Create app.py
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app.py
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| 1 |
+
# 配置
|
| 2 |
+
import os
|
| 3 |
+
install_path = '/home/xlab-app-center'
|
| 4 |
+
webui_repo = 'AUTOMATIC1111/stable-diffusion-webui --branch v1.9.4'
|
| 5 |
+
rename_repo = 'stable-diffusion-webui'
|
| 6 |
+
git_url = 'gitcode.com'
|
| 7 |
+
webui_port = 7860
|
| 8 |
+
|
| 9 |
+
api_auth = 'Echoflare:Tt25faj8'
|
| 10 |
+
|
| 11 |
+
download_tool = 'aria2c --console-log-level=error -c -x 16 -s 16 -k 1M'
|
| 12 |
+
|
| 13 |
+
webui_args = [
|
| 14 |
+
'--api',
|
| 15 |
+
'--xformers',
|
| 16 |
+
'--no-hashing',
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| 17 |
+
'--disable-nan-check',
|
| 18 |
+
'--disable-console-progressbars',
|
| 19 |
+
'--enable-console-prompts',
|
| 20 |
+
#'--no-gradio-queue',
|
| 21 |
+
'--no-half-vae',
|
| 22 |
+
"--skip-torch-cuda-test",
|
| 23 |
+
"--allow-code"
|
| 24 |
+
# f'--api-auth={api_auth}',
|
| 25 |
+
# '--freeze-settings',
|
| 26 |
+
]
|
| 27 |
+
|
| 28 |
+
extensions = [
|
| 29 |
+
'https://gitcode.com/zanllp/sd-webui-infinite-image-browsing',
|
| 30 |
+
'https://gitcode.com/dtlnor/stable-diffusion-webui-localization-zh_CN', # 汉化
|
| 31 |
+
'https://gitcode.com/DominikDoom/a1111-sd-webui-tagcomplete', # 提示词提示器
|
| 32 |
+
'https://gitcode.com/Mikubill/sd-webui-controlnet', # ControlNet
|
| 33 |
+
"https://gitcode.net/overbill1683/stable-diffusion-webui-localization-zh_Hans",
|
| 34 |
+
"https://gitcode.net/ranting8323/adetailer",
|
| 35 |
+
"https://gitcode.net/ranting8323/sd-webui-inpaint-anything",
|
| 36 |
+
"https://openi.pcl.ac.cn/2575044704/sd-extension-system-info",
|
| 37 |
+
"https://openi.pcl.ac.cn/2575044704/batchlinks-webui",
|
| 38 |
+
'https://openi.pcl.ac.cn/2575044704/stable-diffusion-webui-localization-zh_CN',
|
| 39 |
+
'https://openi.pcl.ac.cn/2575044704/sd-webui-lora-block-weight',
|
| 40 |
+
'https://openi.pcl.ac.cn/2575044704/sd-skin-extension',
|
| 41 |
+
"https://kkgithub.com/thygate/stable-diffusion-webui-depthmap-script.git",
|
| 42 |
+
"https://kkgithub.com/continue-revolution/sd-webui-animatediff.git",
|
| 43 |
+
"https://kkgithub.com/Iyashinouta/sd-model-downloader.git",
|
| 44 |
+
"https://kkgithub.com/fkunn1326/openpose-editor.git",
|
| 45 |
+
"https://kkgithub.com/zero01101/openOutpaint-webUI-extension.git",
|
| 46 |
+
"https://kkgithub.com/LonicaMewinsky/gif2gif.git",
|
| 47 |
+
"https://openi.pcl.ac.cn/2575044704/sd-webui-agent-scheduler",
|
| 48 |
+
"https://openi.pcl.ac.cn/2575044704/sd-webui-depth-lib",
|
| 49 |
+
"https://openi.pcl.ac.cn/Echoflare/letest"
|
| 50 |
+
]
|
| 51 |
+
|
| 52 |
+
sd_models = [
|
| 53 |
+
#"kohakuXLDelta_rev1.safetensors@https://civitai-delivery-worker-prod.5ac0637cfd0766c97916cefa3764fbdf.r2.cloudflarestorage.com/model/478208/kohakuXlDeltaRev1.OzRM.safetensors?X-Amz-Expires=86400&response-content-disposition=attachment%3B%20filename%3D%22kohakuXLDelta_rev1.safetensors%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=e01358d793ad6966166af8b3064953ad/20240323/us-east-1/s3/aws4_request&X-Amz-Date=20240323T165433Z&X-Amz-SignedHeaders=host&X-Amz-Signature=7a14ba6161f355f0dd93229089f503fbbe94fbe994d42ba1e7efc1566ba584a6",
|
| 54 |
+
]
|
| 55 |
+
lora_models = [
|
| 56 |
+
"https://hf-mirror.com/datasets/ACCC1380/private-model/resolve/main/ba.safetensors",
|
| 57 |
+
"https://hf-mirror.com/datasets/ACCC1380/private-model/resolve/main/racaco2.safetensors",
|
| 58 |
+
|
| 59 |
+
]
|
| 60 |
+
|
| 61 |
+
vae_models = [
|
| 62 |
+
"https://hf-mirror.com/datasets/VASVASVAS/vae/resolve/main/pastel-waifu-diffusion.vae.pt"
|
| 63 |
+
]
|
| 64 |
+
|
| 65 |
+
ControlNet = True
|
| 66 |
+
|
| 67 |
+
controlnet_models = [
|
| 68 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11e_sd15_ip2p_fp16.safetensors',
|
| 69 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11e_sd15_shuffle_fp16.safetensors',
|
| 70 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11f1p_sd15_depth_fp16.safetensors',
|
| 71 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_canny_fp16.safetensors',
|
| 72 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_inpaint_fp16.safetensors',
|
| 73 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_lineart_fp16.safetensors',
|
| 74 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_mlsd_fp16.safetensors',
|
| 75 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_normalbae_fp16.safetensors',
|
| 76 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_openpose_fp16.safetensors',
|
| 77 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_scribble_fp16.safetensors',
|
| 78 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_softedge_fp16.safetensors',
|
| 79 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15s2_lineart_anime_fp16.safetensors',
|
| 80 |
+
'https://hf-mirror.com/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11u_sd15_tile_fp16.safetensors',
|
| 81 |
+
'https://hf-mirror.com/DionTimmer/controlnet_qrcode-control_v1p_sd15/resolve/main/control_v1p_sd15_qrcode.safetensors',
|
| 82 |
+
]
|
| 83 |
+
|
| 84 |
+
embedding_models = [
|
| 85 |
+
"unaestheticXL_Alb2.safetensors@https://civitai-delivery-worker-prod.5ac0637cfd0766c97916cefa3764fbdf.r2.cloudflarestorage.com/model/61235/unaestheticxlAlb2.7VDr.safetensors?X-Amz-Expires=86400&response-content-disposition=attachment%3B%20filename%3D%22unaestheticXL_Alb2.safetensors%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=e01358d793ad6966166af8b3064953ad/20240324/us-east-1/s3/aws4_request&X-Amz-Date=20240324T042909Z&X-Amz-SignedHeaders=host&X-Amz-Signature=9d4dd419dd2e579ca1ae88fe3315f4245edc5dbfb82d38e6aaa0cd383b8889c0",
|
| 86 |
+
]
|
| 87 |
+
|
| 88 |
+
hypernetwork_models = []
|
| 89 |
+
|
| 90 |
+
esrgan_models = []
|
| 91 |
+
|
| 92 |
+
custom_commands = [
|
| 93 |
+
f'rm -rf {install_path}/{rename_repo}/config.json',
|
| 94 |
+
f'rm -rf {install_path}/{rename_repo}/ui-config.json',
|
| 95 |
+
f'rm -rf {install_path}/{rename_repo}/modules/ui_settings.py',
|
| 96 |
+
f"{download_tool} https://hf-mirror.com/datasets/ACCA225/openxlab/resolve/main/config-pub.json -d {install_path}/{rename_repo} -o config.json --allow-overwrite=true",
|
| 97 |
+
f"{download_tool} https://hf-mirror.com/datasets/ACCA225/openxlab/resolve/main/ui-config-pub3.json -d {install_path}/{rename_repo} -o ui-config.json --allow-overwrite=true",
|
| 98 |
+
f"{download_tool} https://hf-mirror.com/datasets/Mira-LeafTown/sd-webui-openxlab/raw/main/ui_settings.py -d {install_path}/{rename_repo}/modules -o ui_settings.py --allow-overwrite=true",
|
| 99 |
+
]
|
| 100 |
+
|
| 101 |
+
# 网页UI部署
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
|
| 105 |
+
def monitor_gpu():
|
| 106 |
+
|
| 107 |
+
import os
|
| 108 |
+
import re
|
| 109 |
+
import os
|
| 110 |
+
import time
|
| 111 |
+
import threading
|
| 112 |
+
import wandb
|
| 113 |
+
import pynvml as nvidia_smi
|
| 114 |
+
# WandB登录
|
| 115 |
+
os.system('wandb login 5c00964de1bb95ec1ab24869d4c523c59e0fb8e3')
|
| 116 |
+
|
| 117 |
+
# 初始化 NVML
|
| 118 |
+
nvidia_smi.nvmlInit()
|
| 119 |
+
|
| 120 |
+
# 初始化WandB项目
|
| 121 |
+
wandb.init(project="gpu-temperature-monitor")
|
| 122 |
+
while True:
|
| 123 |
+
try:
|
| 124 |
+
# 获取 GPU 句柄
|
| 125 |
+
handle = nvidia_smi.nvmlDevice获取HandleByIndex(0) # 0 表示第一个 GPU
|
| 126 |
+
|
| 127 |
+
# 获取 GPU 温度
|
| 128 |
+
gpu_temperature = nvidia_smi.nvmlDevice获取Temperature(handle, nvidia_smi.NVML_TEMPERATURE_GPU)
|
| 129 |
+
|
| 130 |
+
# 获取 GPU 使用率
|
| 131 |
+
utilization = nvidia_smi.nvmlDevice获取UtilizationRates(handle)
|
| 132 |
+
gpu_usage = utilization.gpu
|
| 133 |
+
|
| 134 |
+
# 使用 WandB 记录 GPU 温度和使用率
|
| 135 |
+
wandb.log({"GPU 温度": gpu_temperature, "GPU 使用率": gpu_usage})
|
| 136 |
+
|
| 137 |
+
except Exception as e:
|
| 138 |
+
print(f"Error: {e}")
|
| 139 |
+
|
| 140 |
+
time.sleep(60)
|
| 141 |
+
|
| 142 |
+
|
| 143 |
+
def download_extensions(extensions):
|
| 144 |
+
os.chdir(f'{install_path}/{rename_repo}/extensions')
|
| 145 |
+
for extension in extensions:
|
| 146 |
+
os.system(f'git clone {extension}')
|
| 147 |
+
|
| 148 |
+
def model_download(models, type_w):
|
| 149 |
+
for model in models:
|
| 150 |
+
download_files(model, type_w)
|
| 151 |
+
def remove_restart():
|
| 152 |
+
os.chdir("/home/xlab-app-center/stable-diffusion-webui/html")
|
| 153 |
+
os.system("rm ./footer.html && wget -O footer.html https://hf-mirror.com/datasets/ACCA225/openxlab/resolve/main/footer.html")
|
| 154 |
+
#os.chdir("/home/xlab-app-center/stable-diffusion-webui/modules")
|
| 155 |
+
#os.system("rm ./ui_settings.py && wget -O ui_settings.py https://hf-mirror.com/datasets/ACCA225/openxlab/resolve/main/ui_settings.py")
|
| 156 |
+
|
| 157 |
+
|
| 158 |
+
def download_files(url, source):
|
| 159 |
+
if '@' in url and (not url.startswith('http://') and not url.startswith('https://')):
|
| 160 |
+
parts = url.split('@', 1)
|
| 161 |
+
name = parts[0]
|
| 162 |
+
url = parts[1]
|
| 163 |
+
rename = f"-o '{name}'"
|
| 164 |
+
if 'huggingface.co' in url:
|
| 165 |
+
url = url.replace("huggingface.co", "hf-mirror.com")
|
| 166 |
+
else:
|
| 167 |
+
if ('huggingface.co' or 'hf-mirror.com' or 'huggingface.sukaka.top') in url:
|
| 168 |
+
url = url.replace("huggingface.co", "hf-mirror.com")
|
| 169 |
+
match_name = re.search(r'/([^/?]+)(?:\?download=true)?$', url).group(1)
|
| 170 |
+
if match_name:
|
| 171 |
+
rename = f"-o '{match_name}'"
|
| 172 |
+
else:
|
| 173 |
+
rename = ''
|
| 174 |
+
else:
|
| 175 |
+
rename = ''
|
| 176 |
+
source_dir = f'{install_path}/{rename_repo}/{source}'
|
| 177 |
+
os.makedirs(source_dir, exist_ok=True)
|
| 178 |
+
os.chdir(source_dir)
|
| 179 |
+
os.system(f"{download_tool} '{url}' {rename}")
|
| 180 |
+
def run_webui():
|
| 181 |
+
os.system("pip install nvidia-ml-py3 wandb")
|
| 182 |
+
# 创建并启动监控线程
|
| 183 |
+
monitor_thread = threading.Thread(target=monitor_gpu)
|
| 184 |
+
monitor_thread.start()
|
| 185 |
+
os.chdir(install_path)
|
| 186 |
+
if not os.path.exists(f'{install_path}/{rename_repo}'):
|
| 187 |
+
os.system(f"git clone https://openi.pcl.ac.cn/2575044704/stable-diffusion-webui-v1.8.0 {install_path}/{rename_repo}")
|
| 188 |
+
remove_restart()
|
| 189 |
+
os.system(f"aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://hf-mirror.com/datasets/ACCC1380/private-model/resolve/main/kaggle/input/museum/131-half.safetensors -d /home/xlab-app-center/stable-diffusion-webui/models/Stable-diffusion -o [萌二次元]131-half.safetensors")
|
| 190 |
+
if not os.path.exists(f'{install_path}/{rename_repo}'):
|
| 191 |
+
print(f'在克隆 https://{git_url}/{webui_repo} 时出错')
|
| 192 |
+
run_webui()
|
| 193 |
+
|
| 194 |
+
download_extensions(extensions)
|
| 195 |
+
|
| 196 |
+
model_download(sd_models, 'models/Stable-diffusion')
|
| 197 |
+
model_download(lora_models, 'models/Lora')
|
| 198 |
+
model_download(vae_models, 'models/VAE')
|
| 199 |
+
if ControlNet:
|
| 200 |
+
model_download(controlnet_models, 'extensions/sd-webui-controlnet/models')
|
| 201 |
+
model_download(hypernetwork_models, 'models/hypernetworks')
|
| 202 |
+
model_download(embedding_models, 'embeddings')
|
| 203 |
+
model_download(esrgan_models, 'models/ESRGAN')
|
| 204 |
+
|
| 205 |
+
os.chdir(f"{install_path}/{rename_repo}")
|
| 206 |
+
package_envs = [
|
| 207 |
+
{"env": "STABLE_DIFFUSION_REPO", "url": os.environ.get('STABLE_DIFFUSION_REPO', "https://gitcode.net/overbill1683/stablediffusion")},
|
| 208 |
+
{"env": "STABLE_DIFFUSION_XL_REPO", "url": os.environ.get('STABLE_DIFFUSION_XL_REPO', "https://gitcode.net/overbill1683/generative-models")},
|
| 209 |
+
{"env": "K_DIFFUSION_REPO", "url": os.environ.get('K_DIFFUSION_REPO', "https://gitcode.net/overbill1683/k-diffusion")},
|
| 210 |
+
{"env": "CODEFORMER_REPO", "url": os.environ.get('CODEFORMER_REPO', "https://gitcode.net/overbill1683/CodeFormer")},
|
| 211 |
+
{"env": "BLIP_REPO", "url": os.environ.get('BLIP_REPO', "https://gitcode.net/overbill1683/BLIP")},
|
| 212 |
+
]
|
| 213 |
+
os.environ["PIP_INDEX_URL"] = "https://mirrors.aliyun.com/pypi/simple/"
|
| 214 |
+
for i in package_envs:
|
| 215 |
+
os.environ[i["env"]] = i["url"]
|
| 216 |
+
|
| 217 |
+
os.chdir(install_path)
|
| 218 |
+
for custom_command in custom_commands:
|
| 219 |
+
os.system(custom_command)
|
| 220 |
+
|
| 221 |
+
os.chdir(f"{install_path}/{rename_repo}")
|
| 222 |
+
os.system(f"python launch.py {' '.join(webui_args)} --port {webui_port}")
|
| 223 |
+
|
| 224 |
+
# 实例保活
|
| 225 |
+
import time
|
| 226 |
+
|
| 227 |
+
def session_saver():
|
| 228 |
+
try:
|
| 229 |
+
import cupy as cp
|
| 230 |
+
except ImportError:
|
| 231 |
+
print("cupy模块未安装,正在安装...")
|
| 232 |
+
try:
|
| 233 |
+
import pip
|
| 234 |
+
pip.main(['install', 'cupy'])
|
| 235 |
+
import cupy as cp
|
| 236 |
+
except ImportError:
|
| 237 |
+
print("无法安装模块,请确保已正确安装pip。")
|
| 238 |
+
return
|
| 239 |
+
|
| 240 |
+
while True:
|
| 241 |
+
for _ in range(1):
|
| 242 |
+
matrix_a = cp.random.rand(2000, 2000)
|
| 243 |
+
matrix_b = cp.random.rand(2000, 2000)
|
| 244 |
+
result = cp.dot(matrix_a, matrix_b)
|
| 245 |
+
print("实例保活:", result)
|
| 246 |
+
del matrix_a, matrix_b, result
|
| 247 |
+
cp.cuda.Stream.null.synchronize()
|
| 248 |
+
time.sleep(600)
|
| 249 |
+
|
| 250 |
+
# 启动
|
| 251 |
+
import threading
|
| 252 |
+
import subprocess
|
| 253 |
+
import time
|
| 254 |
+
import threading
|
| 255 |
+
|
| 256 |
+
def setup_and_run_services():
|
| 257 |
+
packages = ["pyngrok", "jupyterlab"]
|
| 258 |
+
ngrok_token = "2jIH20HEgKSt1T4IzmMtg8STeZo_3eLMT3QN32hLrNUKjARwo"
|
| 259 |
+
http_port = "8083"
|
| 260 |
+
|
| 261 |
+
# 安装Python包
|
| 262 |
+
subprocess.Popen(["pip", "install"] + packages, stdout=subprocess.PIPE, stderr=subprocess.PIPE).communicate()
|
| 263 |
+
|
| 264 |
+
# 等待包安装完成
|
| 265 |
+
time.sleep(20)
|
| 266 |
+
|
| 267 |
+
# 启动ngrok进程
|
| 268 |
+
ngrok_command = ["ngrok", "http", http_port, "--authtoken=" + ngrok_token]
|
| 269 |
+
ngrok_process = subprocess.Popen(ngrok_command, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
|
| 270 |
+
|
| 271 |
+
# 启动jupyter-lab进程
|
| 272 |
+
jupyter_command = [
|
| 273 |
+
"jupyter-lab",
|
| 274 |
+
"--no-browser",
|
| 275 |
+
"--ip=0.0.0.0",
|
| 276 |
+
"--allow-root",
|
| 277 |
+
"--notebook-dir=/",
|
| 278 |
+
"--port=" + http_port,
|
| 279 |
+
"--LabApp.allow_origin=*",
|
| 280 |
+
"--LabApp.token=",
|
| 281 |
+
"--LabApp.base_url="
|
| 282 |
+
]
|
| 283 |
+
jupyter_process = subprocess.Popen(jupyter_command, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
|
| 284 |
+
|
| 285 |
+
# 等待进程完成
|
| 286 |
+
ngrok_out, ngrok_err = ngrok_process.communicate()
|
| 287 |
+
jupyter_out, jupyter_err = jupyter_process.communicate()
|
| 288 |
+
|
| 289 |
+
# 打印输出和错误信息
|
| 290 |
+
print("Ngrok Output:", ngrok_out.decode())
|
| 291 |
+
print("Ngrok Error:", ngrok_err.decode())
|
| 292 |
+
print("Jupyter Output:", jupyter_out.decode())
|
| 293 |
+
print("Jupyter Error:", jupyter_err.decode())
|
| 294 |
+
|
| 295 |
+
def run_in_background():
|
| 296 |
+
"""在后台线程中运行服务设置函数"""
|
| 297 |
+
thread = threading.Thread(target=setup_and_run_services)
|
| 298 |
+
thread.start()
|
| 299 |
+
return thread
|
| 300 |
+
|
| 301 |
+
def run():
|
| 302 |
+
background_thread = run_in_background()
|
| 303 |
+
print("jupyterlab服务正在后台运行...")
|
| 304 |
+
webui = threading.Thread(target=run_webui)
|
| 305 |
+
#saver = threading.Thread(target=session_saver)
|
| 306 |
+
|
| 307 |
+
webui.start()
|
| 308 |
+
#saver.start()
|
| 309 |
+
time.sleep(99999999)
|