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name: Tests
# TODO: Consider enabling all tests (pytest, applications, etc.) with NNX in the future
# Currently only basic flow tests run with NNX enabled
on:
push:
branches: [ master ]
pull_request:
release:
types: [created]
permissions:
contents: read
id-token: write
env:
PYTHON: ${{ matrix.python-version }}
KERAS_HOME: .github/workflows/config/${{ matrix.backend }}
KERAS_BACKEND: jax
PROJECT_ID: gtech-rmi-dev # Replace with your GCP project ID
GAR_LOCATION: us-central1 # Replace with your Artifact Registry location (e.g., us-central1)
IMAGE_REPO: keras-docker-images
IMAGE_NAME: keras-jax-tpu-amd64:latest # Name of your Docker image
TPU_VM_NAME: kharshith-jax-tpu # Replace with your TPU VM instance name
TPU_VM_ZONE: us-central1-b # Replace with your TPU VM zone
jobs:
build-and-test-on-tpu:
strategy:
fail-fast: false
matrix:
python-version: ['3.10']
backend: [jax]
name: Run TPU tests
runs-on:
# - keras-jax-tpu-runner
# - linux-x86-ct5lp-112-4tpu
# - linux-x86-ct5lp-112-4tpu-fvn6n-runner-6kb8n
- linux-x86-ct6e-44-1tpu
# - linux-x86-ct6e-44-1tpu-4khbn-runner-x4st4
# - linux-x86-ct6e-44-1tpu-4khbn-runner-45nmc
container: us-central1-docker.pkg.dev/gtech-rmi-dev/keras-docker-images/keras-jax-tpu-amd64:latest
# container:
# image: docker:latest # Provides the Docker CLI within the job container
# volumes:
# - /var/run/docker.sock:/var/run/docker.sock # Mounts host's Docker socket for control
# options: --privileged
# steps:
# - name: Checkout Repository
# uses: actions/checkout@v4
# - name: Set up Docker BuildX
# uses: docker/setup-buildx-action@v3
# - name: Authenticate to Google Cloud (Workload Identity Federation)
# id: 'auth'
# uses: 'google-github-actions/auth@v2'
# with:
# # Replace with your Workload Identity Federation provider details.
# # This service account needs 'Artifact Registry Writer' role.
# workload_identity_provider: 'projects/YOUR_PROJECT_NUMBER/locations/global/workloadIdentityPools/YOUR_POOL_ID/providers/YOUR_PROVIDER_ID'
# service_account: 'your-github-actions-sa@${{ env.PROJECT_ID }}.iam.gserviceaccount.com'
# - name: Configure Docker to use Google Artifact Registry
# run: gcloud auth configure-docker ${{ env.GAR_LOCATION }}-docker.pkg.dev
# - name: Build Docker Image
# run: |
# IMAGE_TAG="${{ env.GAR_LOCATION }}-docker.pkg.dev/${{ env.PROJECT_ID }}/${{ env.IMAGE_REPO }}/${{ env.IMAGE_NAME_BASE }}:${{ github.sha }}"
# echo "Building Docker image: $IMAGE_TAG"
# docker build \
# --platform=linux/amd64 \
# -f .github/workflows/tpu/Dockerfile \
# -t "$IMAGE_TAG" \
# -t "${{ env.GAR_LOCATION }}-docker.pkg.dev/${{ env.PROJECT_ID }}/${{ env.IMAGE_REPO }}/${{ env.IMAGE_NAME_BASE }}:latest" \
# .
# echo "Built Docker image: $IMAGE_TAG"
# echo "LOCAL_TEST_IMAGE_TAG=$IMAGE_TAG" >> $GITHUB_ENV # Store for immediate use in run step
# - name: Push Docker Image to Artifact Registry
# run: |
# echo "Pushing Docker image to Artifact Registry: ${{ env.LOCAL_TEST_IMAGE_TAG }}"
# docker push "${{ env.LOCAL_TEST_IMAGE_TAG }}"
# docker push "${{ env.GAR_LOCATION }}-docker.pkg.dev/${{ env.PROJECT_ID }}/${{ env.IMAGE_REPO }}/${{ env.IMAGE_NAME_BASE }}:latest"
# echo "Pushed Docker image."
# - name: Run Docker container and execute tests on TPU
# run: |
# echo "Running Docker container with TPU access and executing tests..."
# docker run --rm \
# --privileged \
# --network host \
# -e PYTHON=3.10 \ # Use a specific version or derive from matrix
# -e KERAS_HOME=.github/workflows/config/jax \
# -e KERAS_BACKEND=jax \
# ${{ env.LOCAL_TEST_IMAGE_TAG }} \
# /bin/bash -c ' \
# echo "Verifying JAX TPU backend inside container..." && \
# python3 -c "import jax; print(\"JAX Version:\", jax.__version__); print(\"Default Backend:\", jax.default_backend()); assert jax.default_backend().lower() == \"tpu\", \"TPU backend not found or not default\"; print(\"TPU verification successful!\")" \
# # Add your actual pytest command here. Ensure pytest is installed inside your Docker image.
# # && pytest keras --ignore keras/src/applications --ignore keras/src/layers/merging/merging_test.py --cov=keras --cov-config=pyproject.toml
# '
# echo "Docker container finished running tests."
build:
strategy:
fail-fast: false
matrix:
python-version: ['3.10']
backend: [tensorflow, jax, torch, numpy, openvino]
nnx_enabled: [false]
include:
- python-version: '3.10'
backend: jax
nnx_enabled: true
name: ${{ matrix.backend == 'jax' && format('Run tests ({0}, {1}, nnx_enabled = {2})', matrix.python-version, matrix.backend, matrix.nnx_enabled) || format('Run tests ({0}, {1})', matrix.python-version, matrix.backend) }}
runs-on: ubuntu-latest
env:
PYTHON: ${{ matrix.python-version }}
KERAS_HOME: .github/workflows/config/${{ matrix.backend }}
steps:
- uses: actions/checkout@v4
- name: Check for changes in keras/src/applications
uses: dorny/paths-filter@v3
id: filter
with:
filters: |
applications:
- 'keras/src/applications/**'
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- name: Get pip cache dir
id: pip-cache
run: |
python -m pip install --upgrade pip setuptools
echo "dir=$(pip cache dir)" >> $GITHUB_OUTPUT
- name: pip cache
uses: actions/cache@v4
with:
path: ${{ steps.pip-cache.outputs.dir }}
key: ${{ runner.os }}-pip-${{ hashFiles('pyproject.toml') }}-${{ hashFiles('requirements.txt') }}
- name: Install dependencies
run: |
pip install -r requirements.txt --progress-bar off --upgrade
if [ "${{ matrix.nnx_enabled }}" == "true" ]; then
pip install --upgrade git+https://github.com/google/flax.git
fi
pip uninstall -y keras keras-nightly
pip install -e "." --progress-bar off --upgrade
- name: Test applications with pytest
if: ${{ steps.filter.outputs.applications == 'true' && matrix.nnx_enabled == false }}
run: |
pytest keras/src/applications --cov=keras/src/applications --cov-config=pyproject.toml
coverage xml --include='keras/src/applications/*' -o apps-coverage.xml
- name: Codecov keras.applications
if: ${{ steps.filter.outputs.applications == 'true' && matrix.nnx_enabled == false }}
uses: codecov/codecov-action@v5
with:
env_vars: PYTHON,KERAS_HOME
flags: keras.applications,keras.applications-${{ matrix.backend }}
files: apps-coverage.xml
token: ${{ secrets.CODECOV_TOKEN }}
fail_ci_if_error: false
- name: Test integrations
if: ${{ matrix.backend != 'numpy' && matrix.nnx_enabled == false }}
run: |
python integration_tests/import_test.py
python integration_tests/numerical_test.py
- name: Test JAX-specific integrations
if: ${{ matrix.backend == 'jax' && matrix.nnx_enabled == false }}
run: |
python integration_tests/jax_custom_fit_test.py
- name: Test basic flow with NNX
if: ${{ matrix.nnx_enabled == true }}
env:
KERAS_NNX_ENABLED: true
run: |
python integration_tests/import_test.py
python integration_tests/basic_full_flow.py
- name: Test TF-specific integrations
if: ${{ matrix.backend == 'tensorflow'}}
run: |
python integration_tests/tf_distribute_training_test.py
python integration_tests/tf_custom_fit_test.py
- name: Test Torch-specific integrations
if: ${{ matrix.backend == 'torch'}}
run: |
pytest integration_tests/torch_workflow_test.py
python integration_tests/torch_custom_fit_test.py
- name: Test with pytest
if: ${{ matrix.nnx_enabled == false }}
run: |
if [ "${{ matrix.backend }}" == "openvino" ]; then
IGNORE_FILE="keras/src/backend/openvino/excluded_tests.txt"
IGNORE_ARGS=$(awk '{print "--ignore=" $0}' "$IGNORE_FILE")
else
IGNORE_ARGS=""
fi
pytest keras --ignore keras/src/applications --cov=keras --cov-config=pyproject.toml $IGNORE_ARGS
coverage xml --omit='keras/src/applications/*,keras/api' -o core-coverage.xml
- name: Codecov keras
if: ${{ matrix.nnx_enabled == false }}
uses: codecov/codecov-action@v5
with:
env_vars: PYTHON,KERAS_HOME,KERAS_NNX_ENABLED
flags: keras,keras-${{ matrix.backend }}${{ matrix.nnx_enabled == 'true' && '-nnx' || '' }}
files: core-coverage.xml
token: ${{ secrets.CODECOV_TOKEN }}
fail_ci_if_error: false
format:
name: Check the code format
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Set up Python 3.10
uses: actions/setup-python@v5
with:
python-version: '3.10'
- name: Get pip cache dir
id: pip-cache
run: |
python -m pip install --upgrade pip setuptools
echo "dir=$(pip cache dir)" >> $GITHUB_OUTPUT
- name: pip cache
uses: actions/cache@v4
with:
path: ${{ steps.pip-cache.outputs.dir }}
key: ${{ runner.os }}-pip-${{ hashFiles('pyproject.toml') }}-${{ hashFiles('requirements.txt') }}
- name: Install dependencies
run: |
pip install -r requirements.txt --progress-bar off --upgrade
pip uninstall -y keras keras-nightly
pip install -e "." --progress-bar off --upgrade
- name: Run pre-commit
run: pre-commit run --all-files --hook-stage manual