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# Use 2.1 for orbs
version: 2.1
# -------------------------------------------------------------------------------------
# Environments to run the jobs in
# -------------------------------------------------------------------------------------
gpu: &gpu
environment:
CUDA_VERSION: "11.1"
machine:
image: ubuntu-1604-cuda-11.1:202012-01
resource_class: gpu.nvidia.medium.multi
# -------------------------------------------------------------------------------------
# Re-usable commands
# -------------------------------------------------------------------------------------
cache_key: &cache_key cache-key-{{ .Environment.CIRCLE_JOB }}-{{ checksum ".circleci/config.yml" }}-{{ checksum "setup.py"}}
install_dep_common: &install_dep_common
- run:
name: Install Common Dependencies
command: |
source activate fairseq
pip install --upgrade setuptools
pip install bitarray boto3 deepspeed editdistance fastBPE iopath ipdb ipython pyarrow pytest sacremoses sentencepiece subword-nmt hydra-core==1.0.7 omegaconf==2.0.6
pip install --progress-bar off pytest
pip install --progress-bar off fairscale
pip install -i https://test.pypi.org/simple/ bitsandbytes-cuda111 -U
python -c 'import torch; print("Torch version:", torch.__version__)'
python -m torch.utils.collect_env
install_dep_fused_ops: &install_dep_fused_ops
- run:
name: Install Megatron/Apex Dependencies
working_directory: ~/
command: |
source activate fairseq
git clone https://github.com/NVIDIA/apex
cd apex
git checkout e2083df5eb96643c61613b9df48dd4eea6b07690
pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" --global-option="--deprecated_fused_adam" --global-option="--xentropy" --global-option="--fast_multihead_attn" ./
cd ~/
git clone --depth=1 --branch v2.4 https://github.com/NVIDIA/Megatron-LM.git
cd Megatron-LM
pip install -e .
install_dep_pt19: &install_dep_pt19
- run:
name: Install Pytorch Dependencies
command: |
source activate fairseq
pip install --upgrade setuptools
pip install torch==1.9.1+cu111 torchvision==0.10.1+cu111 torchaudio==0.9.1 -f https://download.pytorch.org/whl/torch_stable.html
python -c 'import torch; print("Torch version:", torch.__version__)'
install_dep_pt18: &install_dep_pt18
- run:
name: Install Pytorch Dependencies
command: |
source activate fairseq
pip install --upgrade setuptools
pip install torch==1.8.1+cu111 torchvision==0.9.1+cu111 torchaudio==0.8.1 -f https://download.pytorch.org/whl/torch_stable.html
python -c 'import torch; print("Torch version:", torch.__version__)'
install_repo: &install_repo
- run:
name: Install Repository
command: |
source activate fairseq
pip install .
python setup.py build_ext --inplace
run_unittests: &run_unittests
- run:
name: Run Unit Tests
command: |
source activate fairseq
pytest tests/gpu/test_binaries_gpu.py
check_nvidia_driver: &check_nvidia_driver
- run:
name: Check NVIDIA Driver
working_directory: ~/
command: |
pyenv versions
nvidia-smi
create_conda_env: &create_conda_env
- run:
name: Install and Create Conda Environment
command: |
curl -o ~/miniconda.sh -O https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh
chmod +x ~/miniconda.sh
~/miniconda.sh -b -p $HOME/miniconda
rm ~/miniconda.sh
echo 'export PATH=$HOME/miniconda/bin:$PATH' >> $BASH_ENV
source $BASH_ENV
if [ ! -d ~/miniconda/envs/fairseq ]
then
conda create -y -n fairseq python=3.8
fi
source activate fairseq
python --version
pip install --upgrade pip
# -------------------------------------------------------------------------------------
# Jobs to run
# -------------------------------------------------------------------------------------
jobs:
gpu_tests_pt19:
<<: *gpu
working_directory: ~/fairseq-py
steps:
- checkout
- <<: *check_nvidia_driver
- <<: *create_conda_env
- restore_cache:
key: *cache_key
- <<: *install_dep_pt19
- <<: *install_dep_common
- <<: *install_dep_fused_ops
- save_cache:
paths:
- ~/miniconda/
key: *cache_key
- <<: *install_repo
- <<: *run_unittests
gpu_tests_pt18:
<<: *gpu
working_directory: ~/fairseq-py
steps:
- checkout
- <<: *check_nvidia_driver
- <<: *create_conda_env
- restore_cache:
key: *cache_key
- <<: *install_dep_pt18
- <<: *install_dep_common
- <<: *install_dep_fused_ops
- save_cache:
paths:
- ~/miniconda/
key: *cache_key
- <<: *install_repo
- <<: *run_unittests
workflows:
version: 2
build:
jobs:
- gpu_tests_pt18
- gpu_tests_pt19