Integrate Badput monitoring with MaxText #18689
Workflow file for this run
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| # 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=${{ matrix.device.attention }} enable_checkpointing=false max_target_length=128 per_device_batch_size=1 | |
| - name: Test decode.py with per_device_batch_size < 1 | |
| run: python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(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=${{ matrix.device.attention }} | |
| - name: Test generate_param_only_checkpoint | |
| run: bash end_to_end/test_generate_param_only_checkpoint.sh -r runner_$(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 | |