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KerasCV Accelerators Testing

This cloudbuild/ directory contains configurations for accelerators (GPU/TPU) testing. Briefly, for each PR, it copies the PR's code to a base docker image which contains KerasCV dependencies to make a new docker image, and deploys the new image to Google Kubernetes Engine cluster, then run all tests in keras_cv/ via Google Cloud Build.

  • cloudbuild.yaml: The cloud build configuration that specifies steps to run by cloud build.
  • Dockerfile: The configuration to build the docker image for deployment.
  • requirements.txt: Dependencies of KerasCV.
  • unit_test_jobs.jsonnet: Jsonnet config that tells GKE cluster to run all unit tests in keras_cv/.

This test is powered by ml-testing-accelerators.

Adding Test Dependencies

You must be authorized to run builds in the keras-team-test GCP project. If you are not, please open a GitHub issue and ping a team member. To authorize yourself with keras-team-test, run:

gcloud config set project keras-team-test

To add a dependency for GPU tests:

  • Create a PR adding the dependency to requirements.txt
  • Have a Keras team member update the Docker image for GPU tests by running the remaining steps
  • Create a Dockerfile with the following contents:
FROM tensorflow/tensorflow:2.10.0-gpu
RUN \
    apt-get -y update && \
    apt-get -y install openjdk-8-jdk && \
    echo "deb [arch=amd64] http://storage.googleapis.com/bazel-apt stable jdk1.8" | tee /etc/apt/sources.list.d/bazel.list && \
    curl https://bazel.build/bazel-release.pub.gpg | apt-key add
RUN apt-get -y update
RUN apt-get -y install bazel
RUN apt-get -y install git
RUN git clone https://github.com/{path_to_keras_cv_fork}.git
RUN cd keras-cv && git checkout {branch_name}
RUN pip install -r keras-cv/cloudbuild/requirements.txt
  • Run the following command from the directory with your Dockerfile:
gcloud builds submit --region=us-west1 --tag us-west1-docker.pkg.dev/keras-team-test/keras-cv-test/keras-cv-image:deps --timeout=10m
  • Merge the PR adding the dependency