mirror of
https://github.com/hpcaitech/ColossalAI.git
synced 2026-04-12 15:14:55 +00:00
116 lines
4.0 KiB
Python
116 lines
4.0 KiB
Python
from filecmp import cmp
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import requests
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from bs4 import BeautifulSoup
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import argparse
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import os
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import subprocess
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from packaging import version
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from functools import cmp_to_key
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WHEEL_TEXT_ROOT_URL = 'https://github.com/hpcaitech/public_assets/tree/main/colossalai/torch_build/torch_wheels'
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RAW_TEXT_FILE_PREFIX = 'https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/torch_build/torch_wheels'
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CUDA_HOME = os.environ['CUDA_HOME']
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def parse_args():
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parser = argparse.ArgumentParser()
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parser.add_argument('--torch_version', type=str)
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parser.add_argument('--nightly', action='store_true',
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help='whether this build is for nightly release, if True, will only build on the latest PyTorch version and Python 3.8')
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return parser.parse_args()
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def get_cuda_bare_metal_version():
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raw_output = subprocess.check_output([CUDA_HOME + "/bin/nvcc", "-V"], universal_newlines=True)
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output = raw_output.split()
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release_idx = output.index("release") + 1
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release = output[release_idx].split(".")
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bare_metal_major = release[0]
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bare_metal_minor = release[1][0]
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return bare_metal_major, bare_metal_minor
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def all_wheel_info():
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page_text = requests.get(WHEEL_TEXT_ROOT_URL).text
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soup = BeautifulSoup(page_text)
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all_a_links = soup.find_all('a')
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wheel_info = dict()
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for a_link in all_a_links:
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if 'cuda' in a_link.text and '.txt' in a_link.text:
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filename = a_link.text
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torch_version, cuda_version = filename.rstrip('.txt').split('-')
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cuda_version = cuda_version.lstrip('cuda')
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if torch_version not in wheel_info:
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wheel_info[torch_version] = dict()
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wheel_info[torch_version][cuda_version] = dict()
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file_text = requests.get(f'{RAW_TEXT_FILE_PREFIX}/{filename}').text
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lines = file_text.strip().split('\n')
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for line in lines:
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parts = line.split('\t')
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method, url, python_version = parts[:3]
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if len(parts) > 3:
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flags = parts[3]
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flags = ' '.join(flags.split('+'))
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else:
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flags = ''
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wheel_info[torch_version][cuda_version][python_version] = dict(method=method, url=url, flags=flags)
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return wheel_info
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def build_colossalai(wheel_info):
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cuda_version_major, cuda_version_minor = get_cuda_bare_metal_version()
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cuda_version_on_host = f'{cuda_version_major}.{cuda_version_minor}'
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for torch_version, cuda_versioned_wheel_info in wheel_info.items():
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for cuda_version, python_versioned_wheel_info in cuda_versioned_wheel_info.items():
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if cuda_version_on_host == cuda_version:
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for python_version, wheel_info in python_versioned_wheel_info.items():
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url = wheel_info['url']
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method = wheel_info['method']
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flags = wheel_info['flags']
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filename = url.split('/')[-1].replace('%2B', '+')
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cmd = f'bash ./build_colossalai_wheel.sh {method} {url} {filename} {cuda_version} {python_version} {torch_version} {flags}'
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os.system(cmd)
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def main():
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args = parse_args()
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wheel_info = all_wheel_info()
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# filter wheels on condition
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all_torch_versions = list(wheel_info.keys())
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def _compare_version(a, b):
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if version.parse(a) > version.parse(b):
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return 1
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else:
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return -1
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all_torch_versions.sort(key=cmp_to_key(_compare_version))
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if args.nightly:
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# only keep the latest version
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for key in all_torch_versions[:-1]:
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wheel_info.pop(key)
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elif args.torch_version != 'all':
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torch_versions = args.torch_version.split(',')
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# only keep the torch versions specified
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for key in all_torch_versions:
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if key not in torch_versions:
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wheel_info.pop(key)
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build_colossalai(wheel_info)
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if __name__ == '__main__':
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main()
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