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1898 lines (1722 loc) · 82.2 KB
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from functools import lru_cache
import os
import sys
import json
import time
import shutil
import locale
import socket
import logging
import platform
import subprocess
import cProfile
import importlib
import importlib.util
import importlib.metadata
class Dot(dict): # dot notation access to dictionary attributes
__getattr__ = dict.get
__setattr__ = dict.__setitem__
__delattr__ = dict.__delitem__
class Torch(dict):
def set(self, **kwargs):
for k, v in kwargs.items():
self[k] = v
version = {
'app': 'sd.next',
'updated': 'unknown',
'commit': 'unknown',
'branch': 'unknown',
'url': 'unknown',
'kanvas': 'unknown',
}
log = logging.getLogger('sdnext.installer')
debug = log.debug if os.environ.get('SD_INSTALL_DEBUG', None) is not None else lambda *args, **kwargs: None
setuptools, distutils = None, None # defined via ensure_base_requirements
current_branch = None
pip_log = '--log pip.log' if os.environ.get('SD_PIP_DEBUG', None) is not None else ''
log_file = os.path.join(os.path.dirname(__file__), 'sdnext.log')
hostname = socket.gethostname()
log_rolled = False
first_call = True
quick_allowed = True
errors = []
opts = {}
args = Dot({
'debug': False,
'reset': False,
'profile': False,
'upgrade': False,
'skip_extensions': False,
'skip_requirements': False,
'skip_git': False,
'skip_torch': False,
'use_directml': False,
'use_ipex': False,
'use_cuda': False,
'use_rocm': False,
'experimental': False,
'test': False,
'tls_selfsign': False,
'reinstall': False,
'version': False,
'ignore': False,
'uv': False,
})
git_commit = "unknown"
diffusers_commit = "unknown"
transformers_commit = "unknown"
restart_required = False
extensions_commit = { # force specific commit for extensions
'sd-webui-controlnet': 'ecd33eb',
'adetailer': 'a89c01d'
# 'stable-diffusion-webui-images-browser': '27fe4a7',
}
control_extensions = [ # extensions marked as safe for control ui
'NudeNet',
'IP Adapters',
'Remove background',
]
gpu_info = []
torch_info = Torch()
try:
from modules.timer import init
ts = init.ts
elapsed = init.elapsed
except Exception:
ts = lambda *args, **kwargs: None # pylint: disable=unnecessary-lambda-assignment
elapsed = lambda *args, **kwargs: None # pylint: disable=unnecessary-lambda-assignment
@lru_cache
def get_logfile():
log_size = os.path.getsize(log_file) if os.path.exists(log_file) else 0
log.info(f'Logger: file="{os.path.abspath(log_file)}" level={logging.getLevelName(logging.DEBUG if args.debug else logging.INFO)} host="{hostname}" size={log_size} mode={"append" if not log_rolled else "create"}')
return log_file
def custom_excepthook(exc_type, exc_value, exc_traceback):
import traceback
if issubclass(exc_type, KeyboardInterrupt):
sys.__excepthook__(exc_type, exc_value, exc_traceback)
return
log.error(f"Uncaught exception occurred: type={exc_type} value={exc_value}")
if exc_traceback:
format_exception = traceback.format_tb(exc_traceback)
for line in format_exception:
log.error(repr(line))
def print_dict(d):
if d is None:
return ''
return ' '.join([f'{k}={v}' for k, v in d.items()])
def env_flag(name: str, default: bool = False) -> bool:
value = os.environ.get(name)
if value is None:
return default
return str(value).strip().lower() in ('1', 'true', 'yes', 'on')
def print_profile(profiler: cProfile.Profile, msg: str):
profiler.disable()
from modules.errors import profile
profile(profiler, msg)
def package_version(package):
try:
return importlib.metadata.version(package)
except Exception:
return None
def package_spec(package):
try:
return importlib.metadata.distribution(package)
except Exception:
try:
return importlib.metadata.distribution(package.lower())
except Exception:
try:
return importlib.metadata.distribution(package.replace('_', '-'))
except Exception:
return None
# check if package is installed
def installed(package, friendly: str | None = None, quiet = False): # pylint: disable=redefined-outer-name
t_start = time.time()
ok = True
try:
if friendly:
pkgs = friendly.split()
else:
pkgs = [p for p in package.split() if not p.startswith('-') and not p.startswith('=') and not p.startswith('git+')]
pkgs = [p.split('/')[-1] for p in pkgs] # get only package name if installing from url
for pkg in pkgs:
if '!=' in pkg:
p = pkg.split('!=')
return True # check for not equal always return true
elif '>=' in pkg:
p = pkg.split('>=')
else:
p = pkg.split('==')
spec = package_spec(p[0])
ok = ok and spec is not None
if ok:
pkg_version = package_version(p[0])
if len(p) > 1:
exact = pkg_version == p[1]
if not exact and not quiet:
if args.experimental:
log.warning(f'Install: package="{p[0]}" installed={pkg_version} required={p[1]} allowing experimental')
else:
log.warning(f'Install: package="{p[0]}" installed={pkg_version} required={p[1]} updating...')
global restart_required # pylint: disable=global-statement
restart_required = True
ok = ok and (exact or args.experimental)
else:
if not quiet:
log.debug(f'Install: package="{p[0]}" install required')
ts('installed', t_start)
return ok
except Exception as e:
log.error(f'Install: package="{pkgs}" {e}')
ts('installed', t_start)
return False
def uninstall(package, quiet = False):
t_start = time.time()
packages = package if isinstance(package, list) else [package]
txt = ''
for p in packages:
if installed(p, p, quiet=True):
if not quiet:
log.warning(f'Package: {p} uninstall')
_result, _txt = pip(f"uninstall {p} --yes --quiet", ignore=True, quiet=True, uv=False)
txt += _txt
ts('uninstall', t_start)
return txt
def uv_info():
uv_version = None
uv_cache_dir = None
uv_cache_active = False
uv_local = os.path.join(sys.prefix, "bin", "uv") # Prefer uv inside the venv
if os.path.exists(uv_local):
uv_version = subprocess.check_output([uv_local, "--version"], text=True).strip()
uv_cache_dir = subprocess.check_output([uv_local, "cache", "dir"], text=True).strip()
uv_global = shutil.which("uv") # Fallback: system uv
if uv_global:
uv_version = subprocess.check_output([uv_global, "--version"], text=True).strip()
uv_cache_dir = subprocess.check_output([uv_global, "cache", "dir"], text=True).strip()
uv_cache_disabled = os.environ.get("UV_NO_CACHE") == "1"
site = next(p for p in sys.path if p.endswith("site-packages"))
if uv_cache_dir and not uv_cache_disabled:
for root, _dirs, files in os.walk(site):
for f in files:
full = os.path.join(root, f)
try:
st = os.stat(full)
except FileNotFoundError:
continue
if st.st_nlink > 1: # Hardlink count > 1 means deduped
uv_cache_active = True
cache_path = os.path.join(uv_cache_dir, f) # Or check if inode matches something in cache
if os.path.exists(cache_path):
if os.stat(cache_path).st_ino == st.st_ino:
uv_cache_active = True
log.debug(f'Package manager: app=uv version="{uv_version}" folder="{uv_cache_dir}" dedup={uv_cache_active}')
def run(cmd: str, *nargs: str, **kwargs):
options = {
"check": False,
"env": os.environ,
}
options |= kwargs # Override defaults with passed kwargs
argstr = " ".join(nargs)
result = subprocess.run(f'"{cmd}" {argstr}', **options, shell=True, capture_output=True, text=True)
result.stdout = result.stdout.strip()
result.stderr = result.stderr.strip()
txt = result.stdout
if result.stderr:
# Put newline between outputs only if stdout isn't empty
txt += "\n" + result.stderr if txt else result.stderr
return result, txt
def cleanup_broken_packages():
"""Remove dist-info directories with missing RECORD files that uv may have left behind"""
try:
import site
for site_dir in site.getsitepackages():
if not os.path.isdir(site_dir):
continue
for entry in os.listdir(site_dir):
if not entry.endswith('.dist-info'):
continue
dist_info = os.path.join(site_dir, entry)
record_file = os.path.join(dist_info, 'RECORD')
if not os.path.isfile(record_file):
pkg_name = entry.split('-')[0]
log.warning(f'Install: package={pkg_name} path="{dist_info}" removing metadata')
shutil.rmtree(dist_info, ignore_errors=True)
except Exception:
pass
def pip(arg: str, ignore: bool = False, quiet: bool = True, *, uv = True, constraints = True) -> tuple[subprocess.CompletedProcess | None, str]:
t_start = time.time()
originalArg = arg
arg = arg.replace('>=', '==').strip()
if opts.get('offline_mode', False):
log.warning('Offline mode enabled')
return None, 'offline'
package = arg.replace("install", "").replace("--upgrade", "").replace("--no-deps", "").replace("--force-reinstall", "").strip()
# uv = uv and args.uv and not package.startswith('git+')
uv = uv and args.uv
pipCmd = "uv pip" if uv else "pip"
if not quiet and '-r ' not in arg:
log.info(f'Install: package="{package}" mode={"uv" if uv else "pip"}')
env_args = os.environ.get("PIP_EXTRA_ARGS", "").strip()
all_args: list[str] = []
if pip_log:
all_args.append(pip_log)
all_args.append(arg)
if env_args:
all_args.append(env_args)
if constraints and "-c " not in env_args and arg.startswith("install"):
all_args.append("-c constraints.txt")
if not quiet:
log.debug(f'Running: {pipCmd}="{" ".join(all_args)}"')
if uv:
result, output = run("uv", "pip", *all_args)
else:
result, output = run(sys.executable, "-m", pipCmd, *all_args)
if len(result.stderr) > 0:
if uv and result.returncode != 0:
log.warning(f'Install: cmd="{pipCmd}" args="{" ".join(all_args)}" cannot use uv, fallback to pip')
debug(f'Install: uv pip error: {result.stderr}')
cleanup_broken_packages()
return pip(originalArg, ignore, quiet, uv=False)
if os.environ.get('SD_INSTALL_DEBUG', None) is not None:
log.debug(f'PIP cmd="{pipCmd}": {output}')
if result.returncode != 0 and not ignore:
errors.append(f'pip: {package}')
log.error(f'Install: {pipCmd}: {arg}')
log.debug(f'Install: pip code={result.returncode} stdout={result.stdout} stderr={result.stderr} output={output}')
ts('pip', t_start)
return result, output
# install package using pip if not already installed
def install(package, friendly: str | None = None, ignore: bool = False, reinstall: bool = False, no_deps: bool = False, quiet: bool = False, force: bool = False, no_build_isolation: bool = False):
t_start = time.time()
res = ''
force = force or args.reinstall
if args.reinstall or args.upgrade:
global quick_allowed # pylint: disable=global-statement
quick_allowed = False
if args.reinstall or reinstall or not installed(package, friendly, quiet=quiet):
deps = '' if not no_deps else '--no-deps '
isolation = '' if not no_build_isolation else '--no-build-isolation '
cmd = f"install{' --upgrade' if not args.uv else ''}{' --force-reinstall' if force else ''} {deps}{isolation}{package}"
res = pip(cmd, ignore=ignore, uv=package != "uv" and not package.startswith('git+'))
ts('install', t_start)
return res
# execute git command
def git(arg: str, folder: str | None= None, ignore: bool = False, optional: bool = False): # pylint: disable=unused-argument
t_start = time.time()
if args.skip_git:
return ''
if 'google.colab' in sys.modules:
return ''
git_cmd = os.environ.get('GIT', "git")
if git_cmd != "git":
git_cmd = os.path.abspath(git_cmd)
result, txt = run(git_cmd, arg, cwd=folder or ".")
if result.returncode != 0 and not ignore:
if folder is None:
folder = 'root'
if "couldn't find remote ref" in txt: # not a git repo
log.error(f'Git: folder="{folder}" could not identify repository')
elif "no submodule mapping found" in txt:
log.warning(f'Git: folder="{folder}" submodules changed')
elif 'or stash them' in txt:
log.warning(f'Git: folder="{folder}" local changes detected')
else:
log.error(f'Git: folder="{folder}" arg="{arg}" output={txt}')
errors.append(f'git: {folder}')
ts('git', t_start)
return txt
# reattach as needed as head can get detached
def branch(folder=None):
# if args.experimental:
# return None
t_start = time.time()
if not os.path.exists(os.path.join(folder or os.curdir, '.git')):
return None
branches = []
try:
b = git('branch --show-current', folder, optional=True)
if b == '':
branches = git('branch', folder).split('\n')
marked = [x for x in branches if x.startswith('*')]
if len(branches) > 0 and len(marked) > 0:
b = marked[0]
if 'detached' in b and len(branches) > 1:
b = branches[1].strip()
log.debug(f'Git detached head detected: folder="{folder}" reattach={b}')
except Exception:
b = git('git rev-parse --abbrev-ref HEAD', folder, optional=True)
if 'main' in b:
b = 'main'
elif 'master' in b:
b = 'master'
else:
b = b.split('\n')[0].replace('*', '').strip()
log.debug(f'Git submodule: {folder} / {b}')
git(f'checkout {b}', folder, ignore=True, optional=True)
ts('branch', t_start)
return b
# restart process
def restart(argv: list | None = None):
argv = argv if isinstance(argv, list) else sys.argv
log.critical('Restarting process...')
os.execv(sys.executable, ['python'] + argv)
# update git repository
def update(folder, keep_branch = False, rebase = True):
t_start = time.time()
try:
git('config rebase.Autostash true')
except Exception:
pass
arg = '--rebase --force' if rebase else ''
if keep_branch:
res = git(f'pull {arg}', folder)
debug(f'Install update: folder={folder} args={arg} {res}')
else:
b = branch(folder)
if b is None:
res = git(f'pull {arg}', folder)
debug(f'Install update: folder={folder} branch={b} args={arg} {res}')
else:
res = git(f'pull origin {b} {arg}', folder)
debug(f'Install update: folder={folder} branch={b} args={arg} {res}')
if not args.experimental:
commit = extensions_commit.get(os.path.basename(folder), None)
if commit is not None:
res = git(f'checkout {commit}', folder)
debug(f'Install update: folder={folder} branch={b} args={arg} commit={commit} {res}')
ts('update', t_start)
return res
# clone git repository
def clone(url, folder, commithash=None):
t_start = time.time()
if os.path.exists(folder):
if commithash is None:
update(folder)
else:
current_hash = git('rev-parse HEAD', folder).strip()
if current_hash != commithash:
res = git('fetch', folder)
debug(f'Install clone: {res}')
git(f'checkout {commithash}', folder)
return
else:
log.info(f'Cloning repository: {url}')
git(f'clone "{url}" "{folder}"')
if commithash is not None:
git(f'-C "{folder}" checkout {commithash}')
ts('clone', t_start)
def get_platform():
try:
if platform.system() == 'Windows':
release = platform.platform(aliased = True, terse = False)
else:
release = platform.release()
return {
'arch': platform.machine(),
'cpu': f'{platform.processor()}',
'system': platform.system(),
'release': release,
'python': platform.python_version(),
'locale': locale.getlocale(),
'setuptools': package_version('setuptools'),
'docker': os.environ.get('SD_DOCKER', None) is not None,
'pip': package_version('pip'),
'uv': package_version('uv'),
# 'host': platform.node(),
# 'version': platform.version(),
}
except Exception as e:
return { 'error': e }
# check python version
def check_python(supported_minors=None, experimental_minors=None, reason=None):
if experimental_minors is None:
experimental_minors = []
if supported_minors is None:
supported_minors = []
if supported_minors is None or len(supported_minors) == 0:
supported_minors = [10, 11, 12, 13]
experimental_minors = [14]
t_start = time.time()
if args.quick:
return
log.info(f'Python: version={platform.python_version()} platform={platform.system()} bin="{sys.executable}" venv="{sys.prefix}"')
if sys.prefix == getattr(sys, "base_prefix", sys.prefix) and 'venv' not in sys.prefix.lower():
log.warning('Python: virtual environment not detected')
if int(sys.version_info.minor) == 9:
log.error(f"Python: version={platform.python_version()} is end-of-life")
if int(sys.version_info.minor) == 10:
log.warning(f"Python: version={platform.python_version()} is not actively supported")
if int(sys.version_info.minor) >= 12:
os.environ.setdefault('SETUPTOOLS_USE_DISTUTILS', 'local') # hack for python 3.11 setuptools
if int(sys.version_info.minor) >= 13:
# log.warning(f"Python: version={platform.python_version()} not all features are available")
pass
if not (int(sys.version_info.major) == 3 and int(sys.version_info.minor) in supported_minors):
if (int(sys.version_info.major) == 3 and int(sys.version_info.minor) in experimental_minors):
log.warning(f"Python experimental: {sys.version_info.major}.{sys.version_info.minor}.{sys.version_info.micro}")
if reason is not None:
log.error(reason)
if not args.ignore and not args.experimental:
sys.exit(1)
else:
log.error(f"Python incompatible: current {sys.version_info.major}.{sys.version_info.minor}.{sys.version_info.micro} required 3.{supported_minors}")
if reason is not None:
log.error(reason)
if not args.ignore and not args.experimental:
sys.exit(1)
if not args.skip_git:
git_cmd = os.environ.get('GIT', "git")
if shutil.which(git_cmd) is None:
log.error('Git not found')
if not args.ignore:
sys.exit(1)
else:
git_version = git('--version', folder=None, ignore=False)
log.debug(f'Git: version={git_version.replace("git version", "").strip()}')
if ' ' in sys.executable:
log.warning(f'Python: path="{sys.executable}" contains spaces which may cause issues')
ts('python', t_start)
# check diffusers version
def check_diffusers():
t_start = time.time()
if args.skip_all:
return
target_commit = "d1f8e55c3b6e3ac42d6303a8805ded1c2a4bdd0e" # diffusers commit hash == 0.39.0.dev0 == 06-15-2026
# if args.use_rocm or args.use_zluda or args.use_directml:
# sha = '043ab2520f6a19fce78e6e060a68dbc947edb9f9' # lock diffusers versions for now
pkg = package_spec('diffusers')
parts = pkg.version.split('.') if pkg is not None else []
minor = int(parts[1]) if len(parts) > 1 else -1
current = opts.get('diffusers_version', '') if minor > -1 else ''
if (minor == -1) or ((current != target_commit) and (not args.experimental)):
if minor == -1:
log.info(f'Install: package="diffusers" commit={target_commit}')
else:
log.info(f'Update: package="diffusers" current={pkg.version} hash={current} target={target_commit}')
pip('uninstall --yes diffusers', ignore=True, quiet=True, uv=False)
if args.skip_git:
log.warning('Git: marked as not available but required for diffusers installation')
pip(f'install --upgrade git+https://github.com/huggingface/diffusers@{target_commit}', ignore=False, quiet=True, uv=False)
global diffusers_commit # pylint: disable=global-statement
diffusers_commit = target_commit
ts('diffusers', t_start)
# check transformers version
def check_transformers():
t_start = time.time()
if args.skip_all or args.skip_git or args.experimental:
return
pkg_transformers = package_spec('transformers')
pkg_tokenizers = package_spec('tokenizers')
# target_commit = '753d61104116eefc8ffc977327b441ee0c8d599f' # transformers commit hash == 4.57.6
# target_commit = "380e3cc5d59912a48508cb6d4959a31cd460e12e" # transformers commit hash == 5.5.0.dev-0409
target_commit = "d242bb790bcbbe6c9a20e46cf9d70648739a90bf" # transformers commit hash == 5.13.0.dev0 == 06-15-2026
if args.use_directml:
target_transformers = '4.52.4'
target_tokenizers = '0.21.4'
else:
# target_transformers = '4.57.6'
target_transformers = None
target_tokenizers = '0.23.1'
if target_transformers is not None:
# Pinned release version (e.g. DirectML)
if args.reinstall or (pkg_transformers is None) or ((pkg_transformers.version != target_transformers) or (pkg_tokenizers is None) or ((pkg_tokenizers.version != target_tokenizers) and (not args.experimental))):
if pkg_transformers is None:
log.info(f'Install: package="transformers" version={target_transformers}')
else:
log.info(f'Update: package="transformers" current={pkg_transformers.version} target={target_transformers}')
pip('uninstall --yes transformers', ignore=True, quiet=True)
pip(f'install --upgrade tokenizers=={target_tokenizers}', ignore=False, quiet=True)
pip(f'install --upgrade transformers=={target_transformers}', ignore=False, quiet=True)
else:
# Git commit-pinned version
current = opts.get('transformers_version', '')
if args.reinstall or (pkg_transformers is None) or (pkg_transformers.version.startswith('4')) or (current != target_commit):
if pkg_transformers is None:
log.info(f'Install: package="transformers" commit={target_commit}')
else:
log.info(f'Update: package="transformers" current={pkg_transformers.version} hash={current} target={target_commit}')
pip('uninstall --yes transformers', ignore=True, quiet=True)
pip(f'install --upgrade tokenizers=={target_tokenizers}', ignore=False, quiet=True)
pip(f'install --upgrade git+https://github.com/huggingface/transformers@{target_commit}', ignore=False, quiet=True)
global transformers_commit # pylint: disable=global-statement
transformers_commit = target_commit
ts('transformers', t_start)
# check onnx version
def check_onnx():
t_start = time.time()
if args.skip_all or args.skip_requirements:
return
if not installed('onnx', quiet=True):
install('onnx', 'onnx', ignore=True)
if not installed('onnxruntime', quiet=True) and not (installed('onnxruntime-gpu', quiet=True) or installed('onnxruntime-openvino', quiet=True) or installed('onnxruntime-training', quiet=True)): # allow either
install(os.environ.get('ONNXRUNTIME_COMMAND', 'onnxruntime'), ignore=True)
ts('onnx', t_start)
def install_cuda():
t_start = time.time()
log.info('CUDA: nVidia toolkit detected')
ts('cuda', t_start)
if args.use_nightly:
cmd = os.environ.get('TORCH_COMMAND', '--upgrade --pre torch torchvision --index-url https://download.pytorch.org/whl/nightly/cu132 --extra-index-url https://download.pytorch.org/whl/nightly/cu130')
else:
cmd = os.environ.get('TORCH_COMMAND', 'torch==2.12.0+cu130 torchvision==0.27.0+cu130 --index-url https://download.pytorch.org/whl/cu130')
return cmd
def install_rocm_zluda():
torch_command = ''
t_start = time.time()
if args.skip_all or args.skip_requirements:
return torch_command
from modules import rocm
amd_gpus = []
try:
amd_gpus = rocm.get_agents()
except Exception as e:
log.warning(f'ROCm agent enumerator failed: {e}')
#os.environ.setdefault('TENSORFLOW_PACKAGE', 'tensorflow')
device = None
if len(amd_gpus) == 0:
log.warning('ROCm: no agent was found')
else:
log.info(f'ROCm: agents={[gpu.name for gpu in amd_gpus]}')
if args.device_id is None:
index = 0
for idx, gpu in enumerate(amd_gpus):
index = idx
if not gpu.is_apu:
# although apu was found, there can be a dedicated card. do not break loop.
# if no dedicated card was found, apu will be used.
break
os.environ.setdefault('HIP_VISIBLE_DEVICES', str(index))
device = amd_gpus[index]
else:
device_id = int(args.device_id)
if device_id < len(amd_gpus):
device = amd_gpus[device_id]
if sys.platform == "win32" and (not args.use_zluda) and (device is not None) and (device.therock is not None) and not installed("rocm"):
check_python(supported_minors=[11, 12, 13], reason='ROCm backend requires a Python version between 3.11 and 3.13')
install(f"rocm[devel,libraries] --index-url https://rocm.nightlies.amd.com/{device.therock}")
rocm.refresh()
msg = f'ROCm: version={rocm.version}'
if device is not None:
msg += f', using agent {device}'
log.info(msg)
if sys.platform == "win32":
if args.use_zluda:
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.7.1+cu118 torchvision==0.22.1+cu118 --index-url https://download.pytorch.org/whl/cu118')
if args.device_id is not None:
if os.environ.get('HIP_VISIBLE_DEVICES', None) is not None:
log.warning('Setting HIP_VISIBLE_DEVICES and --device-id at the same time may be mistake.')
os.environ['HIP_VISIBLE_DEVICES'] = args.device_id
del args.device_id
from modules import zluda_installer
try:
if args.reinstall or zluda_installer.is_reinstall_needed():
zluda_installer.uninstall()
zluda_installer.install()
zluda_installer.set_default_agent(device)
except Exception as e:
log.error(f'Install ZLUDA: {e}')
try:
zluda_installer.load()
except Exception as e:
log.error(f'Load ZLUDA: {e}')
else: # TODO rocm: switch to pytorch source when it becomes available
if device is None:
log.error('ROCm: no agent found - make sure that graphics driver is installed and up to date')
if isinstance(rocm.environment, rocm.PythonPackageEnvironment):
check_python(supported_minors=[11, 12, 13], reason='ROCm: python==3.11/3.12/3.13 required')
torch_command = os.environ.get('TORCH_COMMAND', f'torch torchvision --index-url https://rocm.nightlies.amd.com/{device.therock}')
else:
check_python(supported_minors=[12], reason='ROCm: Windows preview python==3.12 required')
# torch 2.8.0a0 is the last version with rocm 6.4 support
torch_command = os.environ.get('TORCH_COMMAND', '--no-cache-dir https://repo.radeon.com/rocm/windows/rocm-rel-6.4.4/torch-2.8.0a0%2Bgitfc14c65-cp312-cp312-win_amd64.whl https://repo.radeon.com/rocm/windows/rocm-rel-6.4.4/torchvision-0.24.0a0%2Bc85f008-cp312-cp312-win_amd64.whl')
else:
#check_python(supported_minors=[10, 11, 12, 13, 14], reason='ROCm backend requires a Python version between 3.10 and 3.13')
if args.use_nightly:
if rocm.version is None or float(rocm.version) >= 7.2: # assume the latest if version check fails
torch_command = os.environ.get('TORCH_COMMAND', '--upgrade --pre torch torchvision --index-url https://download.pytorch.org/whl/nightly/rocm7.2')
else: # oldest rocm version on nightly is 7.1
torch_command = os.environ.get('TORCH_COMMAND', '--upgrade --pre torch torchvision --index-url https://download.pytorch.org/whl/nightly/rocm7.1')
else:
if rocm.version is None or float(rocm.version) >= 7.2: # assume the latest if version check fails
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.12.0+rocm7.2 torchvision==0.27.0+rocm7.2 --index-url https://download.pytorch.org/whl/rocm7.2')
elif rocm.version == "7.1":
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.12.0+rocm7.1 torchvision==0.27.0+rocm7.1 --index-url https://download.pytorch.org/whl/rocm7.1')
elif rocm.version == "7.0":
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.10.0+rocm7.0 torchvision==0.25.0+rocm7.0 --index-url https://download.pytorch.org/whl/rocm7.0')
elif rocm.version == "6.4":
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.9.1+rocm6.4 torchvision==0.24.1+rocm6.4 --index-url https://download.pytorch.org/whl/rocm6.4')
elif rocm.version == "6.3":
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.9.1+rocm6.3 torchvision==0.24.1+rocm6.3 --index-url https://download.pytorch.org/whl/rocm6.3')
elif rocm.version == "6.2":
# use rocm 6.2.4 instead of 6.2 as torch==2.7.1+rocm6.2 doesn't exists
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.7.1+rocm6.2.4 torchvision==0.22.1+rocm6.2.4 --index-url https://download.pytorch.org/whl/rocm6.2.4')
elif rocm.version == "6.1":
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.6.0+rocm6.1 torchvision==0.21.0+rocm6.1 --index-url https://download.pytorch.org/whl/rocm6.1')
else:
# lock to 2.4.1 instead of 2.5.1 for performance reasons there are no support for torch 2.6 for rocm 6.0
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.4.1+rocm6.0 torchvision==0.19.1+rocm6.0 --index-url https://download.pytorch.org/whl/rocm6.0')
if float(rocm.version) < 6.0:
log.warning(f"ROCm: unsupported version={rocm.version}")
log.warning("ROCm: minimum supported version=6.0")
if device is None or os.environ.get("HSA_OVERRIDE_GFX_VERSION", None) is not None:
log.info(f'ROCm: HSA_OVERRIDE_GFX_VERSION auto config skipped: device={device} version={os.environ.get("HSA_OVERRIDE_GFX_VERSION", None)}')
else:
gfx_ver = device.get_gfx_version()
if gfx_ver is not None and device.name.removeprefix("gfx") != gfx_ver.replace(".", ""):
os.environ.setdefault('HSA_OVERRIDE_GFX_VERSION', gfx_ver)
log.info(f'ROCm: HSA_OVERRIDE_GFX_VERSION config overridden: device={device} version={os.environ.get("HSA_OVERRIDE_GFX_VERSION", None)}')
ts('amd', t_start)
return torch_command
def install_ipex():
t_start = time.time()
args.use_ipex = True # pylint: disable=attribute-defined-outside-init
log.info('IPEX: Intel OneAPI toolkit detected')
if args.use_nightly:
torch_command = os.environ.get('TORCH_COMMAND', '--upgrade --pre torch torchvision --extra-index-url https://download.pytorch.org/whl/nightly/xpu')
else:
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.12.0+xpu torchvision==0.27.0+xpu --extra-index-url https://download.pytorch.org/whl/xpu')
ts('ipex', t_start)
return torch_command
def install_openvino():
t_start = time.time()
log.info('Backend: OpenVINO')
os.environ.setdefault('PYTORCH_TRACING_MODE', 'TORCHFX')
if sys.platform == 'darwin':
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.11.0 torchvision==0.26.0')
else:
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.11.0+cpu torchvision==0.26.0 --index-url https://download.pytorch.org/whl/cpu')
if not (args.skip_all or args.skip_requirements):
install(os.environ.get('OPENVINO_COMMAND', 'openvino==2026.1.0'), 'openvino')
ts('openvino', t_start)
return torch_command
def install_torch_addons():
t_start = time.time()
triton_command = os.environ.get('TRITON_COMMAND', None)
if triton_command is not None and triton_command != 'skip':
install(triton_command, 'triton', quiet=True)
xformers_package = os.environ.get('XFORMERS_PACKAGE', '--pre xformers') if opts.get('cross_attention_optimization', '') == 'xFormers' or args.use_xformers else 'none'
if 'xformers' in xformers_package:
try:
install(xformers_package, ignore=True, no_deps=True)
except Exception as e:
log.debug(f'xFormers cannot install: {e}')
elif not args.experimental and not args.use_xformers and opts.get('cross_attention_optimization', '') != 'xFormers':
uninstall('xformers')
if opts.get('cuda_compile_backend', '') == 'hidet':
install('hidet', 'hidet')
if opts.get('cuda_compile_backend', '') == 'deep-cache':
install('DeepCache')
if opts.get('cuda_compile_backend', '') == 'olive-ai':
install('olive-ai')
if opts.get('samples_format', 'jpg') == 'jxl' or opts.get('grid_format', 'jpg') == 'jxl':
install('pillow-jxl-plugin==1.3.7', 'pillow-jxl-plugin')
if not args.experimental:
uninstall('wandb', quiet=True)
uninstall('pynvml', quiet=True)
ts('addons', t_start)
# check cudnn
def check_cudnn():
import site
site_packages = site.getsitepackages()
cuda_path = os.environ.get('CUDA_PATH', '')
if cuda_path == '':
for site_package in site_packages:
folder = os.path.join(site_package, 'nvidia', 'cudnn', 'lib')
if os.path.exists(folder) and folder not in cuda_path:
cuda_path = f"{cuda_path}:{folder}"
if cuda_path.startswith(':'):
cuda_path = cuda_path[1:]
os.environ['CUDA_PATH'] = cuda_path
def get_cuda_arch(capability):
major, minor = capability
if torch_info.get('cuda', None) is not None:
mapping = {
12: "Blackwell",
10: "Blackwell",
9: "Hopper",
8: "Ada Lovelace" if minor == 9 else "Ampere",
7: "Turing" if minor == 5 else "Volta",
6: "Pascal",
5: "Maxwell",
4: "Kepler",
3: "Kepler",
2: "Fermi",
}
name = mapping.get(major, "")
elif torch_info.get('rocm', None) is not None:
mapping = {
(8, 0): "GCN",
(9, 0): "Vega",
(9, 4): "Vega",
(9, 6): "Vega",
(10, 1): "RDNA1",
(10, 3): "RDNA2",
(11, 0): "RDNA3",
(11, 5): "CDNA3",
}
name = mapping.get((major, minor), "")
else:
name = ''
return f"{major}.{minor} {name}"
# check torch version
def check_torch():
log.info('Torch: verifying installation')
t_start = time.time()
if args.skip_torch:
log.info('Torch: skip tests')
return
if args.profile:
pr = cProfile.Profile()
pr.enable()
allow_cuda = not (args.use_rocm or args.use_directml or args.use_ipex or args.use_openvino)
allow_rocm = not (args.use_cuda or args.use_directml or args.use_ipex or args.use_openvino)
allow_ipex = not (args.use_cuda or args.use_rocm or args.use_directml or args.use_openvino)
allow_directml = not (args.use_cuda or args.use_rocm or args.use_ipex or args.use_openvino)
allow_openvino = not (args.use_cuda or args.use_rocm or args.use_ipex or args.use_directml)
log.debug(f'Torch overrides: cuda={args.use_cuda} rocm={args.use_rocm} ipex={args.use_ipex} directml={args.use_directml} openvino={args.use_openvino} zluda={args.use_zluda}')
# log.debug(f'Torch allowed: cuda={allow_cuda} rocm={allow_rocm} ipex={allow_ipex} diml={allow_directml} openvino={allow_openvino}')
torch_command = os.environ.get('TORCH_COMMAND', '')
if sys.platform != 'win32':
if args.use_zluda:
log.error('ZLUDA is only supported on Windows')
if args.use_directml:
log.error('DirectML is only supported on Windows')
if torch_command != '':
is_cuda_available = False
is_ipex_available = False
is_rocm_available = False
else:
is_cuda_available = allow_cuda and (args.use_cuda or shutil.which('nvidia-smi') is not None or os.path.exists(os.path.join(os.environ.get('SystemRoot') or r'C:\Windows', 'System32', 'nvidia-smi.exe')))
is_ipex_available = allow_ipex and (args.use_ipex or shutil.which('sycl-ls') is not None or shutil.which('sycl-ls.exe') is not None or os.environ.get('ONEAPI_ROOT') is not None or os.path.exists('/opt/intel/oneapi') or os.path.exists("C:/Program Files (x86)/Intel/oneAPI") or os.path.exists("C:/oneAPI") or os.path.exists("C:/Program Files/Intel/Intel Graphics Software"))
is_rocm_available = False
if not is_cuda_available and not is_ipex_available and allow_rocm:
from modules import rocm
is_rocm_available = allow_rocm and (args.use_rocm or args.use_zluda or rocm.is_installed) # late eval to avoid unnecessary import
if is_cuda_available and args.use_cuda: # prioritize cuda
torch_command = install_cuda()
elif is_rocm_available and (args.use_rocm or args.use_zluda): # prioritize rocm
torch_command = install_rocm_zluda()
elif allow_ipex and args.use_ipex: # prioritize ipex
torch_command = install_ipex()
elif allow_openvino and args.use_openvino: # prioritize openvino
torch_command = install_openvino()
elif is_cuda_available:
torch_command = install_cuda()
elif is_rocm_available:
torch_command = install_rocm_zluda()
elif is_ipex_available:
torch_command = install_ipex()
else:
machine = platform.machine()
if sys.platform == 'darwin':
torch_command = os.environ.get('TORCH_COMMAND', 'torch torchvision')
elif allow_directml and args.use_directml and ('arm' not in machine and 'aarch' not in machine):
log.info('DirectML: selected')
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.4.1 torchvision torch-directml==0.2.4.dev240913')
if 'torch' in torch_command and not args.version:
install(torch_command, 'torch torchvision')
install('onnxruntime-directml', 'onnxruntime-directml', ignore=True)
else:
log.warning('Torch: CPU-only version installed')
torch_command = os.environ.get('TORCH_COMMAND', 'torch torchvision')
if args.version:
return
if 'torch' in torch_command:
if not installed('torch') or args.reinstall:
log.info(f'Install: package="torch" cmd="{torch_command}" download and install in progress... ')
install('--upgrade pip', 'pip', reinstall=args.reinstall) # pytorch rocm is too large for older pip
install(torch_command, 'torch torchvision', quiet=False)
try:
import torch
try:
import intel_extension_for_pytorch as ipex # pylint: disable=import-error, unused-import
log.info(f'Torch backend: type=IPEX version={ipex.__version__}')
except Exception:
pass
torch_info.set(version=torch.__version__)
if 'cpu' in torch.__version__:
try:
if is_cuda_available:
if args.use_cuda:
log.warning(f'Torch: version="{torch.__version__}" CPU version installed and CUDA is selected - reinstalling')
install(torch_command, 'torch torchvision', quiet=True, reinstall=True, force=True) # foce reinstall
else:
log.warning(f'Torch: version="{torch.__version__}" CPU version installed and CUDA is available - consider reinstalling')
elif is_rocm_available:
if args.use_rocm:
log.warning(f'Torch: version="{torch.__version__}" CPU version installed and ROCm is selected - reinstalling')
install(torch_command, 'torch torchvision', quiet=True, reinstall=True, force=True) # foce reinstall
else:
log.warning(f'Torch: version="{torch.__version__}" CPU version installed and ROCm is available - consider reinstalling')
if args.use_openvino:
torch_info.set(type='openvino')
else:
torch_info.set(type='cpu')
except Exception as e:
log.error(f'Torch: type=cpu {e}')
if hasattr(torch, "xpu") and torch.xpu.is_available() and allow_ipex:
try:
if shutil.which('icpx') is not None:
log.info(f'{os.popen("icpx --version").read().rstrip()}')
torch_info.set(type='xpu')
for device in range(torch.xpu.device_count()):
props = torch.xpu.get_device_properties(device)
gpu = {
'gpu': torch.xpu.get_device_name(device),
'platform': props.platform_name,
'driver': props.driver_version,
'vram': round(props.total_memory / 1024 / 1024),
'units': props.max_compute_units,
}
log.info(f'Torch detected: {gpu}')
gpu_info.append(gpu)
except Exception as e:
log.error(f'Torch: type=xpu {e}')
if torch.cuda.is_available() and (allow_cuda or allow_rocm):
try:
if args.use_zluda:
torch_info.set(type="zluda", cuda=torch.version.cuda)
elif torch.version.cuda and allow_cuda:
torch_info.set(type='cuda', cuda=torch.version.cuda, cudnn=torch.backends.cudnn.version() if torch.backends.cudnn.is_available() else 'N/A')
elif torch.version.hip and allow_rocm:
torch_info.set(type='rocm', hip=torch.version.hip)
else:
log.warning('Torch backend: cannot detect type')
log.info(f"Torch backend: {torch_info}")
for device in [torch.cuda.device(i) for i in range(torch.cuda.device_count())]:
props = torch.cuda.get_device_properties(device)
gpu = {
'gpu': torch.cuda.get_device_name(device),
'vram': round(props.total_memory / 1024 / 1024),
'arch': get_cuda_arch(torch.cuda.get_device_capability(device)),
'cores': props.multi_processor_count,
}
gpu_info.append(gpu)
log.info(f'Torch detected: {gpu}')
except Exception as e:
log.error(f'Torch: type=cuda/rocm {e}')
if args.use_directml and allow_directml:
try:
import torch_directml # pylint: disable=import-error
dml_ver = package_version("torch-directml")
log.warning(f'Torch backend: DirectML ({dml_ver})')
log.warning('DirectML: end-of-life')
for i in range(0, torch_directml.device_count()):