ColossalAI/colossalai/cli/check/check_installation.py

96 lines
3.4 KiB
Python

import subprocess
import click
import torch
from torch.utils.cpp_extension import CUDA_HOME
import colossalai
def check_installation():
cuda_ext_installed = _check_cuda_extension_installed()
cuda_version, torch_version, torch_cuda_version = _check_cuda_torch()
colossalai_verison, torch_version_required, cuda_version_required = _parse_colossalai_version()
cuda_compatibility = _get_compatibility_string([cuda_version, torch_cuda_version, cuda_version_required])
torch_compatibility = _get_compatibility_string([torch_version, torch_version_required])
click.echo(f'#### Installation Report ####\n')
click.echo(f"Colossal-AI version: {colossalai_verison}")
click.echo(f'----------------------------')
click.echo(f"PyTorch Version: {torch_version}")
click.echo(f"PyTorch Version required by Colossal-AI: {torch_version_required}")
click.echo(f'PyTorch version match: {torch_compatibility}')
click.echo(f'----------------------------')
click.echo(f"System CUDA Version: {cuda_version}")
click.echo(f"CUDA Version required by PyTorch: {torch_cuda_version}")
click.echo(f"CUDA Version required by Colossal-AI: {cuda_version_required}")
click.echo(f"CUDA Version Match: {cuda_compatibility}")
click.echo(f'----------------------------')
click.echo(f"CUDA Extension: {cuda_ext_installed}")
def _get_compatibility_string(versions):
# split version into [major, minor, patch]
versions = [version.split('.') for version in versions]
for version in versions:
if len(version) == 2:
# x means unknown
version.append('x')
for idx, version_values in enumerate(zip(*versions)):
equal = len(set(version_values)) == 1
if idx in [0, 1] and not equal:
# if the major/minor versions do not match
# return a cross
return 'x'
elif idx == 1:
# if the minor versions match
# return a tick
return u'\u2713'
else:
continue
def _parse_colossalai_version():
colossalai_verison = colossalai.__version__.split('+')[0]
torch_version_required = colossalai.__version__.split('torch')[1].split('cu')[0]
cuda_version_required = colossalai.__version__.split('cu')[1]
return colossalai_verison, torch_version_required, cuda_version_required
def _check_cuda_extension_installed():
try:
import colossalai._C.fused_optim
is_cuda_extension_installed = u'\u2713'
except ImportError:
is_cuda_extension_installed = 'x'
return is_cuda_extension_installed
def _check_cuda_torch():
# get cuda version
if CUDA_HOME is None:
cuda_version = 'N/A (CUDA_HOME is not set)'
else:
raw_output = subprocess.check_output([CUDA_HOME + "/bin/nvcc", "-V"], universal_newlines=True)
output = raw_output.split()
release_idx = output.index("release") + 1
release = output[release_idx].split(".")
bare_metal_major = release[0]
bare_metal_minor = release[1][0]
cuda_version = f'{bare_metal_major}.{bare_metal_minor}'
# get torch version
torch_version = torch.__version__.split('+')[0]
# get cuda version in pytorch build
torch_cuda_major = torch.version.cuda.split(".")[0]
torch_cuda_minor = torch.version.cuda.split(".")[1]
torch_cuda_version = f'{torch_cuda_major}.{torch_cuda_minor}'
return cuda_version, torch_version, torch_cuda_version