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config.yml
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# Python CircleCI 2.0 configuration file
#
# Check https://circleci.com/docs/2.0/language-python/ for more details
#
# Adopted from
# https://github.com/facebookresearch/detectron2/blob/master/.circleci/config.yml
version: 2
# -------------------------------------------------------------------------------------
# Environments to run the jobs in
# -------------------------------------------------------------------------------------
cpu: &cpu
docker:
- image: circleci/python:3.7
resource_class: medium
gpu: &gpu
environment:
CUDA_VERSION: "10.1"
machine:
image: ubuntu-1604-cuda-10.1:201909-23
resource_class: gpu.large
# -------------------------------------------------------------------------------------
# Re-usable commands
# -------------------------------------------------------------------------------------
setup_venv: &setup_venv
- run:
name: Setup Virtual Env
working_directory: ~/
command: |
python -m venv ~/venv
echo ". ~/venv/bin/activate" >> $BASH_ENV
. ~/venv/bin/activate
python --version
which python
which pip
pip install --upgrade pip
install_dep_15: &install_dep_15
- run:
name: Install Dependencies
command: |
sudo apt-get install -y libopenmpi-dev
pip install --progress-bar off torch==1.5.1+cu101 -f https://download.pytorch.org/whl/torch_stable.html
pip install --progress-bar off -r requirements-test.txt
python -c 'import torch; print("Torch version:", torch.__version__)'
python -m torch.utils.collect_env
install_dep_16: &install_dep_16
- run:
name: Install Dependencies
command: |
sudo apt-get install -y libopenmpi-dev
pip install --progress-bar off torch==1.6.0+cu101 -f https://download.pytorch.org/whl/torch_stable.html
pip install --progress-bar off -r requirements-test.txt
python -c 'import torch; print("Torch version:", torch.__version__)'
python -m torch.utils.collect_env
install_dep_17: &install_dep_17
- run:
name: Install Dependencies
command: |
sudo apt-get install -y libopenmpi-dev
pip install --progress-bar off torch==1.7.0+cu101 -f https://download.pytorch.org/whl/torch_stable.html
pip install --progress-bar off -r requirements-test.txt
python -c 'import torch; print("Torch version:", torch.__version__)'
python -m torch.utils.collect_env
install_repo_cpu: &install_repo_cpu
- run:
name: Install Repository
command: |
python setup.py build develop
install_repo_gpu: &install_repo_gpu
- run:
name: Install Repository
command: |
export CUDA_HOME=/usr/local/cuda-10.1
python setup.py build develop
run_coverage: &run_coverage
- run:
name: Run Unit Tests With Coverage
command: |
pytest --cov-report=xml --cov=./
#Uploading test coverage for Python code
bash <(curl -s https://codecov.io/bash) -f coverage.xml -cF Python
run_unittests: &run_unittests
- run:
name: Run Unit Tests
command: |
pytest --junitxml=test-results/junit.xml --verbose
run_mpi_unittests: &run_mpi_unittests
- run:
name: Run MPI Unit Tests
command: |
mpirun -n4 python -m pytest -only-mpi --junitxml=test-results/junit.xml --verbose
run_flake8: &run_flake8
- run:
name: Run Linter (flake8)
command: |
flake8 --show-source --statistics
run_pipe_benchmark: &run_pipe_benchmark
- run:
name: Run Pipe Benchmark
command: |
python benchmarks/pipe.py
run_oss_benchmark: &run_oss_benchmark
- run:
name: Run OSS Benchmark
command: |
python benchmarks/oss.py --check_regression --world_size 4 --reference_speed 760 --reference_memory 1120 --reference_loss 0.023
run_oss_gloo: &run_oss_gloo
- run:
name: Run OSS with Gloo
command: |
python benchmarks/oss.py --gloo --optim_type oss_ddp --epochs 3
run_oss_amp: &run_oss_amp
- run:
name: Run OSS with Torch AMP
command: |
python benchmarks/oss.py --amp --epochs 3 --optim_type oss_sharded_ddp
# -------------------------------------------------------------------------------------
# Jobs to run
# -------------------------------------------------------------------------------------
jobs:
cpu_tests:
<<: *cpu
working_directory: ~/fairscale
steps:
- checkout
- <<: *setup_venv
# Cache the venv directory that contains dependencies
- restore_cache:
keys:
- cache-key-cpu-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_dep_17
- save_cache:
paths:
- ~/venv
key: cache-key-cpu-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_repo_cpu
- run:
name: Run Linter (isort)
command: |
isort . --check
- run:
name: Run Linter (black)
command: |
black --check .
- run:
name: Run type-checking (mypy)
command: |
mypy --ignore-missing-imports --scripts-are-modules --pretty .
- <<: *run_flake8
- <<: *run_unittests
- store_test_results:
path: test-results
gpu_tests_15:
<<: *gpu
working_directory: ~/fairscale
steps:
- checkout
- run: nvidia-smi
- run: pyenv global 3.7.0
- <<: *setup_venv
# Cache the venv directory that contains dependencies
- restore_cache:
keys:
- cache-key-gpu15-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_dep_15
- save_cache:
paths:
- ~/venv
key: cache-key-gpu15-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_repo_gpu
- <<: *run_unittests
- store_test_results:
path: test-results
gpu_tests_16:
<<: *gpu
working_directory: ~/fairscale
steps:
- checkout
- run: nvidia-smi
- run: pyenv global 3.7.0
- <<: *setup_venv
# Cache the venv directory that contains dependencies
- restore_cache:
keys:
- cache-key-gpu16-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_dep_16
- save_cache:
paths:
- ~/venv
key: cache-key-gpu16-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_repo_gpu
- <<: *run_unittests
- <<: *run_coverage
- store_test_results:
path: test-results
gpu_tests_17:
<<: *gpu
working_directory: ~/fairscale
steps:
- checkout
- run: nvidia-smi
- run: pyenv global 3.7.0
- <<: *setup_venv
# Cache the venv directory that contains dependencies
- restore_cache:
keys:
- cache-key-gpu17-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_dep_17
- save_cache:
paths:
- ~/venv
key: cache-key-gpu17-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_repo_gpu
- <<: *run_unittests
- store_test_results:
path: test-results
benchmarks:
<<: *gpu
working_directory: ~/fairscale
steps:
- checkout
- run: nvidia-smi
- run: pyenv uninstall -f 3.7.0
- run: pyenv install 3.7.0
- run: pyenv global 3.7.0
- <<: *setup_venv
# Cache the venv directory that contains dependencies
- restore_cache:
keys:
- cache-key-benchmarks-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_dep_17
- save_cache:
paths:
- ~/venv
key: cache-key-benchmarks-{{ checksum "setup.py"}}-{{ checksum "requirements-test.txt"}}
- <<: *install_repo_gpu
- <<: *run_pipe_benchmark
- <<: *run_oss_benchmark
- <<: *run_oss_gloo
- <<: *run_oss_amp
workflows:
version: 2
build:
jobs:
- cpu_tests
- gpu_tests_15
- gpu_tests_16
- gpu_tests_17
- benchmarks