Upload main.py
Browse files- insightface/main.py +296 -0
insightface/main.py
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| 1 |
+
import atexit, requests, subprocess, time, re, os
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| 2 |
+
from random import randint
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| 3 |
+
from threading import Timer
|
| 4 |
+
from queue import Queue
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| 5 |
+
def cloudflared(port, metrics_port, output_queue):
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| 6 |
+
atexit.register(lambda p: p.terminate(), subprocess.Popen(['/content/cloudflared-linux-amd64', 'tunnel', '--url', f'http://127.0.0.1:{port}', '--metrics', f'127.0.0.1:{metrics_port}'], stdout=subprocess.DEVNULL, stderr=subprocess.STDOUT))
|
| 7 |
+
attempts, tunnel_url = 0, None
|
| 8 |
+
while attempts < 10 and not tunnel_url:
|
| 9 |
+
attempts += 1
|
| 10 |
+
time.sleep(3)
|
| 11 |
+
try:
|
| 12 |
+
tunnel_url = re.search("(?P<url>https?:\/\/[^\s]+.trycloudflare.com)", requests.get(f'http://127.0.0.1:{metrics_port}/metrics').text).group("url")
|
| 13 |
+
except:
|
| 14 |
+
pass
|
| 15 |
+
if not tunnel_url:
|
| 16 |
+
raise Exception("Can't connect to Cloudflare Edge")
|
| 17 |
+
output_queue.put(tunnel_url)
|
| 18 |
+
output_queue, metrics_port = Queue(), randint(8100, 9000)
|
| 19 |
+
thread = Timer(2, cloudflared, args=(8188, metrics_port, output_queue))
|
| 20 |
+
thread.start()
|
| 21 |
+
thread.join()
|
| 22 |
+
tunnel_url = output_queue.get()
|
| 23 |
+
os.environ['webui_url'] = tunnel_url
|
| 24 |
+
print(tunnel_url)
|
| 25 |
+
|
| 26 |
+
import comfy.options
|
| 27 |
+
comfy.options.enable_args_parsing()
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| 28 |
+
|
| 29 |
+
import subprocess
|
| 30 |
+
import os
|
| 31 |
+
import importlib.util
|
| 32 |
+
import folder_paths
|
| 33 |
+
import time
|
| 34 |
+
from comfy.cli_args import args
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
def execute_prestartup_script():
|
| 38 |
+
def execute_script(script_path):
|
| 39 |
+
module_name = os.path.splitext(script_path)[0]
|
| 40 |
+
try:
|
| 41 |
+
spec = importlib.util.spec_from_file_location(module_name, script_path)
|
| 42 |
+
module = importlib.util.module_from_spec(spec)
|
| 43 |
+
spec.loader.exec_module(module)
|
| 44 |
+
return True
|
| 45 |
+
except Exception as e:
|
| 46 |
+
print(f"Failed to execute startup-script: {script_path} / {e}")
|
| 47 |
+
return False
|
| 48 |
+
|
| 49 |
+
if args.disable_all_custom_nodes:
|
| 50 |
+
return
|
| 51 |
+
|
| 52 |
+
node_paths = folder_paths.get_folder_paths("custom_nodes")
|
| 53 |
+
for custom_node_path in node_paths:
|
| 54 |
+
possible_modules = os.listdir(custom_node_path)
|
| 55 |
+
node_prestartup_times = []
|
| 56 |
+
|
| 57 |
+
for possible_module in possible_modules:
|
| 58 |
+
module_path = os.path.join(custom_node_path, possible_module)
|
| 59 |
+
if os.path.isfile(module_path) or module_path.endswith(".disabled") or module_path == "__pycache__":
|
| 60 |
+
continue
|
| 61 |
+
|
| 62 |
+
script_path = os.path.join(module_path, "prestartup_script.py")
|
| 63 |
+
if os.path.exists(script_path):
|
| 64 |
+
time_before = time.perf_counter()
|
| 65 |
+
success = execute_script(script_path)
|
| 66 |
+
node_prestartup_times.append((time.perf_counter() - time_before, module_path, success))
|
| 67 |
+
if len(node_prestartup_times) > 0:
|
| 68 |
+
print("\nPrestartup times for custom nodes:")
|
| 69 |
+
for n in sorted(node_prestartup_times):
|
| 70 |
+
if n[2]:
|
| 71 |
+
import_message = ""
|
| 72 |
+
else:
|
| 73 |
+
import_message = " (PRESTARTUP FAILED)"
|
| 74 |
+
print("{:6.1f} seconds{}:".format(n[0], import_message), n[1])
|
| 75 |
+
print()
|
| 76 |
+
|
| 77 |
+
execute_prestartup_script()
|
| 78 |
+
|
| 79 |
+
|
| 80 |
+
# Main code
|
| 81 |
+
import asyncio
|
| 82 |
+
import itertools
|
| 83 |
+
import shutil
|
| 84 |
+
import threading
|
| 85 |
+
import gc
|
| 86 |
+
|
| 87 |
+
import logging
|
| 88 |
+
|
| 89 |
+
if os.name == "nt":
|
| 90 |
+
logging.getLogger("xformers").addFilter(lambda record: 'A matching Triton is not available' not in record.getMessage())
|
| 91 |
+
|
| 92 |
+
if __name__ == "__main__":
|
| 93 |
+
if args.cuda_device is not None:
|
| 94 |
+
os.environ['CUDA_VISIBLE_DEVICES'] = str(args.cuda_device)
|
| 95 |
+
logging.info("Set cuda device to: {}".format(args.cuda_device))
|
| 96 |
+
|
| 97 |
+
if args.deterministic:
|
| 98 |
+
if 'CUBLAS_WORKSPACE_CONFIG' not in os.environ:
|
| 99 |
+
os.environ['CUBLAS_WORKSPACE_CONFIG'] = ":4096:8"
|
| 100 |
+
|
| 101 |
+
import cuda_malloc
|
| 102 |
+
|
| 103 |
+
if args.windows_standalone_build:
|
| 104 |
+
try:
|
| 105 |
+
import fix_torch
|
| 106 |
+
except:
|
| 107 |
+
pass
|
| 108 |
+
|
| 109 |
+
import comfy.utils
|
| 110 |
+
import yaml
|
| 111 |
+
|
| 112 |
+
import execution
|
| 113 |
+
import server
|
| 114 |
+
from server import BinaryEventTypes
|
| 115 |
+
import nodes
|
| 116 |
+
import comfy.model_management
|
| 117 |
+
|
| 118 |
+
def cuda_malloc_warning():
|
| 119 |
+
device = comfy.model_management.get_torch_device()
|
| 120 |
+
device_name = comfy.model_management.get_torch_device_name(device)
|
| 121 |
+
cuda_malloc_warning = False
|
| 122 |
+
if "cudaMallocAsync" in device_name:
|
| 123 |
+
for b in cuda_malloc.blacklist:
|
| 124 |
+
if b in device_name:
|
| 125 |
+
cuda_malloc_warning = True
|
| 126 |
+
if cuda_malloc_warning:
|
| 127 |
+
logging.warning("\nWARNING: this card most likely does not support cuda-malloc, if you get \"CUDA error\" please run ComfyUI with: --disable-cuda-malloc\n")
|
| 128 |
+
|
| 129 |
+
def prompt_worker(q, server):
|
| 130 |
+
e = execution.PromptExecutor(server)
|
| 131 |
+
last_gc_collect = 0
|
| 132 |
+
need_gc = False
|
| 133 |
+
gc_collect_interval = 10.0
|
| 134 |
+
|
| 135 |
+
while True:
|
| 136 |
+
timeout = 1000.0
|
| 137 |
+
if need_gc:
|
| 138 |
+
timeout = max(gc_collect_interval - (current_time - last_gc_collect), 0.0)
|
| 139 |
+
|
| 140 |
+
queue_item = q.get(timeout=timeout)
|
| 141 |
+
if queue_item is not None:
|
| 142 |
+
item, item_id = queue_item
|
| 143 |
+
execution_start_time = time.perf_counter()
|
| 144 |
+
prompt_id = item[1]
|
| 145 |
+
server.last_prompt_id = prompt_id
|
| 146 |
+
|
| 147 |
+
e.execute(item[2], prompt_id, item[3], item[4])
|
| 148 |
+
need_gc = True
|
| 149 |
+
q.task_done(item_id,
|
| 150 |
+
e.outputs_ui,
|
| 151 |
+
status=execution.PromptQueue.ExecutionStatus(
|
| 152 |
+
status_str='success' if e.success else 'error',
|
| 153 |
+
completed=e.success,
|
| 154 |
+
messages=e.status_messages))
|
| 155 |
+
if server.client_id is not None:
|
| 156 |
+
server.send_sync("executing", { "node": None, "prompt_id": prompt_id }, server.client_id)
|
| 157 |
+
|
| 158 |
+
current_time = time.perf_counter()
|
| 159 |
+
execution_time = current_time - execution_start_time
|
| 160 |
+
logging.info("Prompt executed in {:.2f} seconds".format(execution_time))
|
| 161 |
+
|
| 162 |
+
flags = q.get_flags()
|
| 163 |
+
free_memory = flags.get("free_memory", False)
|
| 164 |
+
|
| 165 |
+
if flags.get("unload_models", free_memory):
|
| 166 |
+
comfy.model_management.unload_all_models()
|
| 167 |
+
need_gc = True
|
| 168 |
+
last_gc_collect = 0
|
| 169 |
+
|
| 170 |
+
if free_memory:
|
| 171 |
+
e.reset()
|
| 172 |
+
need_gc = True
|
| 173 |
+
last_gc_collect = 0
|
| 174 |
+
|
| 175 |
+
if need_gc:
|
| 176 |
+
current_time = time.perf_counter()
|
| 177 |
+
if (current_time - last_gc_collect) > gc_collect_interval:
|
| 178 |
+
comfy.model_management.cleanup_models()
|
| 179 |
+
gc.collect()
|
| 180 |
+
comfy.model_management.soft_empty_cache()
|
| 181 |
+
last_gc_collect = current_time
|
| 182 |
+
need_gc = False
|
| 183 |
+
|
| 184 |
+
async def run(server, address='', port=8188, verbose=True, call_on_start=None):
|
| 185 |
+
await asyncio.gather(server.start(address, port, verbose, call_on_start), server.publish_loop())
|
| 186 |
+
|
| 187 |
+
|
| 188 |
+
def hijack_progress(server):
|
| 189 |
+
def hook(value, total, preview_image):
|
| 190 |
+
comfy.model_management.throw_exception_if_processing_interrupted()
|
| 191 |
+
progress = {"value": value, "max": total, "prompt_id": server.last_prompt_id, "node": server.last_node_id}
|
| 192 |
+
|
| 193 |
+
server.send_sync("progress", progress, server.client_id)
|
| 194 |
+
if preview_image is not None:
|
| 195 |
+
server.send_sync(BinaryEventTypes.UNENCODED_PREVIEW_IMAGE, preview_image, server.client_id)
|
| 196 |
+
comfy.utils.set_progress_bar_global_hook(hook)
|
| 197 |
+
|
| 198 |
+
|
| 199 |
+
def cleanup_temp():
|
| 200 |
+
temp_dir = folder_paths.get_temp_directory()
|
| 201 |
+
if os.path.exists(temp_dir):
|
| 202 |
+
shutil.rmtree(temp_dir, ignore_errors=True)
|
| 203 |
+
|
| 204 |
+
|
| 205 |
+
def load_extra_path_config(yaml_path):
|
| 206 |
+
with open(yaml_path, 'r') as stream:
|
| 207 |
+
config = yaml.safe_load(stream)
|
| 208 |
+
for c in config:
|
| 209 |
+
conf = config[c]
|
| 210 |
+
if conf is None:
|
| 211 |
+
continue
|
| 212 |
+
base_path = None
|
| 213 |
+
if "base_path" in conf:
|
| 214 |
+
base_path = conf.pop("base_path")
|
| 215 |
+
for x in conf:
|
| 216 |
+
for y in conf[x].split("\n"):
|
| 217 |
+
if len(y) == 0:
|
| 218 |
+
continue
|
| 219 |
+
full_path = y
|
| 220 |
+
if base_path is not None:
|
| 221 |
+
full_path = os.path.join(base_path, full_path)
|
| 222 |
+
logging.info("Adding extra search path {} {}".format(x, full_path))
|
| 223 |
+
folder_paths.add_model_folder_path(x, full_path)
|
| 224 |
+
|
| 225 |
+
|
| 226 |
+
if __name__ == "__main__":
|
| 227 |
+
if args.temp_directory:
|
| 228 |
+
temp_dir = os.path.join(os.path.abspath(args.temp_directory), "temp")
|
| 229 |
+
logging.info(f"Setting temp directory to: {temp_dir}")
|
| 230 |
+
folder_paths.set_temp_directory(temp_dir)
|
| 231 |
+
cleanup_temp()
|
| 232 |
+
|
| 233 |
+
if args.windows_standalone_build:
|
| 234 |
+
try:
|
| 235 |
+
import new_updater
|
| 236 |
+
new_updater.update_windows_updater()
|
| 237 |
+
except:
|
| 238 |
+
pass
|
| 239 |
+
|
| 240 |
+
loop = asyncio.new_event_loop()
|
| 241 |
+
asyncio.set_event_loop(loop)
|
| 242 |
+
server = server.PromptServer(loop)
|
| 243 |
+
q = execution.PromptQueue(server)
|
| 244 |
+
|
| 245 |
+
extra_model_paths_config_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), "extra_model_paths.yaml")
|
| 246 |
+
if os.path.isfile(extra_model_paths_config_path):
|
| 247 |
+
load_extra_path_config(extra_model_paths_config_path)
|
| 248 |
+
|
| 249 |
+
if args.extra_model_paths_config:
|
| 250 |
+
for config_path in itertools.chain(*args.extra_model_paths_config):
|
| 251 |
+
load_extra_path_config(config_path)
|
| 252 |
+
|
| 253 |
+
nodes.init_extra_nodes(init_custom_nodes=not args.disable_all_custom_nodes)
|
| 254 |
+
|
| 255 |
+
cuda_malloc_warning()
|
| 256 |
+
|
| 257 |
+
server.add_routes()
|
| 258 |
+
hijack_progress(server)
|
| 259 |
+
|
| 260 |
+
threading.Thread(target=prompt_worker, daemon=True, args=(q, server,)).start()
|
| 261 |
+
|
| 262 |
+
if args.output_directory:
|
| 263 |
+
output_dir = os.path.abspath(args.output_directory)
|
| 264 |
+
logging.info(f"Setting output directory to: {output_dir}")
|
| 265 |
+
folder_paths.set_output_directory(output_dir)
|
| 266 |
+
|
| 267 |
+
#These are the default folders that checkpoints, clip and vae models will be saved to when using CheckpointSave, etc.. nodes
|
| 268 |
+
folder_paths.add_model_folder_path("checkpoints", os.path.join(folder_paths.get_output_directory(), "checkpoints"))
|
| 269 |
+
folder_paths.add_model_folder_path("clip", os.path.join(folder_paths.get_output_directory(), "clip"))
|
| 270 |
+
folder_paths.add_model_folder_path("vae", os.path.join(folder_paths.get_output_directory(), "vae"))
|
| 271 |
+
|
| 272 |
+
if args.input_directory:
|
| 273 |
+
input_dir = os.path.abspath(args.input_directory)
|
| 274 |
+
logging.info(f"Setting input directory to: {input_dir}")
|
| 275 |
+
folder_paths.set_input_directory(input_dir)
|
| 276 |
+
|
| 277 |
+
if args.quick_test_for_ci:
|
| 278 |
+
exit(0)
|
| 279 |
+
|
| 280 |
+
call_on_start = None
|
| 281 |
+
if args.auto_launch:
|
| 282 |
+
def startup_server(scheme, address, port):
|
| 283 |
+
import webbrowser
|
| 284 |
+
if os.name == 'nt' and address == '0.0.0.0':
|
| 285 |
+
address = '127.0.0.1'
|
| 286 |
+
webbrowser.open(f"{scheme}://{address}:{port}")
|
| 287 |
+
call_on_start = startup_server
|
| 288 |
+
|
| 289 |
+
|
| 290 |
+
try:
|
| 291 |
+
loop.run_until_complete(run(server, address=args.listen, port=args.port, verbose=not args.dont_print_server, call_on_start=call_on_start))
|
| 292 |
+
subprocess.run(["python", "script.py"])
|
| 293 |
+
except KeyboardInterrupt:
|
| 294 |
+
logging.info("\nStopped server")
|
| 295 |
+
|
| 296 |
+
cleanup_temp()
|