test / webui.py
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import io
import os
import sys
import glob
import signal
import asyncio
import logging
import importlib
import contextlib
from threading import Thread
import modules.loader
import torch # pylint: disable=wrong-import-order
from modules import timer, errors, paths # pylint: disable=unused-import
from installer import log, git_commit, custom_excepthook
import ldm.modules.encoders.modules # pylint: disable=W0611,C0411,E0401
from modules import shared, extensions, gr_tempdir, modelloader # pylint: disable=ungrouped-imports
from modules import extra_networks, ui_extra_networks # pylint: disable=ungrouped-imports
from modules.paths import create_paths
from modules.call_queue import queue_lock, wrap_queued_call, wrap_gradio_gpu_call # pylint: disable=W0611,C0411,C0412
import modules.devices
import modules.sd_samplers
import modules.lowvram
import modules.scripts
import modules.sd_models
import modules.sd_vae
import modules.progress
import modules.ui
import modules.txt2img
import modules.img2img
import modules.upscaler
import modules.textual_inversion.textual_inversion
import modules.hypernetworks.hypernetwork
import modules.script_callbacks
from modules.api.middleware import setup_middleware
from modules.shared import cmd_opts, opts
sys.excepthook = custom_excepthook
local_url = None
state = shared.state
backend = shared.backend
if not modules.loader.initialized:
timer.startup.record("libraries")
if cmd_opts.server_name:
server_name = cmd_opts.server_name
else:
server_name = "0.0.0.0" if cmd_opts.listen else None
fastapi_args = {
"version": f'0.0.{git_commit}',
"title": "SD.Next",
"description": "SD.Next",
"docs_url": "/docs" if cmd_opts.docs else None,
"redoc_url": "/redocs" if cmd_opts.docs else None,
"swagger_ui_parameters": {
"displayOperationId": True,
"showCommonExtensions": True,
"deepLinking": False,
}
}
import modules.sd_hijack
timer.startup.record("ldm")
modules.loader.initialized = True
def check_rollback_vae():
if shared.cmd_opts.rollback_vae:
if not torch.cuda.is_available():
log.error("Rollback VAE functionality requires compatible GPU")
shared.cmd_opts.rollback_vae = False
elif not torch.__version__.startswith('2.1'):
log.error("Rollback VAE functionality requires Torch 2.1 or higher")
shared.cmd_opts.rollback_vae = False
elif 0 < torch.cuda.get_device_capability()[0] < 8:
log.error('Rollback VAE functionality device capabilities not met')
shared.cmd_opts.rollback_vae = False
def initialize():
log.debug('Initializing')
check_rollback_vae()
modules.sd_samplers.list_samplers()
timer.startup.record("samplers")
modules.sd_vae.refresh_vae_list()
timer.startup.record("vae")
extensions.list_extensions()
timer.startup.record("extensions")
modelloader.cleanup_models()
modules.sd_models.setup_model()
timer.startup.record("models")
import modules.postprocess.codeformer_model as codeformer
codeformer.setup_model(opts.codeformer_models_path)
sys.modules["modules.codeformer_model"] = codeformer
import modules.postprocess.gfpgan_model as gfpgan
gfpgan.setup_model(opts.gfpgan_models_path)
timer.startup.record("face-restore")
log.debug('Load extensions')
t_timer, t_total = modules.scripts.load_scripts()
timer.startup.record("extensions")
timer.startup.records["extensions"] = t_total # scripts can reset the time
log.debug(f'Extensions init time: {t_timer.summary()}')
modelloader.load_upscalers()
timer.startup.record("upscalers")
shared.opts.onchange("sd_vae", wrap_queued_call(lambda: modules.sd_vae.reload_vae_weights()), call=False)
shared.opts.onchange("temp_dir", gr_tempdir.on_tmpdir_changed)
timer.startup.record("onchange")
modules.textual_inversion.textual_inversion.list_textual_inversion_templates()
shared.reload_hypernetworks()
shared.prompt_styles.reload()
ui_extra_networks.initialize()
ui_extra_networks.register_pages()
extra_networks.initialize()
extra_networks.register_default_extra_networks()
timer.startup.record("networks")
if cmd_opts.tls_keyfile is not None and cmd_opts.tls_certfile is not None:
try:
if not os.path.exists(cmd_opts.tls_keyfile):
log.error("Invalid path to TLS keyfile given")
if not os.path.exists(cmd_opts.tls_certfile):
log.error(f"Invalid path to TLS certfile: '{cmd_opts.tls_certfile}'")
except TypeError:
cmd_opts.tls_keyfile = cmd_opts.tls_certfile = None
log.error("TLS setup invalid, running webui without TLS")
else:
log.info("Running with TLS")
timer.startup.record("tls")
# make the program just exit at ctrl+c without waiting for anything
def sigint_handler(_sig, _frame):
log.info('Exiting')
try:
for f in glob.glob("*.lock"):
os.remove(f)
except Exception:
pass
sys.exit(0)
signal.signal(signal.SIGINT, sigint_handler)
def load_model():
if not opts.sd_checkpoint_autoload or (shared.cmd_opts.ckpt is not None and shared.cmd_opts.ckpt.lower() != 'none'):
log.debug('Model auto load disabled')
else:
shared.state.begin('load')
thread_model = Thread(target=lambda: shared.sd_model)
thread_model.start()
thread_refiner = Thread(target=lambda: shared.sd_refiner)
thread_refiner.start()
shared.state.end()
thread_model.join()
thread_refiner.join()
shared.opts.onchange("sd_model_checkpoint", wrap_queued_call(lambda: modules.sd_models.reload_model_weights(op='model')), call=False)
shared.opts.onchange("sd_model_refiner", wrap_queued_call(lambda: modules.sd_models.reload_model_weights(op='refiner')), call=False)
shared.opts.onchange("sd_model_dict", wrap_queued_call(lambda: modules.sd_models.reload_model_weights(op='dict')), call=False)
shared.opts.onchange("sd_vae", wrap_queued_call(lambda: modules.sd_vae.reload_vae_weights()), call=False)
shared.opts.onchange("sd_backend", wrap_queued_call(lambda: modules.sd_models.change_backend()), call=False)
timer.startup.record("checkpoint")
def create_api(app):
log.debug('Creating API')
from modules.api.api import Api
api = Api(app, queue_lock)
return api
def async_policy():
_BasePolicy = asyncio.WindowsSelectorEventLoopPolicy if sys.platform == "win32" and hasattr(asyncio, "WindowsSelectorEventLoopPolicy") else asyncio.DefaultEventLoopPolicy
class AnyThreadEventLoopPolicy(_BasePolicy):
def handle_exception(self, context):
msg = context.get("exception", context["message"])
log.error(f"AsyncIO loop: {msg}")
def get_event_loop(self) -> asyncio.AbstractEventLoop:
try:
self.loop = super().get_event_loop()
except (RuntimeError, AssertionError):
self.loop = self.new_event_loop()
self.set_event_loop(self.loop)
return self.loop
def __init__(self):
super().__init__()
self.loop = self.get_event_loop()
self.loop.set_exception_handler(self.handle_exception)
# log.debug(f"Event loop: {self.loop}")
asyncio.set_event_loop_policy(AnyThreadEventLoopPolicy())
def start_common():
log.debug('Entering start sequence')
if shared.cmd_opts.data_dir is not None and len(shared.cmd_opts.data_dir) > 0:
log.info(f'Using data path: {shared.cmd_opts.data_dir}')
if shared.cmd_opts.models_dir is not None and len(shared.cmd_opts.models_dir) > 0 and shared.cmd_opts.models_dir != 'models':
log.info(f'Using models path: {shared.cmd_opts.models_dir}')
create_paths(opts)
async_policy()
initialize()
if shared.opts.clean_temp_dir_at_start:
gr_tempdir.cleanup_tmpdr()
timer.startup.record("cleanup")
def start_ui():
log.debug('Creating UI')
modules.script_callbacks.before_ui_callback()
timer.startup.record("before-ui")
shared.demo = modules.ui.create_ui(timer.startup)
timer.startup.record("ui")
if cmd_opts.disable_queue:
log.info('Server queues disabled')
shared.demo.progress_tracking = False
else:
shared.demo.queue(concurrency_count=64)
gradio_auth_creds = []
if cmd_opts.auth:
gradio_auth_creds += [x.strip() for x in cmd_opts.auth.strip('"').replace('\n', '').split(',') if x.strip()]
if cmd_opts.auth_file:
if not os.path.exists(cmd_opts.auth_file):
log.error(f"Invalid path to auth file: '{cmd_opts.auth_file}'")
else:
with open(cmd_opts.auth_file, 'r', encoding="utf8") as file:
for line in file.readlines():
gradio_auth_creds += [x.strip() for x in line.split(',') if x.strip()]
if len(gradio_auth_creds) > 0:
log.info(f'Authentication enabled: users={len(list(gradio_auth_creds))}')
global local_url # pylint: disable=global-statement
stdout = io.StringIO()
allowed_paths = [os.path.dirname(__file__)]
if cmd_opts.data_dir is not None and os.path.isdir(cmd_opts.data_dir):
allowed_paths.append(cmd_opts.data_dir)
if cmd_opts.allowed_paths is not None:
allowed_paths += [p for p in cmd_opts.allowed_paths if os.path.isdir(p)]
shared.log.debug(f'Root paths: {allowed_paths}')
with contextlib.redirect_stdout(stdout):
app, local_url, share_url = shared.demo.launch( # app is FastAPI(Starlette) instance
share=cmd_opts.share,
server_name=server_name,
server_port=cmd_opts.port if cmd_opts.port != 7860 else None,
ssl_keyfile=cmd_opts.tls_keyfile,
ssl_certfile=cmd_opts.tls_certfile,
ssl_verify=not cmd_opts.tls_selfsign,
debug=False,
auth=[tuple(cred.split(':')) for cred in gradio_auth_creds] if gradio_auth_creds else None,
prevent_thread_lock=True,
max_threads=64,
show_api=False,
quiet=True,
favicon_path='html/logo.ico',
allowed_paths=allowed_paths,
app_kwargs=fastapi_args,
_frontend=True and cmd_opts.share,
)
if cmd_opts.data_dir is not None:
gr_tempdir.register_tmp_file(shared.demo, os.path.join(cmd_opts.data_dir, 'x'))
shared.log.info(f'Local URL: {local_url}')
if cmd_opts.docs:
shared.log.info(f'API Docs: {local_url[:-1]}/docs') # pylint: disable=unsubscriptable-object
shared.log.info(f'API ReDocs: {local_url[:-1]}/redocs') # pylint: disable=unsubscriptable-object
if share_url is not None:
shared.log.info(f'Share URL: {share_url}')
shared.log.debug(f'Gradio functions: registered={len(shared.demo.fns)}')
shared.demo.server.wants_restart = False
setup_middleware(app, cmd_opts)
if cmd_opts.subpath:
import gradio
gradio.mount_gradio_app(app, shared.demo, path=f"/{cmd_opts.subpath}")
shared.log.info(f'Redirector mounted: /{cmd_opts.subpath}')
timer.startup.record("launch")
modules.progress.setup_progress_api(app)
shared.api = create_api(app)
timer.startup.record("api")
ui_extra_networks.init_api(app)
modules.script_callbacks.app_started_callback(shared.demo, app)
timer.startup.record("app-started")
time_setup = [f'{k}:{round(v,3)}' for (k,v) in modules.scripts.time_setup.items() if v > 0.005]
shared.log.debug(f'Scripts setup: {time_setup}')
time_component = [f'{k}:{round(v,3)}' for (k,v) in modules.scripts.time_component.items() if v > 0.005]
if len(time_component) > 0:
shared.log.debug(f'Scripts components: {time_component}')
def webui(restart=False):
if restart:
modules.script_callbacks.app_reload_callback()
modules.script_callbacks.script_unloaded_callback()
start_common()
start_ui()
modules.script_callbacks.after_ui_callback()
modules.sd_models.write_metadata()
load_model()
shared.opts.save(shared.config_filename)
if cmd_opts.profile:
for k, v in modules.script_callbacks.callback_map.items():
shared.log.debug(f'Registered callbacks: {k}={len(v)} {[c.script for c in v]}')
debug = log.trace if os.environ.get('SD_SCRIPT_DEBUG', None) is not None else lambda *args, **kwargs: None
debug('Trace: SCRIPTS')
for m in modules.scripts.scripts_data:
debug(f' {m}')
debug('Loaded postprocessing scripts:')
for m in modules.scripts.postprocessing_scripts_data:
debug(f' {m}')
modules.script_callbacks.print_timers()
log.info(f"Startup time: {timer.startup.summary()}")
timer.startup.reset()
if not restart:
# override all loggers to use the same handlers as the main logger
for logger in [logging.getLogger(name) for name in logging.root.manager.loggerDict]: # pylint: disable=no-member
if logger.name.startswith('uvicorn') or logger.name.startswith('sd'):
continue
logger.handlers = log.handlers
# autolaunch only on initial start
if cmd_opts.autolaunch and local_url is not None:
cmd_opts.autolaunch = False
shared.log.info('Launching browser')
import webbrowser
webbrowser.open(local_url, new=2, autoraise=True)
else:
for module in [module for name, module in sys.modules.items() if name.startswith("modules.ui")]:
importlib.reload(module)
return shared.demo.server
def api_only():
start_common()
from fastapi import FastAPI
app = FastAPI(**fastapi_args)
setup_middleware(app, cmd_opts)
shared.api = create_api(app)
shared.api.wants_restart = False
modules.script_callbacks.app_started_callback(None, app)
modules.sd_models.write_metadata()
log.info(f"Startup time: {timer.startup.summary()}")
server = shared.api.launch()
return server
if __name__ == "__main__":
if cmd_opts.api_only:
api_only()
else:
webui()