Upload main.py
Browse files- insightface/main.py +296 -0
insightface/main.py
ADDED
@@ -0,0 +1,296 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import atexit, requests, subprocess, time, re, os
|
2 |
+
from random import randint
|
3 |
+
from threading import Timer
|
4 |
+
from queue import Queue
|
5 |
+
def cloudflared(port, metrics_port, output_queue):
|
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()
|
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()
|