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{"cells":[{"cell_type":"markdown","metadata":{"id":"6zE2QeUKLCtC"},"source":["# 这只是一个完整项目的一部分 不能运行的 \n","- 可以从这个地址运行 [点击打开](https://www.kaggle.com/viyiviyi/sdwui-before)\n","---"]},{"cell_type":"code","execution_count":null,"metadata":{"trusted":true},"outputs":[],"source":["from pathlib import Path\n","import os\n","import time\n","import re\n","import subprocess\n","import threading\n","import sys\n","import socket\n","\n","install_path=f\"{os.environ['HOME']}/sdwebui\" # 安装目录\n","output_path=f\"{os.environ['HOME']}/sdwebui/Output\" # 输出目录 如果使用google云盘 会在google云盘增加sdwebui/Output\n","input_path = '/kaggle/input' # 输入目录\n","\n","google_drive = '' \n","# 连接谷歌云\n","try:\n","    if useGooglrDrive:\n","        from google.colab import drive\n","        drive.mount(f'~/google_drive')\n","        google_drive = f\"{os.environ['HOME']}/google_drive/MyDrive\"\n","        output_path = f'{google_drive}/sdwebui/Output'\n","        input_path = f'{google_drive}/sdwebui/Input'\n","        !mkdir -p {input_path}\n","except:\n","    useGooglrDrive = False\n","\n","!mkdir -p {install_path}\n","!mkdir -p {output_path}\n","\n","os.environ['install_path'] = install_path\n","os.environ['output_path'] = output_path\n","os.environ['google_drive'] = google_drive\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"id":"i3LhnwYHLCtC","trusted":true},"outputs":[],"source":["# 模型目录 文件名称:链接的方式指定文件名\n","modelDirs = []+[item.strip() for item in 模型列表.split('\\n') if item.strip() ]\n","# vae列表\n","modelVaeDirs = []+[item.strip() for item in VAE列表.split('\\n') if item.strip()]\n","# 此配置内的目录下所有文件将加载到hypernetworks文件夹\n","hypernetworksModelDirs = []+[item.strip() for item in hypernetworks列表.split('\\n') if item.strip()] \n","# 此配置内的目录下所有文件将加载到embeddings文件夹\n","embeddingsModelDirs = [] +[item.strip() for item in embeddings列表.split('\\n') if item.strip()]\n","# 此配置内的目录下所有文件将加载到Lora文件夹\n","loraModelDirs = []+[item.strip() for item in Lora列表.split('\\n') if item.strip()] \n","\n","lyCORISModelDirs = []+[item.strip() for item in LyCORIS列表.split('\\n') if item.strip()] \n","# controlNet插件模型列表\n","controlNetModels=[] +[item.strip() for item in controlNet模型列表.split('\\n') if item.strip()]\n","# 插件列表\n","extensions=[]+[item.strip() for item in 插件列表.split('\\n') if item.strip()]\n","# 配置文件链接\n","linkHypernetworksDir=False # 链接 hypernetworks 目录到输出目录\n","linkEmbeddingsDir=False # 链接 embeddings 目录到输出目录\n","linkTextual_inversionDir=False # 链接 textual_inversion 目录到输出目录 如果需要保存训练过程的产出文件时建议开启\n","\n","ngrokTokenFile = os.path.join(input_path,'configs/ngrok_token.txt') # 非必填 存放ngrokToken的文件的路径\n","frpcConfigFile = os.path.join(input_path,'configs/frpc_koishi.ini')  # 非必填 frp 配置文件\n","# ss证书目录 下载nginx的版本,把pem格式改成crt格式\n","frpcSSLFFlies =[os.path.join(input_path,'configs/koishi_ssl')]+[item.strip() for item in frpSSL文件.split('\\n') if item.strip() ]\n","# frpc 文件目录 如果目录不存在,会自动下载,也可以在数据集搜索 viyiviyi/utils 添加\n","frpcExePath = os.path.join(input_path,'utils-tools/frpc')\n","# 其他需要加载的webui启动参数 写到【参数列表】这个配置去\n","otherArgs = ' '.join([item.strip() for item in 参数列表.split('\\n') if item.strip()])\n","\n","venvPath = os.path.join(input_path,'sd-webui-venv/venv.tar.bak') # 安装好的python环境 sd-webui-venv是一个公开是数据集 可以搜索添加\n","\n","# 用于使用kaggle api的token文件 参考 https://www.kaggle.com/docs/api\n","# 此文件用于自动上传koishi的相关配置 也可以用于保存重要的输出文件\n","kaggleApiTokenFile = os.path.join(input_path,'configs/kaggle.json')\n","\n","# 设置文件路径\n","if setting_file== '/kaggle/working/configs/config.json':\n","    setting_file = os.path.join(output_path,'configs/config.json')\n","if ui_config_file == '/kaggle/working/configs/ui-config.json':\n","    ui_config_file = os.path.join(output_path,'configs/ui-config.json')"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"id":"a_GtG2ayLCtD","trusted":true},"outputs":[],"source":["# 这下面的是用于初始化一些值或者环境变量的,轻易别改\n","frpcStartArg = ''\n","\n","!mkdir -p $install_path/configFiles\n","if Path(frp配置文件或配置.strip()).exists():\n","    frpcConfigFile = frp配置文件或配置.strip()\n","if not Path(frpcConfigFile).exists(): \n","    if frp配置文件或配置.strip().startswith('-f'):\n","        frpcStartArg = frp配置文件或配置.strip()\n","    else:\n","        print('没有frpcp配置')\n","        useFrpc = False\n","else:\n","    os.system(f'cp -f {frpcConfigFile} {install_path}/configFiles/frpc_webui.ini')\n","    frpcConfigFile = f'{install_path}/configFiles/frpc_webui.ini'\n","    os.system(f'sed -i \"s/local_port = .*/local_port = {webuiPort}/g\" {frpcConfigFile}')\n","    frpcStartArg = f' -c {frpcConfigFile}'\n","\n","ngrokToken=''\n","if Path(ngrok配置或文件地址.strip()).exists():\n","    ngrokTokenFile = ngrok配置或文件地址.strip()\n","if Path(ngrokTokenFile).exists():\n","    with open(ngrokTokenFile,encoding = \"utf-8\") as nkfile:\n","        ngrokToken = nkfile.readline()\n","elif not ngrok配置或文件地址.strip().startswith('/'):\n","    ngrokToken=ngrok配置或文件地址.strip()\n","    \n","if not Path(venvPath).exists():\n","    venvPath = os.path.join(input_path,'sd-webui-venv/venv.zip')"]},{"cell_type":"markdown","metadata":{"id":"p0uS-BLULCtD"},"source":["# kaggle public API\n","\n","**不能使用%cd这种会改变当前工作目录的命令,会导致和其他线程冲突**\n","\n","---"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"id":"m8FJi4j0LCtD","trusted":true},"outputs":[],"source":["# 安装kaggle的api token文件\n","def initKaggleConfig():\n","    if Path('~/.kaggle/kaggle.json').exists():\n","        return True\n","    if Path(kaggleApiTokenFile).exists():\n","        !mkdir -p ~/.kaggle/\n","        os.system('cp '+kaggleApiTokenFile+' ~/.kaggle/kaggle.json')\n","        !chmod 600 ~/.kaggle/kaggle.json\n","        return True\n","    print('缺少kaggle的apiToken文件,访问:https://www.kaggle.com/你的kaggle用户名/account 获取')\n","    return False\n","\n","def getUserName():\n","    if not initKaggleConfig(): return\n","    import kaggle\n","    return kaggle.KaggleApi().read_config_file()['username']\n","\n","def createOrUpdateDataSet(path:str,datasetName:str):\n","    if not initKaggleConfig(): return\n","    print('创建或更新数据集 '+datasetName)\n","    import kaggle\n","    os.system('mkdir -p $install_path/kaggle_cache')\n","    os.system('rm -rf $install_path/kaggle_cache/*')\n","    datasetDirPath = install_path+'/kaggle_cache/'+datasetName\n","    os.system('mkdir -p '+datasetDirPath)\n","    os.system('cp -f '+path+' '+datasetDirPath+'/')\n","    username = getUserName()\n","    print(\"kaggle username:\"+username)\n","    datasetPath = username+'/'+datasetName\n","    datasetList = kaggle.api.dataset_list(mine=True,search=datasetPath)\n","    print(datasetList)\n","    if len(datasetList) == 0 or datasetPath not in [str(d) for d in datasetList]: # 创建 create\n","        os.system('kaggle datasets init -p' + datasetDirPath)\n","        metadataFile = datasetDirPath+'/dataset-metadata.json'\n","        os.system('sed -i s/INSERT_TITLE_HERE/'+ datasetName + '/g ' + metadataFile)\n","        os.system('sed -i s/INSERT_SLUG_HERE/'+ datasetName + '/g ' + metadataFile)\n","        os.system('cat '+metadataFile)\n","        os.system('kaggle datasets create -p '+datasetDirPath)\n","        print('create database done')\n","    else:\n","        kaggle.api.dataset_metadata(datasetPath,datasetDirPath)\n","        kaggle.api.dataset_create_version(datasetDirPath, 'auto update',dir_mode='zip')\n","        print('upload database done')\n","\n","def downloadDatasetFiles(datasetName:str,outputPath:str):\n","    if not initKaggleConfig(): return\n","    print('下载数据集文件 '+datasetName)\n","    import kaggle\n","    username = getUserName()\n","    datasetPath = username+'/'+datasetName\n","    datasetList = kaggle.api.dataset_list(mine=True,search=datasetPath)\n","    if datasetPath not in [str(d) for d in datasetList]:\n","        return False\n","    os.system('mkdir -p '+outputPath)\n","    kaggle.api.dataset_download_files(datasetPath,path=outputPath,unzip=True)\n","    return True\n","\n"]},{"cell_type":"markdown","metadata":{"id":"sswa04veLCtE"},"source":["# 工具函数\n","**不能使用%cd这种会改变当前工作目录的命令,会导致和其他线程冲突**\n","\n","---"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"id":"coqQvTSLLCtE","trusted":true},"outputs":[],"source":["# 绕过 os.systen 的限制执行命令\n","def run(shell:str,shellName=''):\n","    if shellName == '': shellName = str(time.time())\n","    !mkdir -p $install_path/run_cache\n","    with open(install_path+'/run_cache/run_cache.'+shellName+'.sh','w') as sh:\n","        sh.write(shell)\n","    !bash {install_path}/run_cache/run_cache.{shellName}.sh\n","\n","# 连接多个路径字符串 让路径在shell命令中能正常的执行\n","def pathJoin(*paths:str):\n","    pathStr = ''\n","    for p in paths:\n","        pathStr += '\"'+p+'\"'\n","    pathStr = '\"*\"'.join(pathStr.split('*'))\n","    pathStr = '\"$\"'.join(pathStr.split('$'))\n","    pathStr = '\"(\"'.join(pathStr.split('('))\n","    pathStr = '\")\"'.join(pathStr.split(')'))\n","    pathStr = '\"{\"'.join(pathStr.split('{'))\n","    pathStr = '\"}\"'.join(pathStr.split('}'))\n","    pathStr = re.sub(r'\"\"','',pathStr)\n","    pathStr = re.sub(r'\\*{2,}','\"',pathStr)\n","    pathStr = re.sub(r'/{2,}','/',pathStr)\n","    pathStr = re.sub(r'/\\./','/',pathStr)\n","    return pathStr\n","\n","# 判断路径是不是一个文件或者可能指向一些文件\n","def pathIsFile(path):\n","    if Path(path).is_file():\n","        return True\n","    if re.search(r'\\.(ckpt|safetensors|png|jpg|txt|pt|pth|json|yaml|\\*)$',path):\n","        return True\n","    return False\n","\n","def echoToFile(content:str,path:str):\n","    with open(path,'w') as sh:\n","        sh.write(content)\n","\n","# ngrok\n","def startNgrok(ngrokToken:str,ngrokLocalPort:int):\n","    from pyngrok import conf, ngrok\n","    try:\n","        conf.get_default().auth_token = ngrokToken\n","        conf.get_default().monitor_thread = False\n","        ssh_tunnels = ngrok.get_tunnels(conf.get_default())\n","        if len(ssh_tunnels) == 0:\n","            ssh_tunnel = ngrok.connect(ngrokLocalPort)\n","            print('ngrok 访问地址:'+ssh_tunnel.public_url)\n","        else:\n","            print('ngrok 访问地址:'+ssh_tunnels[0].public_url)\n","    except:\n","        print('启动ngrok出错')\n","        \n","def startFrpc(name,configFile):\n","    run(f'''\n","cd $install_path/frpc/\n","$install_path/frpc/frpc {configFile}\n","        ''',name)\n","        \n","def installProxyExe():\n","    if useFrpc:\n","        print('安装frpc')\n","        !mkdir -p $install_path/frpc\n","        if Path(frpcExePath).exists():\n","            os.system(f'cp -f -n {frpcExePath} $install_path/frpc/frpc')\n","        else:\n","            !wget \"https://huggingface.co/datasets/ACCA225/Frp/resolve/main/frpc\" -O $install_path/frpc/frpc\n","        \n","        for ssl in frpcSSLFFlies:\n","            if Path(ssl).exists():\n","                os.system('cp -f -n '+pathJoin(ssl,'/*')+' $install_path/frpc/')\n","        !chmod +x $install_path/frpc/frpc\n","        !$install_path/frpc/frpc -v\n","    if useNgrok:\n","        %pip install pyngrok\n","\n","def startProxy():\n","    if useNgrok:\n","        startNgrok(ngrokToken,webuiPort)\n","    if useFrpc:\n","        startFrpc('frpc_proxy',frpcStartArg)\n","\n","    \n","def zipPath(path:str,zipName:str,format='tar'):\n","    if path.startswith('$install_path'):\n","        path = path.replace('$install_path',install_path)\n","    if path.startswith('$output_path'):\n","        path = path.replace('$install_path',output_path)\n","    if not path.startswith('/'):\n","        path = pathJoin(install_path,'/stable-diffusion-webui','/',path)\n","    if Path(path).exists():\n","        if 'tar' == format:\n","            os.system('tar -cf $output_path/'+ zipName +'.tar -C '+ path +' . ')\n","        elif 'gz' == format:\n","            os.system('tar -czf $output_path/'+ zipName +'.tar.gz -C '+ path +' . ')\n","        return\n","    print('指定的目录不存在:'+path)\n","\n","        \n","def check_service(host, port):\n","    try:\n","        socket.create_connection((host, port), timeout=5)\n","        return True\n","    except socket.error:\n","        return False"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"id":"THNUsEm_LCtE","trusted":true},"outputs":[],"source":["import os\n","import re\n","import requests\n","\n","def download_file(url, filename, path):\n","    # 获取文件的真实文件名\n","    if not filename:\n","        with requests.get(url, stream=True) as r:\n","            if 'Content-Disposition' in r.headers:\n","                filename = r.headers['Content-Disposition'].split('filename=')[1].strip('\"')\n","            r.close()\n","    filename = re.sub(r'[\\\\/:*?\"<>|;]', '', filename)\n","    # 拼接文件的完整路径\n","    filepath = os.path.join(path, filename)\n","    # 判断文件是否已存在\n","    if os.path.exists(filepath):\n","        print(f'{filename} already exists in {path}')\n","        return\n","    # 下载文件\n","    with requests.get(url, stream=True) as r:\n","        r.raise_for_status()\n","        with open(filepath, 'wb') as f:\n","            for chunk in r.iter_content(chunk_size=8192):\n","                if chunk:\n","                    f.write(chunk)\n","    print(f'{filename} has been downloaded to {path}')\n","    \n","# 加入文件到下载列表\n","def putDownloadFile(url:str,distDir:str,file_name:str=None):\n","    if re.match(r'^[^:]+:(https?|ftps?)://', url, flags=0):\n","        file_name = re.findall(r'^[^:]+:',url)[0][:-1]\n","        url = url[len(file_name)+1:]\n","    if not re.match(r'^(https?|ftps?)://',url):\n","        return\n","    file_name = re.sub(r'\\s+','_',file_name or '')\n","    dir = str(hash(url)).replace('-','')\n","    down_dir = f'{install_path}/down_cache/{dir}'\n","    !mkdir -p {down_dir}\n","    return [url,file_name,distDir,down_dir]\n","\n","def get_file_size_in_gb(file_path):\n","    size_in_bytes = Path(file_path).stat().st_size\n","    size_in_gb = size_in_bytes / (1024 ** 3)\n","    return '%.2f' % size_in_gb\n","    \n","# 下载文件\n","def startDownloadFiles(download_list):\n","    print('下载列表:\\n','\\n'.join([f'{item[0]} -> {item[2]}/{item[1]}' for item in download_list]))\n","    dist_list = []\n","    for dow_f in download_list:\n","        !mkdir -p {dow_f[3]}\n","        print('下载 名称:',dow_f[1],'url:',dow_f[0])\n","        download_file(dow_f[0],dow_f[1],dow_f[2])"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"trusted":true},"outputs":[],"source":["\n","# nginx 反向代理配置文件\n","def localProxy():\n","    conf = '''\n","server\n","{\n","    listen '''+str(webuiPort)+''';\n","    listen [::]:'''+str(webuiPort)+''';\n","    server_name 127.0.0.1 localhost 0.0.0.0 \"\";\n","    \n","    if ($request_method = OPTIONS) {\n","        return 200;\n","    }\n","    fastcgi_send_timeout                 10m;\n","    fastcgi_read_timeout                 10m;\n","    fastcgi_connect_timeout              10m;\n","    location /1/\n","    {\n","        proxy_pass http://127.0.0.1:'''+str(webuiPort+2)+'''/;\n","        add_header Set-Cookie \"subpath=1; expires=0; Path=/\";\n","        proxy_set_header Set-Cookie \"subpath=1; expires=0; Path=/\";\n","        proxy_set_header Host $host;\n","        proxy_set_header X-Real-IP $remote_addr;\n","        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;\n","        proxy_set_header REMOTE-HOST $remote_addr;\n","        proxy_set_header   Upgrade $http_upgrade;\n","        proxy_set_header   Connection upgrade;\n","        proxy_http_version 1.1;\n","        proxy_connect_timeout 10m;\n","        proxy_read_timeout 10m;\n","    }\n","    location /\n","    {\n","        set $proxy_url http://127.0.0.1:'''+str(webuiPort+1)+''';\n","        if ($cookie_subpath = \"1\") {\n","           set $proxy_url  http://127.0.0.1:'''+str(webuiPort+2)+''';\n","        }\n","        proxy_pass $proxy_url;\n","        proxy_set_header Host $host;\n","        proxy_set_header X-Real-IP $remote_addr;\n","        proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;\n","        proxy_set_header REMOTE-HOST $remote_addr;\n","        proxy_set_header   Upgrade $http_upgrade;\n","        proxy_set_header   Connection upgrade;\n","        proxy_http_version 1.1;\n","        proxy_connect_timeout 10m;\n","        proxy_read_timeout 10m;\n","    }\n","}\n","'''\n","    echoToFile(conf,'/etc/nginx/conf.d/proxy_nginx.conf')\n","    if not check_service('localhost',webuiPort):\n","        !nginx -c /etc/nginx/nginx.conf\n","    !nginx -s reload\n","    "]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"trusted":true},"outputs":[],"source":["import inspect\n","import ctypes\n","\n","def _async_raise(tid, exctype):\n","    \"\"\"raises the exception, performs cleanup if needed\"\"\"\n","    tid = ctypes.c_long(tid)\n","    if not inspect.isclass(exctype):\n","        exctype = type(exctype)\n","    res = ctypes.pythonapi.PyThreadState_SetAsyncExc(tid, ctypes.py_object(exctype))\n","    if res == 0:\n","        raise ValueError(\"invalid thread id\")\n","    elif res != 1:\n","        # \"\"\"if it returns a number greater than one, you're in trouble,\n","        # and you should call it again with exc=NULL to revert the effect\"\"\"\n","        ctypes.pythonapi.PyThreadState_SetAsyncExc(tid, None)\n","        raise SystemError(\"PyThreadState_SetAsyncExc failed\")\n","\n","def stop_thread(thread):\n","    _async_raise(thread.ident, SystemExit)\n","\n","def stop_solo_threads():\n","    # 获取当前所有活动的线程\n","    threads = threading.enumerate()\n","    # 关闭之前创建的子线程\n","    for thread in threads:\n","        if thread.name.startswith('solo_'):\n","            print(thread.name)\n","            try:\n","                stop_thread(thread)\n","            except socket.error:\n","                print(f'结束进程:{thread.name} 执行失败')"]},{"cell_type":"markdown","metadata":{"id":"Ve3p8oOkLCtE"},"source":["# webui 安装和配置函数\n","---"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"id":"GTjyBJihLCtE","trusted":true},"outputs":[],"source":["envInstalled=False\n","extensionsDone=False\n","\n","#安装webui\n","def install():\n","    print('安装webui')\n","    %cd $install_path\n","    if reLoad:\n","        !rm -rf stable-diffusion-webui\n","    if Path(\"stable-diffusion-webui\").exists():\n","        %cd $install_path/stable-diffusion-webui/\n","        !git checkout .\n","        !git pull\n","    else:\n","        if mobileOptimize:\n","            !git clone https://github.com/viyiviyi/stable-diffusion-webui.git stable-diffusion-webui -b local  # 修改了前端界面,手机使用更方便\n","        else:\n","            !git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui stable-diffusion-webui\n","    print('安装webui 完成')\n","\n","# 链接输出目录\n","def link_dir():\n","    print('链接输出目录')\n","    # 链接输出目录 因为sd被部署在了stable-diffusion-webui目录,运行结束后为了方便下载就只有outputs目录放在output_path/目录下\n","    !mkdir -p $output_path/outputs\n","    !rm -rf $install_path/stable-diffusion-webui/outputs\n","    !ln -s -r $output_path/outputs $install_path/stable-diffusion-webui/ # 输出目录\n","    !mkdir -p $output_path/log\n","    !rm -rf $install_path/stable-diffusion-webui/log\n","    !ln -s -r $output_path/log $install_path/stable-diffusion-webui/\n","    # 链接 hypernetworks 目录\n","    if linkHypernetworksDir:\n","        !rm -rf $install_path/stable-diffusion-webui/models/hypernetworks\n","        !mkdir -p $output_path/hypernetworks\n","        !ln -s -r $output_path/hypernetworks $install_path/stable-diffusion-webui/models/\n","    # 链接 embeddings 目录\n","    if linkEmbeddingsDir:\n","        !rm -rf $install_path/stable-diffusion-webui/embeddings\n","        !mkdir -p $output_path/embeddings\n","        !ln -s -r $output_path/embeddings $install_path/stable-diffusion-webui/\n","    # 链接训练输出目录 文件夹链接会导致功能不能用\n","    if linkTextual_inversionDir:\n","        !rm -rf $install_path/stable-diffusion-webui/textual_inversion\n","        !mkdir -p $output_path/textual_inversion/\n","        !ln -s -r $output_path/textual_inversion $install_path/stable-diffusion-webui/\n","    print('链接输出目录 完成')\n","    \n","# 链接模型文件\n","def load_models(skip_url=False):\n","    print(('复制' if enableLoadByCopy else '链接') + '模型文件')\n","    if enableLoadByCopy:\n","        print('如果出现 No such file or directory 错误,可以忽略')\n","    download_list = []\n","    models_dir_path = f'{install_path}/stable-diffusion-webui/models/Stable-diffusion'\n","    hypernetworks_dir_path = f'{install_path}/stable-diffusion-webui/models/hypernetworks'\n","    embeddings_dir_path = f'{install_path}/stable-diffusion-webui/models/embeddings'\n","    lora_dir_path = f'{install_path}/stable-diffusion-webui/models/Lora'\n","    lycoris_dir_path = f'{install_path}/stable-diffusion-webui/models/LyCORIS'\n","    vae_dir_path = f'{install_path}/stable-diffusion-webui/models/VAE'\n","    control_net_dir_path = f'{install_path}/stable-diffusion-webui/extensions/sd-webui-controlnet/models'\n","    \n","    def link_file(source_paths,dist:str):\n","        !mkdir -p {dist}\n","        for path in source_paths:\n","            if 'https://' in path or 'http://' in path:\n","                if skip_url:\n","                    continue\n","                download_list.append(putDownloadFile(path,dist))\n","            elif pathIsFile(path):\n","                os.system(('cp -n' if enableLoadByCopy else 'ln -s')+' -f '+ pathJoin(path) +f' {dist}')\n","            else:\n","                os.system(('cp -n' if enableLoadByCopy else 'ln -s')+' -f '+ pathJoin(path,'/*.*') +f' {dist}')\n","        !rm -f {dist}/\\*.* \n","                  \n","    link_file(modelDirs,models_dir_path)\n","    link_file(hypernetworksModelDirs,hypernetworks_dir_path)\n","    link_file(embeddingsModelDirs,embeddings_dir_path)\n","    link_file(loraModelDirs,lora_dir_path)\n","    link_file(lyCORISModelDirs,lycoris_dir_path)\n","    link_file(modelVaeDirs,vae_dir_path)\n","    link_file(controlNetModels,control_net_dir_path)\n","    startDownloadFiles([item for item in download_list if item])\n","    print(('复制' if enableLoadByCopy else '链接') + '模型文件 完成')\n","\n","#安装依赖\n","def install_dependencies():\n","    print('安装webui需要的python环境')\n","    global envInstalled\n","    global venvPath\n","    !sudo apt install nginx -y\n","    sh = f'cd {install_path}/stable-diffusion-webui\\n'\n","    if str(sys.version).startswith('3.8') or str(sys.version).startswith('3.9') or str(sys.version).startswith('3.10'):\n","        sh += '''\n","python3 -m venv venv\n","'''\n","    else:\n","        sh += '''\n","add-apt-repository ppa:deadsnakes/ppa -y\n","apt update\n","apt install python3.10 -y\n","python3.10 -m venv venv\n","'''\n","    if quickStart:\n","        if not Path(venvPath).exists():\n","            !mkdir -p {install_path}/venv_cache\n","            if not Path(f'{install_path}/venv_cache/venv.tar.bak').exists():\n","                download_file('https://huggingface.co/viyi/sdwui/resolve/main/venv.zip','venv.zip',f'{install_path}/venv_cache')\n","            !unzip {install_path}/venv_cache/venv.zip -d {install_path}/venv_cache\n","            venvPath = f'{install_path}/venv_cache/venv.tar.bak'\n","            !rm -rf {install_path}/venv_cache/venv.zip\n","        elif venvPath.endswith('.zip'):\n","            !mkdir -p {install_path}/venv_cache\n","            !unzip {venvPath} -d {install_path}/venv_cache\n","            venvPath = f'{install_path}/venv_cache/venv.tar.bak'\n","            \n","        sh += 'echo \"unzip venv\"\\n'\n","        sh += f'tar -xf {venvPath} -C ./venv\\n'\n","    sh += '\\n'\n","    run(sh,'dependencies')\n","    if not Path(f'{install_path}/stable-diffusion-webui/venv/bin/pip').exists():\n","        !curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py\n","        !{install_path}/stable-diffusion-webui/venv/bin/python3 get-pip.py\n","        \n","    !{install_path}/stable-diffusion-webui/venv/bin/python3 -V\n","    !{install_path}/stable-diffusion-webui/venv/bin/python3 -m pip -V\n","    \n","    if not quickStart or not Path(venvPath).exists():\n","        !{install_path}/stable-diffusion-webui/venv/bin/python3 -m pip install -U torch==2.0.0+cu117 torchvision==0.15.1+cu117 torchaudio==2.0.1 --index-url https://download.pytorch.org/whl/cu117\n","        !{install_path}/stable-diffusion-webui/venv/bin/python3 -m pip install -U open-clip-torch xformers==0.0.19\n","    \n","    envInstalled = True\n","    print('安装webui需要的python环境 完成')\n","\n","# 安装插件\n","def install_extensions():\n","    global extensionsDone\n","    print('安装插件')\n","    sh = 'mkdir -p $install_path/stable-diffusion-webui/extensions \\n'\n","    sh = 'mkdir -p $install_path/cache/extensions \\n'\n","    sh += 'cd $install_path/cache/extensions \\n'\n","    for ex in extensions:\n","        sh += 'git clone ' + ex + ' \\n'\n","    sh += 'rsync -a $install_path/cache/extensions/* $install_path/stable-diffusion-webui/extensions \\n'\n","    sh += 'cd ../ && rm -rf $install_path/cache/extensions \\n'\n","    run(sh,'extensions')\n","    extensionsDone = True\n","    print('安装插件 完成')\n","    \n","# 个性化配置 \n","def use_config():\n","    print('使用自定义配置 包括tag翻译 \\n')\n","    %cd $install_path/stable-diffusion-webui\n","    !mkdir -p tmp\n","    %cd tmp\n","    !git clone {webui_settings} sd-configs\n","    !cp -rf sd-configs/dist/* $install_path/stable-diffusion-webui\n","    if not Path(ui_config_file).exists(): # ui配置文件\n","        !mkdir -p {ui_config_file[0:ui_config_file.rfind('/')]}\n","        os.system('cp -f -n $install_path/stable-diffusion-webui/ui-config.json '+ui_config_file)\n","    if not Path(setting_file).exists(): # 设置配置文件\n","        !mkdir -p {setting_file[0:setting_file.rfind('/')]}\n","        os.system('cp -f -n $install_path/stable-diffusion-webui/config.json '+setting_file)\n","\n","def checkDefaultModel():\n","    print('检查默认模型文件是否存在 \\n')\n","    global usedCkpt\n","    if usedCkpt is not None and usedCkpt != '': # 设置启动时默认加载的模型\n","        if '.' in usedCkpt:\n","            if '/' in usedCkpt:\n","                usedCkpt = usedCkpt\n","            else:\n","                usedCkpt = install_path + '/stable-diffusion-webui/models/Stable-diffusion/' + usedCkpt\n","        else:\n","            for x in ['.ckpt','.safetensors']:\n","                if Path(install_path+'/stable-diffusion-webui/models/Stable-diffusion/' + usedCkpt+x).exists():\n","                    usedCkpt = install_path+'/stable-diffusion-webui/models/Stable-diffusion/' + usedCkpt+x\n","                    break\n","    if Path(usedCkpt).exists():\n","        return True\n","    else:\n","        if Path(usedCkpt).is_symlink():\n","            print('模型文件真实地址:'+os.readlink(usedCkpt))\n","        return False\n","    \n","def start_webui(i):\n","    # 只要不爆内存,其他方式关闭后会再次重启 访问地址会发生变化\n","    print(i,'--port',str(webuiPort+1+i))\n","    if i>0:\n","        print(f'使用第{i+1}张显卡启动第{i+1}个webui,通过frpc或nrgok地址后加/{i}/进行访问(不能使用同一个浏览器)')\n","    if useFrpc:\n","        while True:\n","            !venv/bin/python3 launch.py --device-id={i} --port {str(webuiPort+1+i)} # {'' if i == 0 else '--subpath=/'+str(i)}\n","            print('5秒后重启webui')\n","            time.sleep(5)\n","    else:\n","        !venv/bin/python3 launch.py --device-id={i} --port {str(webuiPort+1+i)} # {'' if i == 0 else '--subpath=/'+str(i)}\n","    \n","# 启动\n","def start():\n","    print('启动webui')\n","    %cd $install_path/stable-diffusion-webui\n","    args = '' # ' --port=' + str(webuiPort+1)\n","    if not disableShared:\n","        args += ' --share'\n","    if onlyApi:\n","        args += ' --nowebui'\n","    if ui_config_file is not None and ui_config_file != '' and Path(ui_config_file).exists(): # ui配置文件\n","        args += ' --ui-config-file=' + pathJoin(ui_config_file)\n","    if setting_file is not None and setting_file != '' and Path(setting_file).exists(): # 设置配置文件\n","        args += ' --ui-settings-file=' + pathJoin(setting_file)\n","    if not checkDefaultModel():\n","        print('默认模型文件不存在,请检查配置:'+usedCkpt)\n","    else:\n","        args += ' --ckpt='+ pathJoin(usedCkpt)\n","    if vaeHalf is False: \n","        args += ' --no-half-vae'\n","    if modelHalf is False:\n","        args += ' --no-half'\n","    if consoleProgressbars is False:\n","        args += ' --disable-console-progressbars'\n","    if consolePrompts is True:\n","        args += ' --enable-console-prompts'\n","    args += ' ' + otherArgs\n","    os.environ['COMMANDLINE_ARGS']=args\n","    !echo COMMANDLINE_ARGS=$COMMANDLINE_ARGS\n","    %env REQS_FILE=requirements.txt\n","    import torch\n","    threads = []\n","    if torch.cuda.device_count() == 0:\n","        print(\"当前环境没有GPU\")\n","    for i in range(torch.cuda.device_count()):\n","        thread = threading.Thread(target = start_webui, name='solo_start_webui_'+str(i), daemon=True,args=([i]))\n","        thread.start()\n","        threads.append(thread)\n","        while thread.is_alive() and not check_service('localhost',str(webuiPort+1+i)): # 当当前服务启动完成才允许退出此次循环\n","            time.sleep(10)\n","        time.sleep(5)\n","    for thread in threads:\n","        thread.join()"]},{"cell_type":"markdown","metadata":{"id":"qLvsk8ByLCtF"},"source":["# 入口函数\n","---"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"id":"IOKjaMlcLCtF","trusted":true},"outputs":[],"source":["\n","# 启动非webui相关的的内容,加快启动速度\n","def main():\n","    global envInstalled\n","    global extensionsDone\n","    startTicks = time.time()\n","    isInstall = True if os.getenv('IsInstall','False') == 'True' else False\n","    if isInstall is False or reLoad: \n","        install()\n","        if enableThread:\n","            threading.Thread(target = install_extensions,daemon=True, name='solo_install_extensions').start()\n","            threading.Thread(target = load_models,daemon=True).start()\n","            threading.Thread(target = install_dependencies,daemon=True, name='solo_install_dependencies').start()\n","        else:\n","            install_extensions()\n","            load_models()\n","            install_dependencies()\n","        t = 0\n","        while not envInstalled or not extensionsDone:\n","            if t%10==0:\n","                print('等待python环境和插件安装...')\n","            t = t+1\n","            time.sleep(1)\n","        link_dir()\n","        use_config()\n","        installProxyExe()\n","        os.environ['IsInstall'] = 'True'\n","    else:\n","        envInstalled = True\n","        extensionsDone = True\n","\n","    stop_solo_threads()\n","    localProxy()\n","    threading.Thread(target = startProxy, daemon=True, name='solo_startProxy').start()\n","    load_models(True)\n","    ticks = time.time()\n","    print(\"加载耗时:\",(ticks - startTicks),\"\")\n","    start()\n"]},{"cell_type":"markdown","metadata":{"id":"0oaCRs2gLCtF"},"source":["# 执行区域\n","---"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-output":true,"id":"O3DR0DWHLCtF","scrolled":true,"trusted":true},"outputs":[],"source":["# 启动\n","# localProxy()\n","main()"]},{"cell_type":"code","execution_count":null,"metadata":{"trusted":true},"outputs":[],"source":["# 停止一些不必要的后台线程\n","stop_solo_threads()"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"}},"nbformat":4,"nbformat_minor":4}