeze | |
python -c 'import pytensor; print(pytensor.config.__str__(print_doc=False))' | |
python -c 'import pytensor; assert pytensor.config.blas__ldflags != "", "Blas flags are empty"' | |
env: | |
PYTHON_VERSION: ${{ matrix.python-version }} | |
INSTALL_NUMBA: ${{ matrix.install-numba }} | |
INSTALL_JAX: ${{ matrix.install-jax }} | |
- name: Run tests | |
shell: bash -l {0} | |
run: | | |
if [[ $FAST_COMPILE == "1" ]]; then export PYTENSOR_FLAGS=$PYTENSOR_FLAGS,mode=FAST_COMPILE; fi | |
if [[ $FLOAT32 == "1" ]]; then export PYTENSOR_FLAGS=$PYTENSOR_FLAGS,floatX=float32; fi | |
export PYTENSOR_FLAGS=$PYTENSOR_FLAGS,warn__ignore_bug_before=all,on_opt_error=raise,on_shape_error=raise,gcc__cxxflags=-pipe | |
python -m pytest -r A --verbose --runslow --cov=pytensor/ --cov-report=xml:coverage/coverage-${MATRIX_ID}.xml --no-cov-on-fail $PART --benchmark-skip | |
env: | |
MATRIX_ID: ${{ steps.matrix-id.outputs.id }} | |
MKL_THREADING_LAYER: GNU | |
MKL_NUM_THREADS: 1 | |
OMP_NUM_THREADS: 1 | |
PART: ${{ matrix.part }} | |
FAST_COMPILE: ${{ matrix.fast-compile }} | |
FLOAT32: ${{ matrix.float32 }} | |
- name: Upload coverage file | |
uses: actions/upload-artifact@v3 | |
with: | |
name: coverage | |
path: coverage/coverage-${{ steps.matrix-id.outputs.id }}.xml | |
benchmarks: | |
name: "Benchmarks" | |
needs: | |
- changes | |
- style | |
runs-on: ubuntu-latest | |
if: ${{ needs.changes.outputs.changes == 'true' && needs.style.result == 'success' }} | |
strategy: | |
fail-fast: false | |
steps: | |
- uses: actions/checkout@v3 | |
with: | |
fetch-depth: 0 | |
- name: Set up Python 3.9 | |
uses: conda-incubator/setup-miniconda@v2 | |
with: | |
miniforge-variant: Mambaforge | |
miniforge-version: latest | |
- name: Install dependencies | |
shell: bash -l {0} | |
run: | | |
mamba install --yes -q -c conda-forge "python~=${PYTHON_VERSION}=*_cpython" mkl numpy scipy pip mkl-service cython pytest "numba>=0.57" numba-scipy jax jaxlib pytest-benchmark | |
pip install -e ./ | |
mamba list && pip freeze | |
python -c 'import pytensor; print(pytensor.config.__str__(print_doc=False))' | |
python -c 'import pytensor; assert pytensor.config.blas__ldflags != "", "Blas flags are empty"' | |
env: | |
PYTHON_VERSION: 3.9 | |
- name: Download previous benchmark data | |
uses: actions/cache@v3 | |
with: | |
path: ./cache | |
key: ${{ runner.os }}-benchmark | |
- name: Run benchmarks | |
shell: bash -l {0} | |
run: | | |
export PYTENSOR_FLAGS=mode=FAST_COMPILE,warn__ignore_bug_before=all,on_opt_error=raise,on_shape_error=raise,gcc__cxxflags=-pipe | |
python -m pytest --runslow --benchmark-only --benchmark-json output.json | |
- name: Store benchmark result | |
uses: benchmark-action/github-action-benchmark@v1 | |
with: | |
name: Python Benchmark with pytest-benchmark | |
tool: 'pytest' | |
output-file-path: output.json | |
external-data-json-path: ./cache/benchmark-data.json | |
alert-threshold: '200%' | |
github-token: ${{ secrets.GITHUB_TOKEN }} | |
comment-on-alert: false | |
fail-on-alert: false | |
auto-push: false | |
all-checks: | |
if: ${{ always() }} | |
runs-on: ubuntu-latest | |
name: "All tests" | |
needs: [changes, style, test_ubuntu] | |
steps: | |
- name: Check build matrix status | |
if: ${{ needs.changes.outputs.changes == 'true' && (needs.style.result != 'success' || needs.test_ubuntu.result != 'success') }} | |
run: exit 1 | |
upload-coverage: | |
runs-on: ubuntu-latest | |
name: "Upload coverage" | |
needs: [changes, all-checks] | |
if: ${{ needs.changes.outputs.changes == 'true' && needs.all-checks.result == 'success' }} | |
steps: | |
- uses: actions/checkout@v3 | |
- name: Set up Python | |
uses: actions/setup-python@v4 | |
with: | |
python-version: "3.11" | |
- name: Install dependencies | |
run: | | |
python -m pip install -U coverage>=5.1 coveralls | |
- name: Download coverage file | |
uses: actions/download-artifact@v3 | |
with: | |
name: coverage | |
path: coverage | |
- name: Upload coverage to Codecov | |
uses: codecov/codecov-action@v3 | |
with: | |
directory: ./coverage/ | |
fail_ci_if_error: true |