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UnitTests.yml
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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:
# IF YOU MODIFY THIS, YOU SHOULD ALSO ADD CORRESPONDING MODIFICATIONS TO 'gpu' job
tpu:
strategy:
fail-fast: false
matrix:
device-type: ["v4-8"]
name: "TPU test (${{ matrix.device-type }})"
runs-on: ["self-hosted", "tpu", "${{ matrix.device-type }}"]
steps:
- uses: actions/checkout@v3
- name: Cleanup old docker images
run: |
docker system prune --all --force
- name: Install dependencies
run: |
bash docker_build_dependency_image.sh
- name: Test gsutil installation
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'which gsutil >/dev/null 2>&1 || { echo >&2 "gsutil is required but not installed. Aborting"; exit 24;}'
- name: Test with pytest
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c 'cd MaxText;python3 -m pytest'
- name: Test train.py with c4
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 enable_checkpointing=false'
- name: Test train.py with synthetic data
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 enable_checkpointing=false dataset_type=synthetic'
- name: Test train.py with per_device_batch_size < 1
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 per_device_batch_size=0.25 ici_tensor_parallelism=4 enable_checkpointing=false'
- name: Test decode.py
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=dot_product enable_checkpointing=false max_target_length=128 per_device_batch_size=1'
- name: Test decode.py with per_device_batch_size < 1
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=dot_product enable_checkpointing=false max_target_length=128 per_device_batch_size=.25'
- name: Test int8_training
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset quantization=int8 steps=2 enable_checkpointing=false'
- name: Test fp8_training
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset quantization=fp8 steps=2 enable_checkpointing=false'
- name: Test generate_param_only_checkpoint
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'bash end_to_end/test_generate_param_only_checkpoint.sh -r runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} -o gs:https://runner-maxtext-logs -d gs:https://maxtext-dataset -i 4'
- name: Test generate_param_only_checkpoint with int8 quantization
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'bash end_to_end/test_generate_param_only_checkpoint.sh -r runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} -o gs:https://runner-maxtext-logs -d gs:https://maxtext-dataset -i 4 -q int8'
- name: Test grain checkpoint determinism
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'bash end_to_end/test_checkpointing.sh runner gs:https://runner-maxtext-logs gs:https://maxtext-dataset False c4-array_record'
- name: Test checkpoint compatibility
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'bash end_to_end/test_checkpoint_compatibility.sh runner gs:https://runner-maxtext-logs gs:https://maxtext-dataset'
- name: Validate Pedagogical Example, Shmap_collective_matmul
run: |
docker run -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged maxtext_base_image bash -c \
'python3 pedagogical_examples/shmap_collective_matmul.py'
# IF YOU MODIFY THIS, YOU SHOULD ALSO ADD CORRESPONDING MODIFICATIONS TO 'tpu' job
gpu:
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 }}"]
env:
LOCAL_IMAGE_NAME: "maxtext_base_image_${{ matrix.build-mode }}_${{ github.sha }}"
steps:
- uses: actions/checkout@v3
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@v3
- name: Cleanup old docker images
run: |
docker system prune --all --force
- name: Install dependencies
run: |
bash docker_build_dependency_image.sh DEVICE=gpu MODE=${{ matrix.build-mode }} LOCAL_IMAGE_NAME="$LOCAL_IMAGE_NAME"
- name: Test gsutil installation
run: |
docker run --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/app --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'which gsutil >/dev/null 2>&1 || { echo >&2 "gsutil is required but not installed. Aborting"; exit 24;}'
- name: Test with pytest
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c 'cd MaxText;python3 -m pytest -m "not tpu"'
- name: Test train.py with c4
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 enable_checkpointing=false attention=dot_product'
- name: Test train.py with synthetic data
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 enable_checkpointing=false attention=dot_product dataset_type=synthetic'
- name: Test train.py with flash attention
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 enable_checkpointing=false attention=cudnn_flash_te'
- name: Test train.py with per_device_batch_size < 1
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 per_device_batch_size=0.25 ici_tensor_parallelism=4 enable_checkpointing=false attention=dot_product'
- name: Test int8_training
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset quantization=int8 steps=2 enable_checkpointing=false attention=dot_product'
- name: Test decode.py
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=dot_product enable_checkpointing=false max_target_length=128 per_device_batch_size=1'
- name: Test decode.py with per_device_batch_size < 1
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'python3 MaxText/decode.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset steps=2 ici_tensor_parallelism=4 attention=dot_product enable_checkpointing=false max_target_length=128 per_device_batch_size=.25'
- name: Test fp8_training
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'python3 MaxText/train.py MaxText/configs/base.yml run_name=runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} base_output_directory=gs:https://runner-maxtext-logs dataset_path=gs:https://maxtext-dataset quantization=fp8 steps=2 enable_checkpointing=false attention=dot_product'
- name: Test generate_param_only_checkpoint
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'bash end_to_end/test_generate_param_only_checkpoint.sh -r runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} -o gs:https://runner-maxtext-logs -d gs:https://maxtext-dataset -i 4 -a dot_product'
- name: Test generate_param_only_checkpoint with int8 quantization
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'bash end_to_end/test_generate_param_only_checkpoint.sh -r runner_$(date +%Y-%m-%d-%H-%M)-${RANDOM} -o gs:https://runner-maxtext-logs -d gs:https://maxtext-dataset -i 4 -q int8 -a dot_product'
- name: Test grain checkpoint determinism
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'bash end_to_end/test_checkpointing.sh runner gs:https://runner-maxtext-logs gs:https://maxtext-dataset False c4-array_record dot_product'
- name: Test checkpoint compatibility
run: |
docker run -e XLA_PYTHON_CLIENT_MEM_FRACTION=0.65 -e TF_FORCE_GPU_ALLOW_GROWTH=true --shm-size=2g --runtime=nvidia --gpus all -v /home/runner/actions-runner/_work/maxtext/maxtext:/deps --rm --privileged "$LOCAL_IMAGE_NAME" bash -c \
'bash end_to_end/test_checkpoint_compatibility.sh runner gs:https://runner-maxtext-logs gs:https://maxtext-dataset dot_product'