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"""Utility functions to setup customized operators. |
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Please refer to https://github.com/NVlabs/stylegan2-ada-pytorch |
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""" |
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import os |
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import glob |
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import importlib |
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import hashlib |
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import shutil |
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from pathlib import Path |
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import torch |
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from torch.utils.file_baton import FileBaton |
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import torch.utils.cpp_extension |
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verbosity = 'none' |
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def _find_compiler_bindir(): |
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patterns = [ |
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'C:/Program Files (x86)/Microsoft Visual Studio/*/Professional/VC/Tools/MSVC/*/bin/Hostx64/x64', |
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'C:/Program Files (x86)/Microsoft Visual Studio/*/BuildTools/VC/Tools/MSVC/*/bin/Hostx64/x64', |
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'C:/Program Files (x86)/Microsoft Visual Studio/*/Community/VC/Tools/MSVC/*/bin/Hostx64/x64', |
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'C:/Program Files (x86)/Microsoft Visual Studio */vc/bin', |
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] |
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for pattern in patterns: |
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matches = sorted(glob.glob(pattern)) |
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if len(matches): |
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return matches[-1] |
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return None |
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def _find_compiler_bindir_posix(): |
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patterns = [ |
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'/usr/local/cuda/bin' |
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] |
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for pattern in patterns: |
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matches = sorted(glob.glob(pattern)) |
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if len(matches): |
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return matches[-1] |
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return None |
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_cached_plugins = dict() |
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def get_plugin(module_name, sources, **build_kwargs): |
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assert verbosity in ['none', 'brief', 'full'] |
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if module_name in _cached_plugins: |
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return _cached_plugins[module_name] |
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if verbosity == 'full': |
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print(f'Setting up PyTorch plugin "{module_name}"...') |
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elif verbosity == 'brief': |
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print(f'Setting up PyTorch plugin "{module_name}"... ', end='', flush=True) |
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try: |
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if os.name == 'nt' and os.system("where cl.exe >nul 2>nul") != 0: |
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compiler_bindir = _find_compiler_bindir() |
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if compiler_bindir is None: |
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raise RuntimeError(f'Could not find MSVC/GCC/CLANG installation on this computer. Check _find_compiler_bindir() in "{__file__}".') |
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os.environ['PATH'] += ';' + compiler_bindir |
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elif os.name == 'posix': |
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compiler_bindir = _find_compiler_bindir_posix() |
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if compiler_bindir is None: |
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raise RuntimeError(f'Could not find NVCC installation on this computer. Check _find_compiler_bindir_posix() in "{__file__}".') |
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os.environ['PATH'] += ';' + compiler_bindir |
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verbose_build = (verbosity == 'full') |
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source_dirs_set = set(os.path.dirname(source) for source in sources) |
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if len(source_dirs_set) == 1 and ('TORCH_EXTENSIONS_DIR' in os.environ): |
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all_source_files = sorted(list(x for x in Path(list(source_dirs_set)[0]).iterdir() if x.is_file())) |
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hash_md5 = hashlib.md5() |
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for src in all_source_files: |
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with open(src, 'rb') as f: |
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hash_md5.update(f.read()) |
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build_dir = torch.utils.cpp_extension._get_build_directory(module_name, verbose=verbose_build) |
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digest_build_dir = os.path.join(build_dir, hash_md5.hexdigest()) |
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if not os.path.isdir(digest_build_dir): |
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os.makedirs(digest_build_dir, exist_ok=True) |
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baton = FileBaton(os.path.join(digest_build_dir, 'lock')) |
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if baton.try_acquire(): |
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try: |
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for src in all_source_files: |
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shutil.copyfile(src, os.path.join(digest_build_dir, os.path.basename(src))) |
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finally: |
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baton.release() |
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else: |
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baton.wait() |
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digest_sources = [os.path.join(digest_build_dir, os.path.basename(x)) for x in sources] |
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torch.utils.cpp_extension.load(name=module_name, build_directory=build_dir, |
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verbose=verbose_build, sources=digest_sources, **build_kwargs) |
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else: |
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torch.utils.cpp_extension.load(name=module_name, verbose=verbose_build, sources=sources, **build_kwargs) |
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module = importlib.import_module(module_name) |
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except: |
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if verbosity == 'brief': |
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print('Failed!') |
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raise |
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if verbosity == 'full': |
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print(f'Done setting up PyTorch plugin "{module_name}".') |
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elif verbosity == 'brief': |
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print('Done.') |
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_cached_plugins[module_name] = module |
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return module |
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