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import os | |
import sys | |
import json | |
import time | |
import shutil | |
import logging | |
import platform | |
import subprocess | |
import cProfile | |
try: | |
import pkg_resources # python 3.12 no longer has it built-in | |
except ImportError: | |
stdout = subprocess.run(f'"{sys.executable}" -m pip install setuptools', shell=True, check=False, env=os.environ, stdout=subprocess.PIPE, stderr=subprocess.PIPE) | |
import pkg_resources | |
class Dot(dict): # dot notation access to dictionary attributes | |
__getattr__ = dict.get | |
__setattr__ = dict.__setitem__ | |
__delattr__ = dict.__delitem__ | |
version = None | |
log = logging.getLogger("sd") | |
debug = log.debug if os.environ.get('SD_INSTALL_DEBUG', None) is not None else lambda *args, **kwargs: None | |
log_file = os.path.join(os.path.dirname(__file__), 'sdnext.log') | |
log_rolled = False | |
first_call = True | |
quick_allowed = True | |
errors = 0 | |
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, | |
}) | |
git_commit = "unknown" | |
submodules_commit = { | |
'sd-webui-controlnet': 'ecd33eb', | |
# 'stable-diffusion-webui-images-browser': '27fe4a7', | |
} | |
# setup console and file logging | |
def setup_logging(): | |
class RingBuffer(logging.StreamHandler): | |
def __init__(self, capacity): | |
super().__init__() | |
self.capacity = capacity | |
self.buffer = [] | |
self.formatter = logging.Formatter('{ "asctime":"%(asctime)s", "created":%(created)f, "facility":"%(name)s", "pid":%(process)d, "tid":%(thread)d, "level":"%(levelname)s", "module":"%(module)s", "func":"%(funcName)s", "msg":"%(message)s" }') | |
def emit(self, record): | |
if record.msg is not None and not isinstance(record.msg, str): | |
record.msg = str(record.msg) | |
try: | |
record.msg = record.msg.replace('"', "'") | |
except Exception: | |
pass | |
msg = self.format(record) | |
# self.buffer.append(json.loads(msg)) | |
self.buffer.append(msg) | |
if len(self.buffer) > self.capacity: | |
self.buffer.pop(0) | |
def get(self): | |
return self.buffer | |
from functools import partial, partialmethod | |
from logging.handlers import RotatingFileHandler | |
from rich.theme import Theme | |
from rich.logging import RichHandler | |
from rich.console import Console | |
from rich.pretty import install as pretty_install | |
from rich.traceback import install as traceback_install | |
if args.log: | |
global log_file # pylint: disable=global-statement | |
log_file = args.log | |
logging.TRACE = 25 | |
logging.addLevelName(logging.TRACE, 'TRACE') | |
logging.Logger.trace = partialmethod(logging.Logger.log, logging.TRACE) | |
logging.trace = partial(logging.log, logging.TRACE) | |
level = logging.DEBUG if args.debug else logging.INFO | |
log.setLevel(logging.DEBUG) # log to file is always at level debug for facility `sd` | |
console = Console(log_time=True, log_time_format='%H:%M:%S-%f', theme=Theme({ | |
"traceback.border": "black", | |
"traceback.border.syntax_error": "black", | |
"inspect.value.border": "black", | |
})) | |
logging.basicConfig(level=logging.ERROR, format='%(asctime)s | %(name)s | %(levelname)s | %(module)s | %(message)s', handlers=[logging.NullHandler()]) # redirect default logger to null | |
pretty_install(console=console) | |
traceback_install(console=console, extra_lines=1, max_frames=10, width=console.width, word_wrap=False, indent_guides=False, suppress=[]) | |
while log.hasHandlers() and len(log.handlers) > 0: | |
log.removeHandler(log.handlers[0]) | |
# handlers | |
rh = RichHandler(show_time=True, omit_repeated_times=False, show_level=True, show_path=False, markup=False, rich_tracebacks=True, log_time_format='%H:%M:%S-%f', level=level, console=console) | |
rh.setLevel(level) | |
log.addHandler(rh) | |
fh = RotatingFileHandler(log_file, maxBytes=32*1024*1024, backupCount=9, encoding='utf-8', delay=True) # 10MB default for log rotation | |
global log_rolled # pylint: disable=global-statement | |
if not log_rolled and args.debug and not args.log: | |
fh.doRollover() | |
log_rolled = True | |
fh.formatter = logging.Formatter('%(asctime)s | %(name)s | %(levelname)s | %(module)s | %(message)s') | |
fh.setLevel(logging.DEBUG) | |
log.addHandler(fh) | |
rb = RingBuffer(100) # 100 entries default in log ring buffer | |
rb.setLevel(level) | |
log.addHandler(rb) | |
log.buffer = rb.buffer | |
# overrides | |
logging.getLogger("urllib3").setLevel(logging.ERROR) | |
logging.getLogger("httpx").setLevel(logging.ERROR) | |
logging.getLogger("diffusers").setLevel(logging.ERROR) | |
logging.getLogger("torch").setLevel(logging.ERROR) | |
logging.getLogger("ControlNet").handlers = log.handlers | |
logging.getLogger("lycoris").handlers = log.handlers | |
# logging.getLogger("DeepSpeed").handlers = log.handlers | |
def get_logfile(): | |
log_size = os.path.getsize(log_file) if os.path.exists(log_file) else 0 | |
log.info(f'Logger: file="{log_file}" level={logging.getLevelName(logging.DEBUG if args.debug else logging.INFO)} 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): | |
return ' '.join([f'{k}={v}' for k, v in d.items()]) | |
def print_profile(profiler: cProfile.Profile, msg: str): | |
from modules.errors import profile | |
profile(profiler, msg) | |
# check if package is installed | |
def installed(package, friendly: str = None, reload = False, quiet = False): | |
ok = True | |
try: | |
if reload: | |
try: | |
import imp # pylint: disable=deprecated-module | |
imp.reload(pkg_resources) | |
except Exception: | |
pass | |
if friendly: | |
pkgs = friendly.split() | |
else: | |
pkgs = [p for p in package.split() if not p.startswith('-') and not p.startswith('=')] | |
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('>=') | |
else: | |
p = pkg.split('==') | |
spec = pkg_resources.working_set.by_key.get(p[0], None) # more reliable than importlib | |
if spec is None: | |
spec = pkg_resources.working_set.by_key.get(p[0].lower(), None) # check name variations | |
if spec is None: | |
spec = pkg_resources.working_set.by_key.get(p[0].replace('_', '-'), None) # check name variations | |
ok = ok and spec is not None | |
if ok: | |
package_version = pkg_resources.get_distribution(p[0]).version | |
# log.debug(f"Package version found: {p[0]} {package_version}") | |
if len(p) > 1: | |
exact = package_version == p[1] | |
ok = ok and (exact or args.experimental) | |
if not exact and not quiet: | |
if args.experimental: | |
log.warning(f"Package allowing experimental: {p[0]} {package_version} required {p[1]}") | |
else: | |
log.warning(f"Package version mismatch: {p[0]} {package_version} required {p[1]}") | |
else: | |
if not quiet: | |
log.debug(f"Package not found: {p[0]}") | |
return ok | |
except Exception as e: | |
log.debug(f"Package error: {pkgs} {e}") | |
return False | |
def uninstall(package, quiet = False): | |
packages = package if isinstance(package, list) else [package] | |
res = '' | |
for p in packages: | |
if installed(p, p, quiet=True): | |
if not quiet: | |
log.warning(f'Uninstalling: {p}') | |
res += pip(f"uninstall {p} --yes --quiet", ignore=True, quiet=True) | |
return res | |
def pip(arg: str, ignore: bool = False, quiet: bool = False): | |
arg = arg.replace('>=', '==') | |
if not quiet: | |
log.info(f'Installing package: {arg.replace("install", "").replace("--upgrade", "").replace("--no-deps", "").replace("--force", "").replace(" ", " ").strip()}') | |
env_args = os.environ.get("PIP_EXTRA_ARGS", "") | |
log.debug(f"Running pip: {arg} {env_args}") | |
result = subprocess.run(f'"{sys.executable}" -m pip {arg} {env_args}', shell=True, check=False, env=os.environ, stdout=subprocess.PIPE, stderr=subprocess.PIPE) | |
txt = result.stdout.decode(encoding="utf8", errors="ignore") | |
if len(result.stderr) > 0: | |
txt += ('\n' if len(txt) > 0 else '') + result.stderr.decode(encoding="utf8", errors="ignore") | |
txt = txt.strip() | |
debug(f'Install pip: {txt}') | |
if result.returncode != 0 and not ignore: | |
global errors # pylint: disable=global-statement | |
errors += 1 | |
log.error(f'Error running pip: {arg}') | |
log.debug(f'Pip output: {txt}') | |
return txt | |
# install package using pip if not already installed | |
def install(package, friendly: str = None, ignore: bool = False): | |
res = '' | |
if args.reinstall or args.upgrade: | |
global quick_allowed # pylint: disable=global-statement | |
quick_allowed = False | |
if args.reinstall or not installed(package, friendly): | |
res = pip(f"install --upgrade {package}", ignore=ignore) | |
try: | |
import imp # pylint: disable=deprecated-module | |
imp.reload(pkg_resources) | |
except Exception: | |
pass | |
return res | |
# execute git command | |
def git(arg: str, folder: str = None, ignore: bool = False): | |
if args.skip_git: | |
return '' | |
git_cmd = os.environ.get('GIT', "git") | |
if git_cmd != "git": | |
git_cmd = os.path.abspath(git_cmd) | |
result = subprocess.run(f'"{git_cmd}" {arg}', check=False, shell=True, env=os.environ, stdout=subprocess.PIPE, stderr=subprocess.PIPE, cwd=folder or '.') | |
txt = result.stdout.decode(encoding="utf8", errors="ignore") | |
if len(result.stderr) > 0: | |
txt += ('\n' if len(txt) > 0 else '') + result.stderr.decode(encoding="utf8", errors="ignore") | |
txt = txt.strip() | |
if result.returncode != 0 and not ignore: | |
if "couldn't find remote ref" in txt: # not a git repo | |
return txt | |
global errors # pylint: disable=global-statement | |
errors += 1 | |
log.error(f'Error running git: {folder} / {arg}') | |
if 'or stash them' in txt: | |
log.error(f'Local changes detected: check log for details: {log_file}') | |
log.debug(f'Git output: {txt}') | |
return txt | |
# switch to main branch as head can get detached | |
def branch(folder): | |
if args.experimental: | |
return None | |
if not os.path.exists(os.path.join(folder, '.git')): | |
return None | |
b = git('branch', folder) | |
if 'main' in b: | |
b = 'main' | |
elif 'master' in b: | |
b = 'master' | |
else: | |
b = b.split('\n')[0].replace('*', '').strip() | |
log.debug(f'Submodule: {folder} / {b}') | |
git(f'checkout {b}', folder, ignore=True) | |
return b | |
# update git repository | |
def update(folder, current_branch = False, rebase = True): | |
try: | |
git('config rebase.Autostash true') | |
except Exception: | |
pass | |
arg = '--rebase --force' if rebase else '' | |
if current_branch: | |
res = git(f'pull {arg}', folder) | |
debug(f'Install update: folder={folder} args={arg} {res}') | |
return res | |
b = branch(folder) | |
if branch 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}') | |
commit = submodules_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}') | |
return res | |
# clone git repository | |
def clone(url, folder, commithash=None): | |
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}') | |
def get_platform(): | |
try: | |
if platform.system() == 'Windows': | |
release = platform.platform(aliased = True, terse = False) | |
else: | |
release = platform.release() | |
return { | |
# 'host': platform.node(), | |
'arch': platform.machine(), | |
'cpu': platform.processor(), | |
'system': platform.system(), | |
'release': release, | |
# 'platform': platform.platform(aliased = True, terse = False), | |
# 'version': platform.version(), | |
'python': platform.python_version(), | |
} | |
except Exception as e: | |
return { 'error': e } | |
# check python version | |
def check_python(): | |
supported_minors = [9, 10, 11] | |
if args.quick: | |
return | |
log.info(f'Python {platform.python_version()} on {platform.system()}') | |
if not (int(sys.version_info.major) == 3 and int(sys.version_info.minor) in supported_minors): | |
log.error(f"Incompatible Python version: {sys.version_info.major}.{sys.version_info.minor}.{sys.version_info.micro} required 3.{supported_minors}") | |
if not args.ignore: | |
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 {git_version.replace("git version", "").strip()}') | |
# check onnx version | |
def check_onnx(): | |
if not installed('onnxruntime', quiet=True) and not installed('onnxruntime-gpu', quiet=True): # allow either | |
install('onnxruntime', 'onnxruntime', ignore=True) | |
# check torch version | |
def check_torch(): | |
if args.skip_torch: | |
log.info('Skipping Torch 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} diml={args.use_directml} openvino={args.use_openvino}') | |
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', '') | |
xformers_package = os.environ.get('XFORMERS_PACKAGE', 'none') | |
zluda_need_dll_patch = False | |
def is_rocm_available(): | |
if not allow_rocm: | |
return False | |
if installed('torch-directml'): | |
log.debug('DirectML installation is detected. Skipping HIP SDK check.') | |
return False | |
if platform.system() == 'Windows': | |
hip_path = os.environ.get('HIP_PATH', None) | |
return hip_path is not None and os.path.exists(os.path.join(hip_path, 'bin')) | |
else: | |
return shutil.which('rocminfo') is not None or os.path.exists('/opt/rocm/bin/rocminfo') or os.path.exists('/dev/kfd') | |
if torch_command != '': | |
pass | |
elif allow_cuda and (shutil.which('nvidia-smi') is not None or args.use_xformers or os.path.exists(os.path.join(os.environ.get('SystemRoot') or r'C:\Windows', 'System32', 'nvidia-smi.exe'))): | |
log.info('nVidia CUDA toolkit detected: nvidia-smi present') | |
if not args.use_xformers: | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch torchvision --index-url https://download.pytorch.org/whl/cu121') | |
xformers_package = os.environ.get('XFORMERS_PACKAGE', '--pre triton xformers --index-url https://download.pytorch.org/whl/cu121') | |
else: | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch torchvision --index-url https://download.pytorch.org/whl/cu118') | |
xformers_package = os.environ.get('XFORMERS_PACKAGE', '--pre triton xformers --index-url https://download.pytorch.org/whl/cu118') | |
if opts.get('cross_attention_optimization', '') != 'xFormers': | |
xformers_package = 'none' | |
install('onnxruntime-gpu', 'onnxruntime-gpu', ignore=True) | |
elif is_rocm_available(): | |
is_windows = platform.system() == 'Windows' | |
log.info('AMD ROCm toolkit detected') | |
os.environ.setdefault('PYTORCH_HIP_ALLOC_CONF', 'garbage_collection_threshold:0.8,max_split_size_mb:512') | |
if not is_windows: | |
os.environ.setdefault('TENSORFLOW_PACKAGE', 'tensorflow-rocm') | |
try: | |
if is_windows: | |
command = subprocess.run('hipinfo', shell=True, check=False, stdout=subprocess.PIPE, stderr=subprocess.PIPE) | |
amd_gpus = command.stdout.decode(encoding="utf8", errors="ignore").split('\n') | |
amd_gpus = [x.split(' ')[-1].strip() for x in amd_gpus if x.startswith('gcnArchName:')] | |
else: | |
command = subprocess.run('rocm_agent_enumerator', shell=True, check=False, stdout=subprocess.PIPE, stderr=subprocess.PIPE) | |
amd_gpus = command.stdout.decode(encoding="utf8", errors="ignore").split('\n') | |
amd_gpus = [x for x in amd_gpus if x and x != 'gfx000'] | |
log.debug(f'ROCm agents detected: {amd_gpus}') | |
except Exception as e: | |
log.debug(f'ROCm agent enumerator failed: {e}') | |
amd_gpus = [] | |
hip_visible_devices = [] # use the first available amd gpu by default | |
for idx, gpu in enumerate(amd_gpus): | |
if gpu in ['gfx1100', 'gfx1101', 'gfx1102']: | |
hip_visible_devices.append((idx, gpu, 'navi3x')) | |
break | |
if gpu in ['gfx1030', 'gfx1031', 'gfx1032', 'gfx1034']: # experimental navi 2x support | |
hip_visible_devices.append((idx, gpu, 'navi2x')) | |
break | |
if len(hip_visible_devices) > 0: | |
idx, gpu, arch = hip_visible_devices[0] | |
log.debug(f'ROCm agent used by default: idx={idx} gpu={gpu} arch={arch}') | |
os.environ.setdefault('HIP_VISIBLE_DEVICES', str(idx)) | |
if arch == 'navi3x': | |
os.environ.setdefault('HSA_OVERRIDE_GFX_VERSION', '11.0.0') | |
if os.environ.get('TENSORFLOW_PACKAGE') == 'tensorflow-rocm': # do not use tensorflow-rocm for navi 3x | |
os.environ['TENSORFLOW_PACKAGE'] = 'tensorflow==2.13.0' | |
elif arch == 'navi2x': | |
os.environ.setdefault('HSA_OVERRIDE_GFX_VERSION', '10.3.0') | |
else: | |
log.debug(f'HSA_OVERRIDE_GFX_VERSION auto config is skipped for {gpu}') | |
try: | |
command = subprocess.run('hipconfig --version', shell=True, check=False, stdout=subprocess.PIPE, stderr=subprocess.PIPE) | |
arr = command.stdout.decode(encoding="utf8", errors="ignore").split('.') | |
if len(arr) >= 2: | |
rocm_ver = f'{arr[0]}.{arr[1]}' | |
log.debug(f'ROCm version detected: {rocm_ver}') | |
except Exception as e: | |
log.debug(f'ROCm hipconfig failed: {e}') | |
rocm_ver = None | |
if args.use_zluda: | |
log.warning("ZLUDA support: experimental") | |
zluda_need_dll_patch = is_windows and not installed('torch') | |
zluda_path = find_zluda() | |
if zluda_path is None: | |
import urllib.request | |
if is_windows: | |
import zipfile | |
archive_type = zipfile.ZipFile | |
zluda_url = 'https://github.com/lshqqytiger/ZLUDA/releases/download/v3.5-win/ZLUDA-windows-amd64.zip' | |
else: | |
import tarfile | |
archive_type = tarfile.TarFile | |
zluda_url = 'https://github.com/vosen/ZLUDA/releases/download/v3/zluda-3-linux.tar.gz' | |
try: | |
urllib.request.urlretrieve(zluda_url, '_zluda') | |
with archive_type('_zluda', 'r') as f: | |
f.extractall('.zluda') | |
zluda_path = os.path.abspath('./.zluda') | |
os.remove('_zluda') | |
except Exception as e: | |
log.warning(f'Failed to install ZLUDA: {e}') | |
if os.path.exists(os.path.join(zluda_path, 'nvcuda.dll')): | |
log.info(f'Using ZLUDA in {zluda_path}') | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.2.1 torchvision --index-url https://download.pytorch.org/whl/cu118') | |
paths = os.environ.get('PATH', '.') | |
if zluda_path not in paths: | |
os.environ['PATH'] = paths + ';' + zluda_path | |
else: | |
log.info('Using CPU-only torch') | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch torchvision') | |
zluda_need_dll_patch = False | |
elif is_windows: # TODO TBD after ROCm for Windows is released | |
log.warning("HIP SDK is detected, but no Torch release for Windows available") | |
log.info("For ZLUDA support specify '--use-zluda'") | |
log.info('Using CPU-only torch') | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch torchvision') | |
else: | |
if rocm_ver in {"5.7", "6.0"}: | |
torch_command = os.environ.get('TORCH_COMMAND', f'torch torchvision --pre --index-url https://download.pytorch.org/whl/nightly/rocm{rocm_ver}') | |
elif rocm_ver in {"5.5", "5.6"}: | |
torch_command = os.environ.get('TORCH_COMMAND', f'torch torchvision --index-url https://download.pytorch.org/whl/nightly/rocm{rocm_ver}') | |
else: | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch torchvision --index-url https://download.pytorch.org/whl/rocm5.5') # ROCm 5.5 is oldest for PyTorch 2.1 | |
if rocm_ver is not None: | |
ort_version = os.environ.get('ONNXRUNTIME_VERSION', None) | |
ort_package = os.environ.get('ONNXRUNTIME_PACKAGE', f"--pre onnxruntime-training{'' if ort_version is None else ('==' + ort_version)} --index-url https://pypi.lsh.sh/{rocm_ver[0]}{rocm_ver[2]} --extra-index-url https://pypi.org/simple") | |
install(ort_package, 'onnxruntime-training') | |
xformers_package = os.environ.get('XFORMERS_PACKAGE', 'none') | |
elif 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")): | |
args.use_ipex = True # pylint: disable=attribute-defined-outside-init | |
log.info('Intel OneAPI Toolkit detected') | |
os.environ.setdefault('NEOReadDebugKeys', '1') | |
os.environ.setdefault('ClDeviceGlobalMemSizeAvailablePercent', '100') | |
if "linux" in sys.platform: | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.1.0a0 torchvision==0.16.0a0 intel-extension-for-pytorch==2.1.10+xpu --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/') | |
os.environ.setdefault('TENSORFLOW_PACKAGE', 'tensorflow==2.14.0 intel-extension-for-tensorflow[xpu]==2.14.0.1') | |
if os.environ.get('DISABLE_VENV_LIBS', None) is None: | |
install(os.environ.get('MKL_PACKAGE', 'mkl==2024.0.0'), 'mkl') | |
install(os.environ.get('DPCPP_PACKAGE', 'mkl-dpcpp==2024.0.0'), 'mkl-dpcpp') | |
else: | |
if sys.version_info.minor == 11: | |
pytorch_pip = 'https://github.com/Nuullll/intel-extension-for-pytorch/releases/download/v2.1.10%2Bxpu/torch-2.1.0a0+cxx11.abi-cp311-cp311-win_amd64.whl' | |
torchvision_pip = 'https://github.com/Nuullll/intel-extension-for-pytorch/releases/download/v2.1.10%2Bxpu/torchvision-0.16.0a0+cxx11.abi-cp311-cp311-win_amd64.whl' | |
ipex_pip = 'https://github.com/Nuullll/intel-extension-for-pytorch/releases/download/v2.1.10%2Bxpu/intel_extension_for_pytorch-2.1.10+xpu-cp311-cp311-win_amd64.whl' | |
elif sys.version_info.minor == 10: | |
pytorch_pip = 'https://github.com/Nuullll/intel-extension-for-pytorch/releases/download/v2.1.10%2Bxpu/torch-2.1.0a0+cxx11.abi-cp310-cp310-win_amd64.whl' | |
torchvision_pip = 'https://github.com/Nuullll/intel-extension-for-pytorch/releases/download/v2.1.10%2Bxpu/torchvision-0.16.0a0+cxx11.abi-cp310-cp310-win_amd64.whl' | |
ipex_pip = 'https://github.com/Nuullll/intel-extension-for-pytorch/releases/download/v2.1.10%2Bxpu/intel_extension_for_pytorch-2.1.10+xpu-cp310-cp310-win_amd64.whl' | |
else: | |
pytorch_pip = 'torch==2.1.0a0' | |
torchvision_pip = 'torchvision==0.16.0a0' | |
ipex_pip = 'intel-extension-for-pytorch==2.1.10+xpu --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/' | |
if os.environ.get('DISABLE_VENV_LIBS', None) is None: | |
install(os.environ.get('MKL_PACKAGE', 'mkl==2024.0.0'), 'mkl') | |
install(os.environ.get('DPCPP_PACKAGE', 'mkl-dpcpp==2024.0.0'), 'mkl-dpcpp') | |
torch_command = os.environ.get('TORCH_COMMAND', f'{pytorch_pip} {torchvision_pip} {ipex_pip}') | |
install(os.environ.get('OPENVINO_PACKAGE', 'openvino==2023.3.0'), 'openvino', ignore=True) | |
install('nncf==2.7.0', 'nncf', ignore=True) | |
install('onnxruntime-openvino', 'onnxruntime-openvino', ignore=True) | |
elif allow_openvino and args.use_openvino: | |
log.info('Using OpenVINO') | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch==2.2.0 torchvision==0.17.0 --index-url https://download.pytorch.org/whl/cpu') | |
install(os.environ.get('OPENVINO_PACKAGE', 'openvino==2023.3.0'), 'openvino') | |
install('onnxruntime-openvino', 'onnxruntime-openvino', ignore=True) | |
install('nncf==2.8.1', 'nncf') | |
os.environ.setdefault('PYTORCH_TRACING_MODE', 'TORCHFX') | |
os.environ.setdefault('NEOReadDebugKeys', '1') | |
os.environ.setdefault('ClDeviceGlobalMemSizeAvailablePercent', '100') | |
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('Using DirectML Backend') | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch-directml') | |
if 'torch' in torch_command and not args.version: | |
install(torch_command, 'torch torchvision') | |
install('onnxruntime-directml', 'onnxruntime-directml', ignore=True) | |
else: | |
if args.use_zluda: | |
log.warning("ZLUDA failed to initialize: no HIP SDK found") | |
log.info('Using CPU-only Torch') | |
torch_command = os.environ.get('TORCH_COMMAND', 'torch torchvision') | |
if 'torch' in torch_command and not args.version: | |
log.debug(f'Installing torch: {torch_command}') | |
install(torch_command, 'torch torchvision') | |
if zluda_need_dll_patch: | |
patch_zluda() | |
else: | |
try: | |
import torch | |
log.info(f'Torch {torch.__version__}') | |
if args.use_ipex and allow_ipex: | |
import intel_extension_for_pytorch as ipex # pylint: disable=import-error, unused-import | |
log.info(f'Torch backend: Intel IPEX {ipex.__version__}') | |
if shutil.which('icpx') is not None: | |
log.info(f'{os.popen("icpx --version").read().rstrip()}') | |
for device in range(torch.xpu.device_count()): | |
log.info(f'Torch detected GPU: {torch.xpu.get_device_name(device)} VRAM {round(torch.xpu.get_device_properties(device).total_memory / 1024 / 1024)} Compute Units {torch.xpu.get_device_properties(device).max_compute_units}') | |
elif torch.cuda.is_available() and (allow_cuda or allow_rocm): | |
# log.debug(f'Torch allocator: {torch.cuda.get_allocator_backend()}') | |
if torch.version.cuda and allow_cuda: | |
log.info(f'Torch backend: nVidia 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: | |
log.info(f'Torch backend: AMD ROCm HIP {torch.version.hip}') | |
else: | |
log.warning('Unknown Torch backend') | |
for device in [torch.cuda.device(i) for i in range(torch.cuda.device_count())]: | |
log.info(f'Torch detected GPU: {torch.cuda.get_device_name(device)} VRAM {round(torch.cuda.get_device_properties(device).total_memory / 1024 / 1024)} Arch {torch.cuda.get_device_capability(device)} Cores {torch.cuda.get_device_properties(device).multi_processor_count}') | |
else: | |
try: | |
if args.use_directml and allow_directml: | |
import torch_directml # pylint: disable=import-error | |
dml_ver = pkg_resources.get_distribution("torch-directml") | |
log.info(f'Torch backend: DirectML ({dml_ver})') | |
for i in range(0, torch_directml.device_count()): | |
log.info(f'Torch detected GPU: {torch_directml.device_name(i)}') | |
except Exception: | |
log.warning("Torch reports CUDA not available") | |
except Exception as e: | |
log.error(f'Could not load torch: {e}') | |
if not args.ignore: | |
sys.exit(1) | |
if args.version: | |
return | |
try: | |
if 'xformers' in xformers_package: | |
install(f'--no-deps {xformers_package}', ignore=True) | |
import torch | |
import xformers # pylint: disable=unused-import | |
elif not args.experimental and not args.use_xformers: | |
uninstall('xformers') | |
except Exception as e: | |
log.debug(f'Cannot install xformers package: {e}') | |
if opts.get('cuda_compile_backend', '') == 'hidet': | |
install('hidet', 'hidet') | |
if opts.get('cuda_compile_backend', '') == 'deep-cache': | |
install('DeepCache') | |
if opts.get('nncf_compress_weights', False) and not args.use_openvino: | |
install('nncf==2.7.0', 'nncf') | |
if args.profile: | |
print_profile(pr, 'Torch') | |
# check modified files | |
def check_modified_files(): | |
if args.quick: | |
return | |
if args.skip_git: | |
return | |
try: | |
res = git('status --porcelain') | |
files = [x[2:].strip() for x in res.split('\n')] | |
files = [x for x in files if len(x) > 0 and (not x.startswith('extensions')) and (not x.startswith('wiki')) and (not x.endswith('.json')) and ('.log' not in x)] | |
deleted = [x for x in files if not os.path.exists(x)] | |
if len(deleted) > 0: | |
log.warning(f'Deleted files: {files}') | |
files = [x for x in files if os.path.exists(x) and not os.path.isdir(x)] | |
if len(files) > 0: | |
log.warning(f'Modified files: {files}') | |
except Exception: | |
pass | |
# install required packages | |
def install_packages(): | |
if args.profile: | |
pr = cProfile.Profile() | |
pr.enable() | |
log.info('Verifying packages') | |
clip_package = os.environ.get('CLIP_PACKAGE', "git+https://github.com/openai/CLIP.git") | |
install(clip_package, 'clip') | |
invisiblewatermark_package = os.environ.get('INVISIBLEWATERMARK_PACKAGE', "git+https://github.com/patrickvonplaten/invisible-watermark.git@remove_onnxruntime_depedency") | |
install(invisiblewatermark_package, 'invisible-watermark') | |
install('pi-heif', 'pi_heif', ignore=True) | |
tensorflow_package = os.environ.get('TENSORFLOW_PACKAGE', 'tensorflow==2.13.0') | |
install(tensorflow_package, 'tensorflow-rocm' if 'rocm' in tensorflow_package else 'tensorflow', ignore=True) | |
bitsandbytes_package = os.environ.get('BITSANDBYTES_PACKAGE', None) | |
if bitsandbytes_package is not None: | |
install(bitsandbytes_package, 'bitsandbytes', ignore=True) | |
elif not args.experimental: | |
uninstall('bitsandbytes') | |
if args.profile: | |
print_profile(pr, 'Packages') | |
# run extension installer | |
def run_extension_installer(folder): | |
path_installer = os.path.realpath(os.path.join(folder, "install.py")) | |
if not os.path.isfile(path_installer): | |
return | |
try: | |
log.debug(f"Running extension installer: {path_installer}") | |
env = os.environ.copy() | |
env['PYTHONPATH'] = os.path.abspath(".") | |
result = subprocess.run(f'"{sys.executable}" "{path_installer}"', shell=True, env=env, check=False, stdout=subprocess.PIPE, stderr=subprocess.PIPE, cwd=folder) | |
txt = result.stdout.decode(encoding="utf8", errors="ignore") | |
debug(f'Extension installer: file={path_installer} {txt}') | |
if result.returncode != 0: | |
global errors # pylint: disable=global-statement | |
errors += 1 | |
if len(result.stderr) > 0: | |
txt = txt + '\n' + result.stderr.decode(encoding="utf8", errors="ignore") | |
log.error(f'Error running extension installer: {path_installer}') | |
log.debug(txt) | |
except Exception as e: | |
log.error(f'Exception running extension installer: {e}') | |
# get list of all enabled extensions | |
def list_extensions_folder(folder, quiet=False): | |
name = os.path.basename(folder) | |
disabled_extensions_all = opts.get('disable_all_extensions', 'none') | |
if disabled_extensions_all != 'none': | |
return [] | |
disabled_extensions = opts.get('disabled_extensions', []) | |
enabled_extensions = [x for x in os.listdir(folder) if os.path.isdir(os.path.join(folder, x)) and x not in disabled_extensions and not x.startswith('.')] | |
if not quiet: | |
log.info(f'Extensions: enabled={enabled_extensions} {name}') | |
return enabled_extensions | |
# run installer for each installed and enabled extension and optionally update them | |
def install_extensions(force=False): | |
if args.profile: | |
pr = cProfile.Profile() | |
pr.enable() | |
pkg_resources._initialize_master_working_set() # pylint: disable=protected-access | |
pkgs = [f'{p.project_name}=={p._version}' for p in pkg_resources.working_set] # pylint: disable=protected-access,not-an-iterable | |
log.debug(f'Installed packages: {len(pkgs)}') | |
from modules.paths import extensions_builtin_dir, extensions_dir | |
extensions_duplicates = [] | |
extensions_enabled = [] | |
extension_folders = [extensions_builtin_dir] if args.safe else [extensions_builtin_dir, extensions_dir] | |
res = [] | |
for folder in extension_folders: | |
if not os.path.isdir(folder): | |
continue | |
extensions = list_extensions_folder(folder, quiet=True) | |
log.debug(f'Extensions all: {extensions}') | |
for ext in extensions: | |
if ext in extensions_enabled: | |
extensions_duplicates.append(ext) | |
continue | |
extensions_enabled.append(ext) | |
if args.upgrade or force: | |
try: | |
res.append(update(os.path.join(folder, ext))) | |
except Exception: | |
res.append(f'Error updating extension: {os.path.join(folder, ext)}') | |
log.error(f'Error updating extension: {os.path.join(folder, ext)}') | |
if not args.skip_extensions: | |
run_extension_installer(os.path.join(folder, ext)) | |
pkg_resources._initialize_master_working_set() # pylint: disable=protected-access | |
try: | |
updated = [f'{p.project_name}=={p._version}' for p in pkg_resources.working_set] # pylint: disable=protected-access,not-an-iterable | |
diff = [x for x in updated if x not in pkgs] | |
pkgs = updated | |
if len(diff) > 0: | |
log.info(f'Extension installed packages: {ext} {diff}') | |
except Exception as e: | |
log.error(f'Extension installed unknown package: {e}') | |
log.info(f'Extensions enabled: {extensions_enabled}') | |
if len(extensions_duplicates) > 0: | |
log.warning(f'Extensions duplicates: {extensions_duplicates}') | |
if args.profile: | |
print_profile(pr, 'Extensions') | |
return '\n'.join(res) | |
# initialize and optionally update submodules | |
def install_submodules(force=True): | |
if args.profile: | |
pr = cProfile.Profile() | |
pr.enable() | |
log.info('Verifying submodules') | |
txt = git('submodule') | |
# log.debug(f'Submodules list: {txt}') | |
if force and 'no submodule mapping found' in txt: | |
log.warning('Attempting repository recover') | |
git('add .') | |
git('stash') | |
git('merge --abort', folder=None, ignore=True) | |
git('fetch --all') | |
git('reset --hard origin/master') | |
git('checkout master') | |
txt = git('submodule') | |
log.info('Continuing setup') | |
git('submodule --quiet update --init --recursive') | |
git('submodule --quiet sync --recursive') | |
submodules = txt.splitlines() | |
res = [] | |
for submodule in submodules: | |
try: | |
name = submodule.split()[1].strip() | |
if args.upgrade: | |
res.append(update(name)) | |
else: | |
branch(name) | |
except Exception: | |
log.error(f'Error updating submodule: {submodule}') | |
if args.profile: | |
print_profile(pr, 'Submodule') | |
return '\n'.join(res) | |
def ensure_base_requirements(): | |
try: | |
import setuptools # pylint: disable=unused-import | |
except ImportError: | |
install('setuptools', 'setuptools') | |
try: | |
import setuptools # pylint: disable=unused-import | |
except ImportError: | |
pass | |
try: | |
import rich # pylint: disable=unused-import | |
except ImportError: | |
install('rich', 'rich') | |
try: | |
import rich # pylint: disable=unused-import | |
except ImportError: | |
pass | |
def install_requirements(): | |
if args.profile: | |
pr = cProfile.Profile() | |
pr.enable() | |
if args.skip_requirements and not args.requirements: | |
return | |
log.info('Verifying requirements') | |
with open('requirements.txt', 'r', encoding='utf8') as f: | |
lines = [line.strip() for line in f.readlines() if line.strip() != '' and not line.startswith('#') and line is not None] | |
for line in lines: | |
install(line) | |
if args.profile: | |
print_profile(pr, 'Requirements') | |
# set environment variables controling the behavior of various libraries | |
def set_environment(): | |
log.debug('Setting environment tuning') | |
os.environ.setdefault('ACCELERATE', 'True') | |
os.environ.setdefault('ATTN_PRECISION', 'fp16') | |
os.environ.setdefault('CUDA_AUTO_BOOST', '1') | |
os.environ.setdefault('CUDA_CACHE_DISABLE', '0') | |
os.environ.setdefault('CUDA_DEVICE_DEFAULT_PERSISTING_L2_CACHE_PERCENTAGE_LIMIT', '0') | |
os.environ.setdefault('CUDA_LAUNCH_BLOCKING', '0') | |
os.environ.setdefault('CUDA_MODULE_LOADING', 'LAZY') | |
os.environ.setdefault('TORCH_CUDNN_V8_API_ENABLED', '1') | |
os.environ.setdefault('FORCE_CUDA', '1') | |
os.environ.setdefault('GRADIO_ANALYTICS_ENABLED', 'False') | |
os.environ.setdefault('HF_HUB_DISABLE_EXPERIMENTAL_WARNING', '1') | |
os.environ.setdefault('HF_HUB_DISABLE_TELEMETRY', '1') | |
os.environ.setdefault('K_DIFFUSION_USE_COMPILE', '0') | |
os.environ.setdefault('NUMEXPR_MAX_THREADS', '16') | |
os.environ.setdefault('PYTHONHTTPSVERIFY', '0') | |
os.environ.setdefault('PYTORCH_CUDA_ALLOC_CONF', 'garbage_collection_threshold:0.8,max_split_size_mb:512') | |
os.environ.setdefault('SAFETENSORS_FAST_GPU', '1') | |
os.environ.setdefault('TF_CPP_MIN_LOG_LEVEL', '2') | |
os.environ.setdefault('TF_ENABLE_ONEDNN_OPTS', '0') | |
os.environ.setdefault('USE_TORCH', '1') | |
os.environ.setdefault('UVICORN_TIMEOUT_KEEP_ALIVE', '60') | |
os.environ.setdefault('KINETO_LOG_LEVEL', '3') | |
os.environ.setdefault('DO_NOT_TRACK', '1') | |
os.environ.setdefault('HF_HUB_CACHE', opts.get('hfcache_dir', os.path.join(os.path.expanduser('~'), '.cache', 'huggingface', 'hub'))) | |
log.debug(f'HF cache folder: {os.environ.get("HF_HUB_CACHE")}') | |
if sys.platform == 'darwin': | |
os.environ.setdefault('PYTORCH_ENABLE_MPS_FALLBACK', '1') | |
def check_extensions(): | |
newest_all = os.path.getmtime('requirements.txt') | |
from modules.paths import extensions_builtin_dir, extensions_dir | |
extension_folders = [extensions_builtin_dir] if args.safe else [extensions_builtin_dir, extensions_dir] | |
disabled_extensions_all = opts.get('disable_all_extensions', 'none') | |
if disabled_extensions_all != 'none': | |
log.info(f'Extensions: disabled={disabled_extensions_all}') | |
else: | |
log.info(f'Extensions: disabled={opts.get("disabled_extensions", [])}') | |
for folder in extension_folders: | |
if not os.path.isdir(folder): | |
continue | |
extensions = list_extensions_folder(folder) | |
for ext in extensions: | |
newest = 0 | |
extension_dir = os.path.join(folder, ext) | |
if not os.path.isdir(extension_dir): | |
log.debug(f'Extension listed as installed but folder missing: {extension_dir}') | |
continue | |
for f in os.listdir(extension_dir): | |
if '.json' in f or '.csv' in f or '__pycache__' in f: | |
continue | |
ts = os.path.getmtime(os.path.join(extension_dir, f)) | |
newest = max(newest, ts) | |
newest_all = max(newest_all, newest) | |
# log.debug(f'Extension version: {time.ctime(newest)} {folder}{os.pathsep}{ext}') | |
return round(newest_all) | |
def get_version(): | |
global version # pylint: disable=global-statement | |
if version is None: | |
try: | |
subprocess.run('git config log.showsignature false', stdout = subprocess.PIPE, stderr = subprocess.PIPE, shell=True, check=True) | |
except Exception: | |
pass | |
try: | |
res = subprocess.run('git log --pretty=format:"%h %ad" -1 --date=short', stdout = subprocess.PIPE, stderr = subprocess.PIPE, shell=True, check=True) | |
ver = res.stdout.decode(encoding = 'utf8', errors='ignore') if len(res.stdout) > 0 else ' ' | |
githash, updated = ver.split(' ') | |
res = subprocess.run('git remote get-url origin', stdout = subprocess.PIPE, stderr = subprocess.PIPE, shell=True, check=True) | |
origin = res.stdout.decode(encoding = 'utf8', errors='ignore') if len(res.stdout) > 0 else '' | |
res = subprocess.run('git rev-parse --abbrev-ref HEAD', stdout = subprocess.PIPE, stderr = subprocess.PIPE, shell=True, check=True) | |
branch_name = res.stdout.decode(encoding = 'utf8', errors='ignore') if len(res.stdout) > 0 else '' | |
version = { | |
'app': 'sd.next', | |
'updated': updated, | |
'hash': githash, | |
'branch': branch_name.replace('\n', ''), | |
'url': origin.replace('\n', '') + '/tree/' + branch_name.replace('\n', '') | |
} | |
except Exception: | |
version = { 'app': 'sd.next', 'version': 'unknown' } | |
return version | |
def find_zluda(): | |
zluda_path = os.environ.get('ZLUDA', None) | |
if zluda_path is None: | |
paths = os.environ.get('PATH', '').split(';') | |
for path in paths: | |
if os.path.exists(os.path.join(path, 'zluda_redirect.dll')): | |
zluda_path = path | |
break | |
return zluda_path | |
def patch_zluda(): | |
zluda_path = find_zluda() | |
if zluda_path is None: | |
log.warning('Failed to automatically patch torch with ZLUDA. Could not find ZLUDA from PATH.') | |
return | |
python_dir = os.path.dirname(shutil.which('python')) | |
if shutil.which('conda') is None: | |
python_dir = os.path.dirname(python_dir) | |
venv_dir = os.environ.get('VENV_DIR', python_dir) | |
dlls_to_patch = { | |
'cublas.dll': 'cublas64_11.dll', | |
#'cudnn.dll': 'cudnn64_8.dll', | |
'cusparse.dll': 'cusparse64_11.dll', | |
'nvrtc.dll': 'nvrtc64_112_0.dll', | |
} | |
try: | |
for k, v in dlls_to_patch.items(): | |
shutil.copyfile(os.path.join(zluda_path, k), os.path.join(venv_dir, 'Lib', 'site-packages', 'torch', 'lib', v)) | |
except Exception as e: | |
log.warning(f'ZLUDA: failed to automatically patch torch: {e}') | |
# check version of the main repo and optionally upgrade it | |
def check_version(offline=False, reset=True): # pylint: disable=unused-argument | |
if args.skip_all: | |
return | |
if not os.path.exists('.git'): | |
log.warning('Not a git repository, all git operations are disabled') | |
args.skip_git = True # pylint: disable=attribute-defined-outside-init | |
log.info(f'Version: {print_dict(get_version())}') | |
if args.version or args.skip_git: | |
return | |
commit = git('rev-parse HEAD') | |
global git_commit # pylint: disable=global-statement | |
git_commit = commit[:7] | |
if args.quick: | |
return | |
try: | |
import requests | |
except ImportError: | |
return | |
commits = None | |
try: | |
commits = requests.get('https://api.github.com/repos/vladmandic/automatic/branches/master', timeout=10).json() | |
if commits['commit']['sha'] != commit: | |
if args.upgrade: | |
global quick_allowed # pylint: disable=global-statement | |
quick_allowed = False | |
log.info('Updating main repository') | |
try: | |
git('add .') | |
git('stash') | |
update('.', current_branch=True) | |
# git('git stash pop') | |
ver = git('log -1 --pretty=format:"%h %ad"') | |
log.info(f'Upgraded to version: {ver}') | |
except Exception: | |
if not reset: | |
log.error('Error during repository upgrade') | |
else: | |
log.warning('Retrying repository upgrade...') | |
git_reset() | |
check_version(offline=offline, reset=False) | |
else: | |
log.info(f'Latest published version: {commits["commit"]["sha"]} {commits["commit"]["commit"]["author"]["date"]}') | |
except Exception as e: | |
log.error(f'Failed to check version: {e} {commits}') | |
def update_wiki(): | |
if args.upgrade: | |
log.info('Updating Wiki') | |
try: | |
update(os.path.join(os.path.dirname(__file__), "wiki")) | |
except Exception: | |
log.error('Error updating wiki') | |
# check if we can run setup in quick mode | |
def check_timestamp(): | |
if not quick_allowed or not os.path.isfile(log_file): | |
return False | |
if args.quick: | |
return True | |
if args.skip_git: | |
return True | |
ok = True | |
setup_time = -1 | |
version_time = -1 | |
with open(log_file, 'r', encoding='utf8') as f: | |
lines = f.readlines() | |
for line in lines: | |
if 'Setup complete without errors' in line: | |
setup_time = int(line.split(' ')[-1]) | |
try: | |
version_time = int(git('log -1 --pretty=format:"%at"')) | |
except Exception as e: | |
log.error(f'Error getting local repository version: {e}') | |
log.debug(f'Repository update time: {time.ctime(int(version_time))}') | |
if setup_time == -1: | |
return False | |
log.debug(f'Previous setup time: {time.ctime(setup_time)}') | |
if setup_time < version_time: | |
ok = False | |
extension_time = check_extensions() | |
log.debug(f'Latest extensions time: {time.ctime(extension_time)}') | |
if setup_time < extension_time: | |
ok = False | |
log.debug(f'Timestamps: version:{version_time} setup:{setup_time} extension:{extension_time}') | |
if args.reinstall: | |
ok = False | |
return ok | |
def add_args(parser): | |
group = parser.add_argument_group('Setup options') | |
group.add_argument('--reset', default = os.environ.get("SD_RESET",False), action='store_true', help = "Reset main repository to latest version, default: %(default)s") | |
group.add_argument('--upgrade', default = os.environ.get("SD_UPGRADE",False), action='store_true', help = "Upgrade main repository to latest version, default: %(default)s") | |
group.add_argument('--requirements', default = os.environ.get("SD_REQUIREMENTS",False), action='store_true', help = "Force re-check of requirements, default: %(default)s") | |
group.add_argument('--quick', default = os.environ.get("SD_QUICK",False), action='store_true', help = "Bypass version checks, default: %(default)s") | |
group.add_argument('--use-directml', default = os.environ.get("SD_USEDIRECTML",False), action='store_true', help = "Use DirectML if no compatible GPU is detected, default: %(default)s") | |
group.add_argument("--use-openvino", default = os.environ.get("SD_USEOPENVINO",False), action='store_true', help="Use Intel OpenVINO backend, default: %(default)s") | |
group.add_argument("--use-ipex", default = os.environ.get("SD_USEIPEX",False), action='store_true', help="Force use Intel OneAPI XPU backend, default: %(default)s") | |
group.add_argument("--use-cuda", default = os.environ.get("SD_USECUDA",False), action='store_true', help="Force use nVidia CUDA backend, default: %(default)s") | |
group.add_argument("--use-rocm", default = os.environ.get("SD_USEROCM",False), action='store_true', help="Force use AMD ROCm backend, default: %(default)s") | |
group.add_argument('--use-zluda', default=os.environ.get("SD_USEZLUDA", False), action='store_true', help = "Force use ZLUDA, AMD GPUs only, default: %(default)s") | |
group.add_argument("--use-xformers", default = os.environ.get("SD_USEXFORMERS",False), action='store_true', help="Force use xFormers cross-optimization, default: %(default)s") | |
group.add_argument('--skip-requirements', default = os.environ.get("SD_SKIPREQUIREMENTS",False), action='store_true', help = "Skips checking and installing requirements, default: %(default)s") | |
group.add_argument('--skip-extensions', default = os.environ.get("SD_SKIPEXTENSION",False), action='store_true', help = "Skips running individual extension installers, default: %(default)s") | |
group.add_argument('--skip-git', default = os.environ.get("SD_SKIPGIT",False), action='store_true', help = "Skips running all GIT operations, default: %(default)s") | |
group.add_argument('--skip-torch', default = os.environ.get("SD_SKIPTORCH",False), action='store_true', help = "Skips running Torch checks, default: %(default)s") | |
group.add_argument('--skip-all', default = os.environ.get("SD_SKIPALL",False), action='store_true', help = "Skips running all checks, default: %(default)s") | |
group.add_argument('--skip-env', default = os.environ.get("SD_SKIPENV",False), action='store_true', help = "Skips setting of env variables during startup, default: %(default)s") | |
group.add_argument('--experimental', default = os.environ.get("SD_EXPERIMENTAL",False), action='store_true', help = "Allow unsupported versions of libraries, default: %(default)s") | |
group.add_argument('--reinstall', default = os.environ.get("SD_REINSTALL",False), action='store_true', help = "Force reinstallation of all requirements, default: %(default)s") | |
group.add_argument('--test', default = os.environ.get("SD_TEST",False), action='store_true', help = "Run test only and exit") | |
group.add_argument('--version', default = False, action='store_true', help = "Print version information") | |
group.add_argument('--ignore', default = os.environ.get("SD_IGNORE",False), action='store_true', help = "Ignore any errors and attempt to continue") | |
group.add_argument('--safe', default = os.environ.get("SD_SAFE",False), action='store_true', help = "Run in safe mode with no user extensions") | |
group = parser.add_argument_group('Logging options') | |
group.add_argument("--log", type=str, default=os.environ.get("SD_LOG", None), help="Set log file, default: %(default)s") | |
group.add_argument('--debug', default = os.environ.get("SD_DEBUG",False), action='store_true', help = "Run installer with debug logging, default: %(default)s") | |
group.add_argument("--profile", default=os.environ.get("SD_PROFILE", False), action='store_true', help="Run profiler, default: %(default)s") | |
group.add_argument('--docs', default=os.environ.get("SD_DOCS", False), action='store_true', help = "Mount API docs, default: %(default)s") | |
group.add_argument("--api-log", default=os.environ.get("SD_APILOG", False), action='store_true', help="Enable logging of all API requests, default: %(default)s") | |
def parse_args(parser): | |
# command line args | |
global args # pylint: disable=global-statement | |
args = parser.parse_args() | |
return args | |
def extensions_preload(parser): | |
if args.profile: | |
pr = cProfile.Profile() | |
pr.enable() | |
if args.safe: | |
log.info('Running in safe mode without user extensions') | |
try: | |
from modules.script_loading import preload_extensions | |
from modules.paths import extensions_builtin_dir, extensions_dir | |
extension_folders = [extensions_builtin_dir] if args.safe else [extensions_builtin_dir, extensions_dir] | |
preload_time = {} | |
for ext_dir in extension_folders: | |
t0 = time.time() | |
preload_extensions(ext_dir, parser) | |
t1 = time.time() | |
preload_time[ext_dir] = round(t1 - t0, 2) | |
log.debug(f'Extension preload: {preload_time}') | |
except Exception: | |
log.error('Error running extension preloading') | |
if args.profile: | |
print_profile(pr, 'Preload') | |
def git_reset(): | |
log.warning('Running GIT reset') | |
global quick_allowed # pylint: disable=global-statement | |
quick_allowed = False | |
git('add .') | |
git('stash') | |
git('merge --abort', folder=None, ignore=True) | |
git('fetch --all') | |
git('reset --hard origin/master') | |
git('checkout master') | |
git('submodule update --init --recursive') | |
git('submodule sync --recursive') | |
log.info('GIT reset complete') | |
def read_options(): | |
global opts # pylint: disable=global-statement | |
if os.path.isfile(args.config): | |
with open(args.config, "r", encoding="utf8") as file: | |
try: | |
opts = json.load(file) | |
if type(opts) is str: | |
opts = json.loads(opts) | |
except Exception as e: | |
log.error(f'Error reading options file: {file} {e}') | |