Unit Test #45
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| # Copyright 2023 Google LLC | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # https://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| # This workflow will install Python dependencies, run tests and lint with a variety of Python versions | |
| # For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python | |
| name: Unit Test | |
| on: | |
| pull_request: | |
| push: | |
| branches: [ "main" ] | |
| workflow_dispatch: | |
| schedule: | |
| # Run the job every 2 hours | |
| - cron: '0 */2 * * *' | |
| jobs: | |
| build_and_upload_image: | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| device: | |
| - type: tpu | |
| name: v4-8 | |
| mode: stable | |
| - type: gpu | |
| name: a100-40gb-4 | |
| mode: pinned | |
| name: Build and upload image (${{ matrix.device.name }}) | |
| runs-on: ["self-hosted", "${{ matrix.device.type }}", "${{ matrix.device.name }}"] | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Cleanup old docker images | |
| run: docker system prune --all --force | |
| - name: Build an image | |
| run: | | |
| bash docker_build_dependency_image.sh MODE=${{ matrix.device.mode }} DEVICE=${{ matrix.device.type }} | |
| - name: Tag the image | |
| run: | | |
| docker tag maxtext_base_image gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:${{ matrix.device.type }} | |
| - name: Upload the image | |
| run: | | |
| docker push gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:${{ matrix.device.type }} | |
| common: | |
| needs: build_and_upload_image | |
| strategy: | |
| fail-fast: False | |
| matrix: | |
| device: | |
| - type: tpu | |
| name: v4-8 | |
| attention: autoselected | |
| pytest_marker: '' | |
| container_env: | |
| XLA_PYTHON_CLIENT_MEM_FRACTION: 0.75 | |
| TF_FORCE_GPU_ALLOW_GROWTH: false | |
| container_resource_option: "--privileged" | |
| - type: gpu | |
| name: a100-40gb-4 | |
| image_suffix: gpu_jax_pinned | |
| attention: dot_product | |
| pytest_marker: -m 'not tpu' | |
| container_env: | |
| XLA_PYTHON_CLIENT_MEM_FRACTION: 0.65 | |
| TF_FORCE_GPU_ALLOW_GROWTH: true | |
| container_resource_option: "--shm-size 2g --runtime=nvidia --gpus all --privileged" | |
| name: Common test (${{ matrix.device.name }}) | |
| runs-on: ["self-hosted", "${{ matrix.device.type }}", "${{ matrix.device.name }}"] | |
| container: | |
| image: gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:${{ matrix.device.type }} | |
| volumes: | |
| - /home/runner/actions-runner/_work/maxtext/maxtext:/deps | |
| env: | |
| XLA_PYTHON_CLIENT_MEM_FRACTION: ${{ matrix.device.container_env.XLA_PYTHON_CLIENT_MEM_FRACTION }} | |
| TF_FORCE_GPU_ALLOW_GROWTH: ${{ matrix.device.container_env.TF_FORCE_GPU_ALLOW_GROWTH }} | |
| options: ${{ matrix.device.container_resource_option }} | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Test gsutil installation | |
| run: which gsutil >/dev/null 2>&1 || { echo >&2 "gsutil is required but not installed. Aborting"; exit 24;} | |
| - name: Test with pytest | |
| run: cd MaxText;python3 -m pytest ${{ matrix.device.pytest_marker }} | |
| - name: Test train.py with TFDS c4 | |
| run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }} | |
| - name: Test train.py with HF c4 | |
| run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs hf_train_files=gs://maxtext-dataset/hf/c4/c4-train-00000-of-01637.parquet hf_path=parquet dataset_type=hf steps=2 tokenizer_path=google-t5/t5-large attention=${{ matrix.device.attention }} enable_checkpointing=false | |
| - name: Test train.py with synthetic data | |
| run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }} dataset_type=synthetic | |
| - name: Test train.py with per_device_batch_size < 1 | |
| run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 per_device_batch_size=0.25 ici_tensor_parallelism=4 enable_checkpointing=false attention=${{ matrix.device.attention }} | |
| - name: Test decode.py | |
| run: python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=${{ matrix.device.attention }} enable_checkpointing=false max_target_length=128 per_device_batch_size=1 | |
| - name: Test int8_decode | |
| run: python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=${{ matrix.device.attention }} enable_checkpointing=false max_target_length=128 per_device_batch_size=1 quantization=int8 quantize_kvcache=True | |
| - name: Test decode.py with per_device_batch_size < 1 | |
| run: python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=${{ matrix.device.attention }} enable_checkpointing=false max_target_length=128 per_device_batch_size=.25 | |
| - name: Test int8_training | |
| run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset quantization=int8 steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }} | |
| - name: Test fp8_training | |
| run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset quantization=fp8 steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }} | |
| - name: Test train.py with dropout | |
| run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 enable_checkpointing=false attention=${{ matrix.device.attention }} max_target_length=128 per_device_batch_size=1 dropout_rate=0.02 | |
| - name: Test generate_param_only_checkpoint | |
| run: bash end_to_end/test_generate_param_only_checkpoint.sh -r runner_$(date +%Y-%m-%d-%H-%M-%S) -o gs://runner-maxtext-logs -d gs://maxtext-dataset -i 4 -a ${{ matrix.device.attention }} | |
| - name: Test generate_param_only_checkpoint with int8 quantization | |
| run: bash end_to_end/test_generate_param_only_checkpoint.sh -r runner_$(date +%Y-%m-%d-%H-%M-%S) -o gs://runner-maxtext-logs -d gs://maxtext-dataset -i 4 -q int8 -a ${{ matrix.device.attention }} | |
| - name: Test grain checkpoint determinism | |
| run: bash end_to_end/test_checkpointing.sh runner_$(date +%Y-%m-%d-%H-%M-%S) gs://runner-maxtext-logs gs://maxtext-dataset False grain ${{ matrix.device.attention }} | |
| - name: Test checkpoint compatibility | |
| run: bash end_to_end/test_checkpoint_compatibility.sh runner_$(date +%Y-%m-%d-%H-%M-%S) gs://runner-maxtext-logs gs://maxtext-dataset ${{ matrix.device.attention }} | |
| tpu: | |
| needs: build_and_upload_image | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| device-type: ["v4-8"] | |
| name: "TPU test (${{ matrix.device-type }})" | |
| runs-on: ["self-hosted", "tpu", "${{ matrix.device-type }}"] | |
| container: | |
| image: gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:tpu | |
| volumes: | |
| - /home/runner/actions-runner/_work/maxtext/maxtext:/deps | |
| options: "--privileged" | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Validate Pedagogical Example, Shmap_collective_matmul | |
| run: python3 pedagogical_examples/shmap_collective_matmul.py | |
| gpu: | |
| needs: build_and_upload_image | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| device-type: ["a100-40gb-4"] | |
| build-mode: ["pinned"] | |
| name: "GPU test (${{ matrix.device-type }}, ${{ matrix.build-mode }})" | |
| runs-on: ["self-hosted", "gpu", "${{ matrix.device-type }}"] | |
| container: | |
| image: gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:gpu | |
| volumes: | |
| - /home/runner/actions-runner/_work/maxtext/maxtext:/deps | |
| env: | |
| XLA_PYTHON_CLIENT_MEM_FRACTION: 0.65 | |
| TF_FORCE_GPU_ALLOW_GROWTH: true | |
| options: "--shm-size 2g --runtime=nvidia --gpus all --privileged" | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Set up Docker Buildx | |
| uses: docker/setup-buildx-action@v3 | |
| - name: Test train.py with flash attention | |
| run: python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M-%S) base_output_directory=gs://runner-maxtext-logs dataset_path=gs://maxtext-dataset steps=2 enable_checkpointing=false attention=cudnn_flash_te | |
| clean_up: | |
| if: ${{ always() }} | |
| needs: [common, gpu, tpu] | |
| name: "Clean up" | |
| runs-on: ["self-hosted"] | |
| steps: | |
| - name: Delete GPU image | |
| run: gcloud container images delete gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:gpu --force-delete-tags --quiet | |
| - name: Delete TPU image | |
| run: gcloud container images delete gcr.io/tpu-prod-env-multipod/maxtext_${{ github.run_id }}:tpu --force-delete-tags --quiet | |