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generate_build_script.py
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generate_build_script.py
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import os
from argparse import ArgumentParser
PYTORCH_VERSIONS = {
'1.13.1': {
'cpu': [
'1.13.1', 'cpu', '0.14.1', 'cpu', '0.13.1', 'cpu',
'https://download.pytorch.org/whl/cpu/torch_stable.html',
],
'11.6': [
'1.13.1', 'cu116', '0.14.1', 'cu116', '0.13.1', 'cu116',
'https://download.pytorch.org/whl/cu116/torch_stable.html',
],
'11.7': [
'1.13.1', 'cu117', '0.14.1', 'cu117', '0.13.1', 'cu117',
'https://download.pytorch.org/whl/cu117/torch_stable.html',
],
},
'1.13.0': {
'cpu': [
'1.13.0', 'cpu', '0.14.0', 'cpu', '0.13.0', 'cpu',
'https://download.pytorch.org/whl/cpu/torch_stable.html',
],
'11.6': [
'1.13.0', 'cu116', '0.14.0', 'cu116', '0.13.0', 'cu116',
'https://download.pytorch.org/whl/cu116/torch_stable.html',
],
'11.7': [
'1.13.0', 'cu117', '0.14.0', 'cu117', '0.13.0', 'cu117',
'https://download.pytorch.org/whl/cu117/torch_stable.html',
],
},
'1.12.1': {
'cpu': [
'1.12.1', 'cpu', '0.13.1', 'cpu', '0.12.1', 'cpu',
'https://download.pytorch.org/whl/cpu/torch_stable.html',
],
'10.2': [
'1.12.1', 'cu102', '0.13.1', 'cu102', '0.12.1', 'cu102',
'https://download.pytorch.org/whl/cu102/torch_stable.html',
],
'11.3': [
'1.12.1', 'cu113', '0.13.1', 'cu113', '0.12.1', 'cu113',
'https://download.pytorch.org/whl/cu113/torch_stable.html',
],
'11.6': [
'1.12.1', 'cu116', '0.13.1', 'cu116', '0.12.1', 'cu116',
'https://download.pytorch.org/whl/cu116/torch_stable.html',
],
},
'1.12.0': {
'cpu': [
'1.12.0', 'cpu', '0.13.0', 'cpu', '0.12.0', 'cpu',
'https://download.pytorch.org/whl/cpu/torch_stable.html',
],
'10.2': [
'', '', '', '', '', '',
'',
],
'11.3': [
'1.12.0', 'cu113', '0.13.0', 'cu113', '0.12.0', 'cu113',
'https://download.pytorch.org/whl/cu113/torch_stable.html',
],
'11.6': [
'1.12.0', 'cu116', '0.13.0', 'cu116', '0.12.0', 'cu116',
'https://download.pytorch.org/whl/cu116/torch_stable.html',
],
},
'1.11.0': {
'cpu': [
'1.11.0', 'cpu', '0.12.0', 'cpu', '0.11.0', 'cpu',
'https://download.pytorch.org/whl/cpu/torch_stable.html',
],
'10.2': [
'1.11.0', 'cu102', '0.12.0', 'cu102', '0.11.0', 'cu102',
'https://download.pytorch.org/whl/cu102/torch_stable.html',
],
'11.3': [
'1.11.0', 'cu113', '0.12.0', 'cu113', '0.11.0', 'cu113',
'https://download.pytorch.org/whl/cu113/torch_stable.html',
],
},
'1.10.2': {
'cpu': [
'1.10.2', 'cpu', '0.11.3', 'cpu', '0.10.2', 'cpu',
'https://download.pytorch.org/whl/cpu/torch_stable.html',
],
'10.2': [
'1.10.2', 'cu102', '0.11.3', 'cu102', '0.10.2', 'cu102',
'https://download.pytorch.org/whl/cu102/torch_stable.html',
],
'11.3': [
'1.10.2', 'cu113', '0.11.3', 'cu113', '0.10.2', 'cu113',
'https://download.pytorch.org/whl/cu113/torch_stable.html',
],
},
'1.10.1': {
'cpu': [
'1.10.1', 'cpu', '0.11.2', 'cpu', '0.10.1', 'cpu',
'https://download.pytorch.org/whl/cpu/torch_stable.html',
],
'10.2': [
'1.10.1', 'cu102', '0.11.2', 'cu102', '0.10.1', 'cu102',
'https://download.pytorch.org/whl/cu102/torch_stable.html',
],
'11.1': [
'1.10.1', 'cu111', '0.11.2', 'cu111', '0.10.1', 'cu111',
'https://download.pytorch.org/whl/cu111/torch_stable.html',
],
},
'1.10.0': {
'cpu': [
'1.10.0', 'cpu', '0.11.0', 'cpu', '0.10.0', 'cpu',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.10.0', 'cu102', '0.11.0', 'cu102', '0.10.0', 'cu102',
'https://download.pytorch.org/whl/torch_stable.html',
],
'11.1': [
'1.10.0', 'cu111', '0.11.0', 'cu111', '0.10.0', 'cu111',
'https://download.pytorch.org/whl/torch_stable.html',
],
},
'1.9.1': {
'cpu': [
'1.9.1', 'cpu', '0.10.1', 'cpu', '0.9.1', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.9.1', 'cu102', '0.10.1', 'cu102', '0.9.1', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'11.1': [
'1.9.1', 'cu111', '0.10.1', 'cu111', '0.9.1', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
},
'1.9.0': {
'cpu': [
'1.9.0', 'cpu', '0.10.0', 'cpu', '0.9.0', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.9.0', 'cu102', '0.10.0', 'cu102', '0.9.0', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'11.1': [
'1.9.0', 'cu111', '0.10.0', 'cu111', '0.9.0', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
},
'1.8.1': {
'cpu': [
'1.8.1', 'cpu', '0.9.1', 'cpu', '0.8.1', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.1': [
'1.8.1', 'cu101', '0.9.1', 'cu101', '0.8.1', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.8.1', 'cu102', '0.9.1', 'cu102', '0.8.1', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'11.1': [
'1.8.1', 'cu111', '0.9.1', 'cu111', '0.8.1', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
},
'1.8.0': {
'cpu': [
'1.8.0', 'cpu', '0.9.0', 'cpu', '0.8.0', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.8.0', '', '0.9.0', '', '0.8.0', '',
'',
],
'11.1': [
'1.8.0', 'cu111', '0.9.0', 'cu111', '0.8.0', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
},
'1.7.1': {
'cpu': [
'1.7.1', 'cpu', '0.8.2', 'cpu', '0.7.2', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'9.2': [
'1.7.1', 'cu92', '0.8.2', 'cu92', '0.7.2', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.1': [
'1.7.1', 'cu101', '0.8.2', 'cu101', '0.7.2', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.7.1', '', '0.8.2', '', '0.7.2', '',
'',
],
'11.0': [
'1.7.1', 'cu110', '0.8.2', 'cu110', '0.7.2', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
},
'1.7.0': {
'cpu': [
'1.7.0', 'cpu', '0.8.1', 'cpu', '0.7.0', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'9.2': [
'1.7.0', 'cu92', '0.8.1', 'cu92', '0.7.0', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.1': [
'1.7.0', 'cu101', '0.8.1', 'cu101', '0.7.0', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.7.0', '', '0.8.1', '', '0.7.0', '',
'',
],
'11.0': [
'1.7.0', 'cu110', '0.8.1', 'cu110', '0.7.0', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
},
'1.6.0': {
'cpu': [
'1.6.0', 'cpu', '0.7.0', 'cpu', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'9.2': [
'1.6.0', 'cu92', '0.7.0', 'cu92', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.1': [
'1.6.0', 'cu101', '0.7.0', 'cu101', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.6.0', '', '0.7.0', '', '', '',
'',
],
},
'1.5.1': {
'cpu': [
'1.5.1', 'cpu', '0.6.1', 'cpu', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'9.2': [
'1.5.1', 'cu92', '0.6.1', 'cu92', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.1': [
'1.5.1', 'cu101', '0.6.1', 'cu101', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.5.1', '', '0.6.1', '', '', '',
'',
],
},
'1.5.0': {
'cpu': [
'1.5.0', 'cpu', '0.6.0', 'cpu', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'9.2': [
'1.5.0', 'cu92', '0.6.0', 'cu92', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.1': [
'1.5.0', 'cu101', '0.6.0', 'cu101', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.2': [
'1.5.0', '', '0.6.0', '', '', '',
'',
],
},
'1.4.0': {
'cpu': [
'1.4.0', 'cpu', '0.5.0', 'cpu', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'9.2': [
'1.4.0', 'cu92', '0.5.0', 'cu92', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.1': [
'1.4.0', '', '0.5.0', '', '', '',
'',
],
},
'1.2.0': {
'cpu': [
'1.2.0', 'cpu', '0.4.0', 'cpu', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'9.2': [
'1.2.0', 'cu92', '0.4.0', 'cu92', '', '',
'https://download.pytorch.org/whl/torch_stable.html',
],
'10.0': [
'1.2.0', '', '0.4.0', '', '', '',
'',
],
},
}
OS_VERSIONS = {
'ubuntu': ['14.04', '16.04', '18.04', '20.04'],
'centos': ['6', '7', '8']
}
CUDA_VERSIONS = {
'9.2': {
'version_name': '9.2',
'cudnn': '7',
'ubuntu_available': ['16.04', '18.04'],
'centos_available': ['6', '7'],
},
'10.0': {
'version_name': '10.0',
'cudnn': '7',
'ubuntu_available': ['14.04', '16.04', '18.04'],
'centos_available': ['6', '7'],
},
'10.1': {
'version_name': '10.1',
'cudnn': '7',
'ubuntu_available': ['14.04', '16.04', '18.04'],
'centos_available': ['6', '7'],
},
'10.2': {
'version_name': '10.2',
'cudnn': '7',
'ubuntu_available': ['16.04', '18.04'],
'centos_available': ['6', '7', '8'],
},
'11.0': {
'version_name': '11.0.3',
'cudnn': '8',
'ubuntu_available': ['16.04', '18.04'],
'centos_available': ['7', '8'],
},
'11.1': {
'version_name': '11.1.1',
'cudnn': '8',
'ubuntu_available': ['16.04', '18.04', '20.04'],
'centos_available': ['7', '8'],
},
'11.2': {
'version_name': '11.2.2',
'cudnn': '8',
'ubuntu_available': ['16.04', '18.04', '20.04'],
'centos_available': ['7', '8'],
},
'11.3': {
'version_name': '11.3.1',
'cudnn': '8',
'ubuntu_available': ['16.04', '18.04', '20.04'],
'centos_available': ['7', '8'],
},
'11.6': {
'version_name': '11.6.2',
'cudnn': '8',
'ubuntu_available': ['18.04', '20.04'],
'centos_available': ['7'],
},
'11.7': {
'version_name': '11.7.1',
'cudnn': '8',
'ubuntu_available': ['18.04', '20.04', '22.04'],
'centos_available': ['7'],
},
}
BUILD_SH_TEMPLATE_UBUNTU = """#!/bin/sh
export BASE_IMAGE={base_image}
export PYTHON_VERSION={python_version}
export PYTORCH_VERSION={}
export PYTORCH_VERSION_SUFFIX={}
export TORCHVISION_VERSION={}
export TORCHVISION_VERSION_SUFFIX={}
export TORCHAUDIO_VERSION={}
export TORCHAUDIO_VERSION_SUFFIX={}
export PYTORCH_DOWNLOAD_URL={}
export IMAGE_TAG={image_tag}
./docker/ubuntu/build.sh
"""
BUILD_SH_TEMPLATE_CENTOS = """#!/bin/sh
export BASE_IMAGE={base_image}
export PYTHON_VERSION={python_version}
export PYTORCH_VERSION={}
export PYTORCH_VERSION_SUFFIX={}
export TORCHVISION_VERSION={}
export TORCHVISION_VERSION_SUFFIX={}
export TORCHAUDIO_VERSION={}
export TORCHAUDIO_VERSION_SUFFIX={}
export PYTORCH_DOWNLOAD_URL={}
export IMAGE_TAG={image_tag}
./docker/centos/build.sh
"""
BUILD_SH_TEMPLATE = {
'ubuntu': BUILD_SH_TEMPLATE_UBUNTU,
'centos': BUILD_SH_TEMPLATE_CENTOS,
}
GITHUB_BUILD_YML_TEMPLATE_UBUNTU = """name: Build({name})
env:
BASE_IMAGE: "{base_image}"
PYTHON_VERSION: "{python_version}"
PYTORCH_VERSION: "{}"
PYTORCH_VERSION_SUFFIX: "{}"
TORCHVISION_VERSION: "{}"
TORCHVISION_VERSION_SUFFIX: "{}"
TORCHAUDIO_VERSION: "{}"
TORCHAUDIO_VERSION_SUFFIX: "{}"
PYTORCH_DOWNLOAD_URL: "{}"
IMAGE_TAG: "{image_tag}"
on:
push:
branches:
- main
paths:
- 'docker/ubuntu/**'
- '.github/workflows/docker_build_{name}.yml'
jobs:
build:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- name: Login DockerHub
run: docker login --username=${{{{ secrets.DOCKER_USERNAME }}}} --password=${{{{ secrets.DOCKER_PASSWORD }}}}
- name: Build docker image
run: docker/ubuntu/build.sh
- name: Push docker image
run: docker push cnstark/pytorch:${{IMAGE_TAG}}
"""
GITHUB_BUILD_YML_TEMPLATE_CENTOS = """name: Build({name})
env:
BASE_IMAGE: "{base_image}"
PYTHON_VERSION: "{python_version}"
PYTORCH_VERSION: "{}"
PYTORCH_VERSION_SUFFIX: "{}"
TORCHVISION_VERSION: "{}"
TORCHVISION_VERSION_SUFFIX: "{}"
TORCHAUDIO_VERSION: "{}"
TORCHAUDIO_VERSION_SUFFIX: "{}"
PYTORCH_DOWNLOAD_URL: "{}"
IMAGE_TAG: "{image_tag}"
on:
push:
branches:
- main
paths:
- 'docker/centos/**'
- '.github/workflows/docker_build_{name}.yml'
jobs:
build:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- name: Login DockerHub
run: docker login --username=${{{{ secrets.DOCKER_USERNAME }}}} --password=${{{{ secrets.DOCKER_PASSWORD }}}}
- name: Build docker image
run: docker/centos/build.sh
- name: Push docker image
run: docker push cnstark/pytorch:${{IMAGE_TAG}}
"""
GITHUB_BUILD_YML_TEMPLATE = {
'ubuntu': GITHUB_BUILD_YML_TEMPLATE_UBUNTU,
'centos': GITHUB_BUILD_YML_TEMPLATE_CENTOS,
}
README_TEMPLATE = '| ![pytorch{}] ![python{}] ![{}] ![{}{}] [][DockerHub] | `docker pull cnstark/pytorch:{}` |'
def generate_build_args(os_name, os_version, python_version, pytorch_version, cuda_version, cuda_flavor=None):
if os_version not in OS_VERSIONS[os_name]:
raise ValueError(f'OS {os_name} {os_version} is not available')
if cuda_version == 'cpu':
base_image = '{}:{}'.format(os_name, os_version)
image_tag = '{}-py{}-{}{}'.format(pytorch_version, python_version, os_name, os_version)
else:
if os_version not in CUDA_VERSIONS[cuda_version][os_name + '_available']:
raise ValueError(f'CUDA {cuda_version} is not available in {os_name} {os_version}!')
if cuda_flavor is None:
base_image = '{}:{}'.format(os_name, os_version)
image_tag = '{}-py{}-cuda{}-{}{}'.format(
pytorch_version, python_version, CUDA_VERSIONS[cuda_version]['version_name'],
os_name, os_version
)
else:
if cuda_flavor not in ('runtime', 'devel'):
raise ValueError(f'CUDA flavor is not available!')
base_image = 'nvidia/cuda:{}-cudnn{}-{}-{}{}'.format(
CUDA_VERSIONS[cuda_version]['version_name'], CUDA_VERSIONS[cuda_version]['cudnn'],
cuda_flavor, os_name, os_version
)
image_tag = '{}-py{}-cuda{}-{}-{}{}'.format(
pytorch_version, python_version, CUDA_VERSIONS[cuda_version]['version_name'],
cuda_flavor,os_name, os_version
)
kwargs = {
'base_image': base_image,
'python_version': python_version,
'image_tag': image_tag
}
pytorch_args = PYTORCH_VERSIONS[pytorch_version][cuda_version].copy()
for i in [1, 3, 5]:
if pytorch_args[i] != '':
pytorch_args[i] = '+' + pytorch_args[i]
return pytorch_args, kwargs
def generate_build_sh(os_name, os_version, python_version, pytorch_version, cuda_version, cuda_flavor=None, save_dir='scripts'):
pytorch_args, kwargs = generate_build_args(os_name, os_version, python_version, pytorch_version, cuda_version, cuda_flavor)
content = BUILD_SH_TEMPLATE[os_name].format(*pytorch_args, **kwargs)
file_path = os.path.join(save_dir, 'build_{}.sh'.format(kwargs['image_tag'].replace('-', '_')))
with open(file_path, 'w') as f:
f.write(content)
os.system('chmod +x {}'.format(file_path))
def generate_github_build_yml(os_name, os_version, python_version, pytorch_version, cuda_version, cuda_flavor=None, save_dir='.github/workflows'):
pytorch_args, kwargs = generate_build_args(os_name, os_version, python_version, pytorch_version, cuda_version, cuda_flavor)
kwargs['name'] = kwargs['image_tag'].replace('-', '_')
content = GITHUB_BUILD_YML_TEMPLATE[os_name].format(*pytorch_args, **kwargs)
file_path = os.path.join(save_dir, 'docker_build_{}.yml'.format(kwargs['image_tag'].replace('-', '_')))
with open(file_path, 'w') as f:
f.write(content)
print('Image \'{}\' generated, please put the following content in the README.md: '.format(kwargs['image_tag']))
print('=' * 50)
print(README_TEMPLATE.format(
pytorch_version, python_version,
'cpu' if cuda_version == 'cpu' else ('cuda' + cuda_version + ('' if cuda_flavor is None else '-' + cuda_flavor)),
os_name, os_version, kwargs['image_tag'], kwargs['image_tag']
))
print('=' * 50)
def parse_args():
parser = ArgumentParser(description='Generate docker build script.')
parser.add_argument('--os', help='Operating system.', required=True)
parser.add_argument('--os-version', help='Operating system version.', required=True)
parser.add_argument('--python', help='Python version.', required=True)
parser.add_argument('--pytorch', help='Pytorch version.', required=True)
parser.add_argument('--cuda', help='CUDA version, `cpu` means CPU version.', default='cpu')
parser.add_argument('--cuda-flavor', help='CUDA flavor, `runtime` or `devel`, default is None, means use base image')
return parser.parse_args()
if __name__ == '__main__':
args = parse_args()
generate_build_sh(args.os, args.os_version, args.python, args.pytorch, args.cuda, args.cuda_flavor)
generate_github_build_yml(args.os, args.os_version, args.python, args.pytorch, args.cuda, args.cuda_flavor)