{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"trusted":true},"outputs":[],"source":[]},{"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","import torch\n","from typing import List"]},{"cell_type":"code","execution_count":null,"metadata":{"trusted":true},"outputs":[],"source":["# 内置参数默认值，当上下文有参数时可覆盖默认值\n","\n","_useFrpc = False\n","if 'useFrpc' in locals() or 'useFrpc' in globals():\n","    _useFrpc = useFrpc\n","    \n","_useNgrok = False\n","if 'useNgrok' in locals() or 'useNgrok' in globals():\n","    _useNgrok = useNgrok\n","    \n","_reLoad = False\n","if 'reLoad' in locals() or 'reLoad' in globals():\n","    _reLoad = reLoad\n","    \n","_before_downloading = ''\n","if 'before_downloading' in locals() or 'before_downloading' in globals():\n","    _before_downloading = before_downloading\n","\n","_async_downloading = ''\n","if 'async_downloading' in locals() or 'async_downloading' in globals():\n","    _async_downloading = async_downloading\n","\n","_before_start_sync_downloading = ''\n","if 'before_start_sync_downloading' in locals() or 'before_start_sync_downloading' in globals():\n","    _before_start_sync_downloading = before_start_sync_downloading\n","    \n","_server_port = 7860\n","if 'server_port' in locals() or 'server_port' in globals():\n","    _server_port = server_port\n","    \n","_sd_git_repo ='https://github.com/viyiviyi/stable-diffusion-webui.git -b local' \n","if 'sd_git_repo' in locals() or 'sd_git_repo' in globals():\n","    _sd_git_repo = sd_git_repo\\\n","    .replace('{sdwui}','stable-diffusion-webui')\\\n","    .replace('{wui}',\"webui\")\n","    \n","_sd_config_git_repu = 'https://github.com/viyiviyi/sd-configs.git'\n","if 'sd_config_git_repu' in locals() or 'sd_config_git_repu' in globals():\n","    _sd_config_git_repu = sd_config_git_repu\\\n","    .replace('{sdwui}','stable-diffusion-webui')\\\n","    .replace('{wui}',\"webui\")\n","    \n","    \n","_huggingface_token = '{input_path}/configs/huggingface_token.txt'\n","if 'huggingface_token' in locals() or 'huggingface_token' in globals():\n","    _huggingface_token = huggingface_token\\\n","    .replace('{sdwui}','stable-diffusion-webui')\\\n","    .replace('{wui}',\"webui\")\n","    \n","_huggingface_repo = ''\n","if 'huggingface_repo' in locals() or 'huggingface_repo' in globals():\n","    _huggingface_repo = huggingface_repo\\\n","    .replace('{sdwui}','stable-diffusion-webui')\\\n","    .replace('{wui}',\"webui\")\n","\n","_link_instead_of_copy = True\n","if 'link_instead_of_copy' in locals() or 'link_instead_of_copy' in globals():\n","    _link_instead_of_copy = link_instead_of_copy\n","    \n","show_shell_info = False\n","if 'hidden_console_info' in locals() or 'hidden_console_info' in globals():\n","    show_shell_info = not hidden_console_info\n","\n","_multi_case = False\n","if 'multi_case' in locals() or 'multi_case' in globals():\n","    _multi_case = multi_case\n","    \n","_skip_start = True\n","if 'skip_start' in locals() or 'skip_start' in globals():\n","    _skip_start = skip_start\n","    \n","run_by_none_device = False"]},{"cell_type":"code","execution_count":null,"metadata":{"trusted":true},"outputs":[],"source":["\n","def run(command, cwd=None, desc=None, errdesc=None, custom_env=None,try_error:bool=True) -> str:\n","    global show_shell_info\n","    if desc is not None:\n","        print(desc)\n","\n","    run_kwargs = {\n","        \"args\": command,\n","        \"shell\": True,\n","        \"cwd\": cwd,\n","        \"env\": os.environ if custom_env is None else custom_env,\n","        \"encoding\": 'utf8',\n","        \"errors\": 'ignore',\n","    }\n","\n","    if not show_shell_info:\n","        run_kwargs[\"stdout\"] = run_kwargs[\"stderr\"] = subprocess.PIPE\n","\n","    result = subprocess.run(**run_kwargs)\n","\n","    if result.returncode != 0:\n","        error_bits = [\n","            f\"{errdesc or 'Error running command'}.\",\n","            f\"Command: {command}\",\n","            f\"Error code: {result.returncode}\",\n","        ]\n","        if result.stdout:\n","            error_bits.append(f\"stdout: {result.stdout}\")\n","        if result.stderr:\n","            error_bits.append(f\"stderr: {result.stderr}\")\n","        if try_error:\n","            print((RuntimeError(\"\\n\".join(error_bits))))\n","        else:\n","            raise RuntimeError(\"\\n\".join(error_bits))\n","\n","    if show_shell_info:\n","        print((result.stdout or \"\"))\n","    return (result.stdout or \"\")\n","\n","def mkdirs(path, exist_ok=True):\n","    if path and not Path(path).exists():\n","        os.makedirs(path,exist_ok=exist_ok)"]},{"cell_type":"code","execution_count":null,"metadata":{"trusted":true},"outputs":[],"source":["\n","# 检查gpu是否存在\n","def check_gpu():\n","    if not run_by_none_device and torch.cuda.device_count() == 0:\n","        raise Exception('当前环境没有GPU')\n","\n","install_path=f\"{os.environ['HOME']}/sdwui\" # 安装目录\n","output_path=f\"{os.environ['HOME']}/.sdwui/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","ui_dir_name = 'sd'\n","google_drive = '' \n","\n","_useGooglrDrive = True\n","if 'useGooglrDrive' in locals() or 'useGooglrDrive' in globals():\n","    _useGooglrDrive = useGooglrDrive\n","\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","        run(f'''mkdir -p {input_path}''')\n","        print('''\n","已经链接到谷歌云盘\n","已在云盘创建Input和Output目录\n","        ''')\n","except:\n","    _useGooglrDrive = False\n","\n","run(f'''mkdir -p {install_path}''')\n","run(f'''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","os.environ['input_path'] = input_path\n","\n","def replace_path(input_str:str):\n","    return input_str.replace('$install_path',install_path)\\\n","    .replace('{install_path}',install_path)\\\n","    .replace('$input_path',input_path)\\\n","    .replace('{input_path}',input_path)\\\n","    .replace('$output_path',output_path)\\\n","    .replace('{output_path}',output_path)\\\n","    .replace('{sdwui}','stable-diffusion-webui')\\\n","    .replace('{wui}',\"webui\")\n","\n","space_string = ' \\n\\r\\t\\'\\\",'\n","\n","def config_reader(conf:str):\n","    args = [replace_path(item.split('#')[0].strip(space_string)) for item in conf.split('\\n') if item.strip(space_string)]\n","    return [item.strip() for item in args if item.strip()]\n"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"id":"i3LhnwYHLCtC","trusted":true},"outputs":[],"source":["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')]\n","if 'frp_ssl_dir' in locals() or 'frp_ssl_dir' in globals():\n","    frpcSSLFFlies = frpcSSLFFlies + config_reader(frp_ssl_dir)\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 = '--xformers'\n","if 'sd_start_args' in locals() or 'sd_start_args' in globals():\n","    otherArgs = ' '.join([item for item in config_reader(sd_start_args) if item != '--no-gradio-queue'])\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","requirements = []\n"]},{"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","_setting_file = '/kaggle/working/configs/config.json'\n","if 'setting_file' in locals() or 'setting_file' in globals():\n","    _setting_file = replace_path(_setting_file)\n","_ui_config_file = '/kaggle/working/configs/ui-config.json'\n","if 'ui_config_file' in locals() or 'ui_config_file' in globals():\n","    _ui_config_file = replace_path(ui_config_file)\n","\n","# 设置文件路径\n","if Path(f\"{os.environ['HOME']}/google_drive/MyDrive\").exists():\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')\n","    \n","frpcStartArg = ''\n","run(f'''mkdir -p {install_path}/configFiles''')\n","if 'frp_config_or_file' in locals() or 'frp_config_or_file' in globals():\n","    _frp_config_or_file = replace_path(frp_config_or_file)\n","    if Path(_frp_config_or_file.strip()).exists():\n","        frpcConfigFile = _frp_config_or_file.strip()\n","    if not Path(frpcConfigFile).exists(): \n","        if _frp_config_or_file.strip().startswith('-f'):\n","            frpcStartArg = _frp_config_or_file.strip()\n","        else:\n","            print('没有frpcp配置')\n","            _useFrpc = False\n","    else:\n","        run(f'''cp -f {frpcConfigFile} {install_path}/configFiles/frpc_webui.ini''')\n","        frpcConfigFile = f'{install_path}/configFiles/frpc_webui.ini'\n","        run(f'''sed -i \"s/local_port = .*/local_port = {_server_port}/g\" {frpcConfigFile}''')\n","        frpcStartArg = f' -c {frpcConfigFile}'\n","\n","ngrokToken=''\n","if 'ngrok_config_or_file' in locals() or 'ngrok_config_or_file' in globals():\n","    _ngrok_config_or_file = replace_path(ngrok_config_or_file)\n","    if Path(_ngrok_config_or_file.strip()).exists():\n","        ngrokTokenFile = _ngrok_config_or_file.strip()\n","    if Path(ngrokTokenFile).exists():\n","        with open(ngrokTokenFile,encoding = \"utf-8\") as nkfile:\n","            ngrokToken = nkfile.readline()\n","    elif not _ngrok_config_or_file.strip().startswith('/'):\n","        ngrokToken=_ngrok_config_or_file.strip()\n","    \n","if not Path(venvPath).exists():\n","    venvPath = os.path.join(input_path,'sd-webui-venv/venv.zip')\n"]},{"cell_type":"markdown","metadata":{},"source":["## 文件下载工具\n","\n","---\n","\n","link_or_download_flie(config:str, skip_url:bool=False, _link_instead_of_copy:bool=True, base_path:str = '',sync:bool=False,thread_num:int=None)"]},{"cell_type":"code","execution_count":null,"metadata":{"trusted":true},"outputs":[],"source":["import concurrent.futures\n","import importlib\n","import os\n","import pprint\n","import re\n","from pathlib import Path\n","from typing import List\n","\n","import requests\n","\n","show_shell_info = False\n","\n","def is_installed(package):\n","    try:\n","        spec = importlib.util.find_spec(package)\n","    except ModuleNotFoundError:\n","        return False\n","\n","    return spec is not None\n","\n","def download_file(url:str, filename:str, dist_path:str, cache_path = '',_link_instead_of_copy:bool=True):\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","    if not filename and re.search(r'/[^/]+\\.[^/]+$',url):\n","        filename = url.split('/')[-1]\n","    \n","    filename = re.sub(r'[\\\\/:*?\"<>|;]', '', filename)\n","    filename = re.sub(r'[\\s\\t]+', '_', filename)\n","    \n","    if show_shell_info:\n","        print(f'下载 {filename} url: {url} --> {dist_path}')\n","    \n","    # 创建目录\n","    if cache_path and not Path(cache_path).exists():\n","        os.makedirs(cache_path,exist_ok=True)\n","    if dist_path and not Path(dist_path).exists():\n","        os.makedirs(dist_path,exist_ok=True)\n","        \n","    # 拼接文件的完整路径\n","    filepath = os.path.join(dist_path, filename)\n","\n","    if cache_path:\n","        cache_path = os.path.join(cache_path, filename)\n","        \n","    # 判断文件是否已存在\n","    if Path(filepath).exists():\n","        print(f'文件 {filename} 已存在 {dist_path}')\n","        return\n","    \n","    if cache_path and Path(cache_path).exists():\n","        run(f'cp -n -r -f {\"-s\" if _link_instead_of_copy else \"\"} {cache_path} {dist_path}')\n","        if show_shell_info:\n","            print(f'文件缓存 {cache_path} --> {dist_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(cache_path or filepath, 'wb') as f:\n","            for chunk in r.iter_content(chunk_size=8192):\n","                if chunk:\n","                    f.write(chunk)\n","    # 如果使用了缓存目录 需要复制或链接文件到目标目录\n","    if cache_path:\n","        run(f'cp -n -r -f {\"-s\" if _link_instead_of_copy else \"\"} {cache_path} {dist_path}')\n","    if show_shell_info:\n","        print(f'下载完成 {filename} --> {dist_path}')\n","        \n","def download_git(url, dist_path, cache_path = '',_link_instead_of_copy:bool=True):\n","    if not Path(dist_path).exists():\n","        os.makedirs(dist_path,exist_ok=True)\n","    if show_shell_info:\n","        print(f'git 下载 {url} --> {dist_path}')\n","    if cache_path and not Path(cache_path).exists():\n","        os.makedirs(cache_path,exist_ok=True)\n","        run(f'git clone {url}',cwd = cache_path)\n","    if cache_path:\n","        run(f'cp -n -r -f {cache_path}/* {dist_path}')\n","    else:\n","        run(f'git clone {url}',cwd = dist_path)\n","    if show_shell_info:\n","        print(f'git 下载完成 {url} --> {dist_path}')\n","    \n","    \n","    \n","# 加入文件到下载列表\n","def pause_url(url:str,dist_path:str):\n","    file_name = ''\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","    path_hash = str(hash(url)).replace('-','')\n","    \n","    return {'file_name':file_name,'path_hash':path_hash,'url':url,'dist_path':dist_path}\n","\n","def download_urls(download_list:List[dict],sync:bool=False,thread_num:int=5, \n","                  cache_path:str=os.path.join(os.environ['HOME'],'.cache','download_util'),\n","                  _link_instead_of_copy:bool=True,is_await:bool=False):\n","    if sync:\n","        for conf in download_list:\n","            cache_dir = os.path.join(cache_path,conf['path_hash'])\n","            if conf['url'].startswith('https://github.com'):\n","                download_git(conf['url'],conf['dist_path'],cache_path=cache_dir,_link_instead_of_copy=_link_instead_of_copy)\n","                continue\n","            download_file(conf['url'],conf['file_name'],conf['dist_path'],cache_path=cache_dir,_link_instead_of_copy=_link_instead_of_copy)\n","    else:\n","        executor = concurrent.futures.ThreadPoolExecutor(max_workers=thread_num)\n","        futures = []\n","        for conf in download_list:\n","            cache_dir = os.path.join(cache_path,conf['path_hash'])\n","            if conf['url'].startswith('https://github.com'):\n","                futures.append(executor.submit(download_git, conf['url'],conf['dist_path'],\n","                                                cache_path=cache_dir,_link_instead_of_copy=_link_instead_of_copy))\n","                continue\n","            futures.append(executor.submit(download_file, conf['url'],conf['file_name'],conf['dist_path'],\n","                                            cache_path=cache_dir,_link_instead_of_copy=_link_instead_of_copy))\n","        if is_await:\n","            concurrent.futures.wait(futures)\n","            \n","                          \n","def parse_config(config:str):\n","    space_string = ' \\n\\r\\t\\'\\\",'\n","    other_flie_list = [item.split('#')[0].strip(space_string) for item in config.split('\\n') if item.strip(space_string)]\n","    other_flie_list = [item.strip() for item in other_flie_list if item.strip()]\n","    other_flie_list_store = {}\n","    other_flie_list_store_name='default'\n","    other_flie_list_store_list_cache=[]\n","    \n","    for item in other_flie_list:\n","        if item.startswith('[') and item.endswith(']'):\n","            if not other_flie_list_store_name == 'default':\n","                other_flie_list_store[other_flie_list_store_name]=other_flie_list_store_list_cache\n","                other_flie_list_store_list_cache = []\n","            other_flie_list_store_name = item[1:-1]\n","        else:\n","            other_flie_list_store_list_cache.append(item)\n","    other_flie_list_store[other_flie_list_store_name]=other_flie_list_store_list_cache\n","    \n","    return other_flie_list_store\n","\n","\n","def link_or_download_flie(config:str, skip_url:bool=False, _link_instead_of_copy:bool=True, base_path:str = '',\n","                          sync:bool=False,thread_num:int=None, is_await:bool=False):\n","    store:dict[str,List[str]] = parse_config(config)\n","    download_list = []\n","    for dist_dir in store.keys():\n","        dist_path = os.path.join(base_path,dist_dir)\n","        os.makedirs(dist_path,exist_ok=True)\n","        for path in store[dist_dir]:\n","            if 'https://' in path or 'http://' in path:\n","                if skip_url:\n","                    continue\n","                if sync:\n","                    download_urls([pause_url(path,dist_path)],_link_instead_of_copy = _link_instead_of_copy, sync=sync)\n","                    continue\n","                download_list.append(pause_url(path,dist_path))\n","            else:\n","                run(f'cp -n -r -f {\"-s\" if _link_instead_of_copy else \"\"} {path} {dist_path}')\n","                if show_shell_info:\n","                    print(f'{\"链接\" if _link_instead_of_copy else \"复制\"} {path} --> {dist_path}')\n","        run(f'rm -f {dist_path}/\\*.* ')\n","    if not skip_url:\n","        if show_shell_info:\n","            pprint.pprint(download_list)\n","        download_urls(download_list,_link_instead_of_copy = _link_instead_of_copy, sync=sync, thread_num=thread_num or 2,is_await=is_await)"]},{"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","        run(f'''mkdir -p ~/.kaggle/''')\n","        run('cp '+kaggleApiTokenFile+' ~/.kaggle/kaggle.json')\n","        run(f'''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","    run(f'mkdir -p {install_path}/kaggle_cache')\n","    run(f'rm -rf {install_path}/kaggle_cache/*')\n","    datasetDirPath = install_path+'/kaggle_cache/'+datasetName\n","    run('mkdir -p '+datasetDirPath)\n","    run('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","        run('kaggle datasets init -p' + datasetDirPath)\n","        metadataFile = datasetDirPath+'/dataset-metadata.json'\n","        run('sed -i s/INSERT_TITLE_HERE/'+ datasetName + '/g ' + metadataFile)\n","        run('sed -i s/INSERT_SLUG_HERE/'+ datasetName + '/g ' + metadataFile)\n","        run('cat '+metadataFile)\n","        run('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","    run('mkdir -p '+outputPath)\n","    kaggle.api.dataset_download_files(datasetPath,path=outputPath,unzip=True)\n","    return True\n","\n"]},{"cell_type":"markdown","metadata":{},"source":["## 同步文件夹到 huggingface\n","\n","---"]},{"cell_type":"code","execution_count":null,"metadata":{"trusted":true},"outputs":[],"source":["# 文件夹与 huggingface 同步\n","if '_huggingface_token' in locals() and '_huggingface_repo' in locals():\n","    if not is_installed('watchdog'):\n","        requirements.append('watchdog')\n","    if not is_installed('huggingface_hub'):\n","        requirements.append('huggingface_hub')\n","    else:\n","        try:\n","            from huggingface_hub  import HfApi,login,snapshot_download\n","        except:\n","            requirements.append('huggingface_hub')\n","\n","huggingface_is_init = False\n","\n","def init_huggingface():\n","    if '_huggingface_token' not in globals() or '_huggingface_repo' not in globals():\n","        print('请增加配置项 _huggingface_token = \"token\" 和 _huggingface_repo = “仓库id” 后使用 huggingface 功能')\n","        return False\n","    if not _huggingface_repo or not _huggingface_token:\n","        print('当前无huggingface配置，可配置huggingface仓库和token将收藏的图片保存到huggingface仓库')\n","        return False\n","    global huggingface_is_init\n","    from huggingface_hub  import HfApi,login,snapshot_download\n","    token = replace_path(_huggingface_token)\n","    if Path(token).exists():\n","        with open(token,encoding = \"utf-8\") as nkfile:\n","            token = nkfile.readline()\n","    if not token.startswith('hf_'):\n","        print('huggingface token 不正确，请将 token 或 仅存放token 的txt文件路径填入 _huggingface_token 配置')\n","        return False\n","    login(token,add_to_git_credential=True)\n","    huggingface_is_init = True\n","    return True\n","\n","\n","def download__huggingface_repo(repo_id:str,dist_directory:str=None,repo_type='datasets',callback=None):\n","    if not huggingface_is_init:\n","        print('huggingface 相关功能未初始化 请调用 init_huggingface() 初始化')\n","        \n","    if not dist_directory:\n","        dist_directory = f'{install_path}/sd_main_dir/log'\n","    \n","    from huggingface_hub  import HfApi,login,snapshot_download\n","    \n","    api = HfApi()\n","    \n","    print('下载收藏的图片')\n","    run(f'''mkdir -p {install_path}/cache/huggingface''')\n","    if not Path(f'{install_path}/cache/huggingface/{repo_id.split(\"/\")[1]}').exists():\n","        run(f'git clone https://huggingface.co/{repo_type}/{repo_id}',cwd=f'{install_path}/cache/huggingface')\n","    run(f'cp -r -f -n -s {install_path}/cache/huggingface/{repo_id.split(\"/\")[1]}/* {dist_directory}')\n","#     snapshot_download(repo_id = repo_id, local_dir = dist_directory, local_dir_use_symlinks = \"auto\", token=True, repo_type=repo_type )\n","    if callback:\n","        callback()\n","\n","def start_sync_log_to_huggingface(repo_id:str,directory_to_watch:str=None,repo_type='datasets'):\n","    if not huggingface_is_init:\n","        print('huggingface 相关功能未初始化 请调用 init_huggingface() 初始化')\n","    \n","    from watchdog.observers import Observer\n","    from watchdog.events import FileSystemEventHandler\n","    from huggingface_hub  import HfApi,login,snapshot_download\n","    \n","    # 配置监视的目录和 Hugging Face 仓库信息\n","    class FileChangeHandler(FileSystemEventHandler):\n","        def __init__(self, api, repo_id, repo_type):\n","            self.api = api\n","            self.repo_id = repo_id\n","            self.repo_type = repo_type\n","        def on_created(self, event):\n","            if not event.is_directory:\n","                # 上传新文件到 Hugging Face 仓库\n","                file_path = event.src_path\n","                file_name = os.path.basename(file_path)\n","                if file_name[-4:] not in ['.png','.jpg','.txt']: return\n","                try:\n","                    self.api.upload_file(\n","                        path_or_fileobj=file_path,\n","                        path_in_repo=file_path.replace(directory_to_watch,''),\n","                        repo_id=self.repo_id,\n","                        repo_type=self.repo_type,\n","                    )\n","                except IOError as error:\n","                    print(error)\n","\n","        def on_deleted(self, event):\n","            if not event.is_directory:\n","                # 从 Hugging Face 仓库删除文件\n","                file_path = event.src_path\n","                file_name = os.path.basename(file_path)\n","                if file_name[-4:] not in ['.png','.jpg','.txt']: return\n","                try:\n","                    self.api.delete_file(\n","                        path_in_repo=file_path.replace(directory_to_watch,''),\n","                        repo_id=self.repo_id,\n","                        repo_type=self.repo_type,\n","                        )\n","                except IOError as error:\n","                    print(error)\n","\n","        def on_modified(self, event):\n","            if not event.is_directory:\n","                # 更新 Hugging Face 仓库中的文件\n","                file_path = event.src_path\n","                file_name = os.path.basename(file_path)\n","                if file_name[-4:] not in ['.png','.jpg','.txt']: return\n","                try:\n","                    self.api.upload_file(\n","                        path_or_fileobj=file_path,\n","                        path_in_repo=file_path.replace(directory_to_watch,''),\n","                        repo_id=self.repo_id,\n","                        repo_type=self.repo_type,\n","                    )\n","                except IOError as error:\n","                    print(error)\n","\n","        def on_moved(self, event):\n","            if not event.is_directory:\n","                file_path = event.dest_path\n","                file_name = os.path.basename(file_path)\n","                if file_name[-4:] not in ['.png','.jpg','.txt']: return\n","                if event.dest_path.startswith(directory_to_watch):\n","                    try:\n","                        self.api.upload_file(\n","                            path_or_fileobj=file_path,\n","                            path_in_repo=file_path.replace(directory_to_watch,''),\n","                            repo_id=self.repo_id,\n","                            repo_type=self.repo_type,\n","                        )\n","                    except IOError as error:\n","                        print(error)\n","\n","    api = HfApi()\n","    \n","    if not directory_to_watch:\n","        directory_to_watch = f'{install_path}/sd_main_dir/log'\n","    # 创建观察者对象并注册文件变化处理程序\n","    event_handler = FileChangeHandler(api,repo_id,repo_type)\n","    observer = Observer()\n","    observer.schedule(event_handler, directory_to_watch, recursive=True)\n","\n","    # 启动观察者\n","    observer.name = \"solo_directory_to_watch\"\n","    print(f'启动收藏图片文件夹监听，并自动同步到 huggingface {repo_type} : {repo_id}')\n","    observer.start()"]},{"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,"trusted":true},"outputs":[],"source":["def echoToFile(content:str,path:str):\n","    if path.find('/') >= 0:\n","        _path = '/'.join(path.split('/')[:-1])\n","        run(f'''mkdir -p {_path}''')\n","    with open(path,'w') as sh:\n","        sh.write(content)\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 = f'{install_path}/sd_main_dir/{path}'\n","    if Path(path).exists():\n","        if 'tar' == format:\n","            run(f'tar -cf {output_path}/'+ zipName +'.tar -C '+ path +' . ')\n","        elif 'gz' == format:\n","            run(f'tar -czf {output_path}/'+ zipName +'.tar.gz -C '+ path +' . ')\n","        return\n","    print('指定的目录不存在：'+path)\n","\n","# 检查网络\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":"markdown","metadata":{},"source":["## 内网穿透\n","\n","---"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"id":"coqQvTSLLCtE","trusted":true},"outputs":[],"source":["# ngrok\n","def startNgrok(ngrokToken:str,ngrokLocalPort:int):\n","    if not is_installed('pyngrok'):\n","        run(f'pip install pyngrok')\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","    echoToFile(f'''\n","cd {install_path}/frpc/\n","{install_path}/frpc/frpc --update {configFile}\n","''',f'{install_path}/frpc/start.sh')\n","    get_ipython().system(f'''bash {install_path}/frpc/start.sh''')\n","        \n","def installProxyExe():\n","    if _useFrpc:\n","        print('安装frpc')\n","        run(f'mkdir -p {install_path}/frpc')\n","        if Path(frpcExePath).exists():\n","            run(f'cp -f -n {frpcExePath} {install_path}/frpc/frpc')\n","        else:\n","            run(f'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","                run(f'cp -f -n {ssl}/* {install_path}/frpc/')\n","        run(f'chmod +x {install_path}/frpc/frpc')\n","        run(f'{install_path}/frpc/frpc -v')\n","    if _useNgrok and not is_installed('pyngrok'):\n","        run('pip install pyngrok')\n","\n","def startProxy():\n","    if _useNgrok:\n","        startNgrok(ngrokToken,_server_port)\n","    if _useFrpc:\n","        startFrpc('frpc_proxy',frpcStartArg)"]},{"cell_type":"markdown","metadata":{},"source":["## NGINX 反向代理\n","\n","---"]},{"cell_type":"code","execution_count":null,"metadata":{"_kg_hide-input":true,"_kg_hide-output":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(_server_port)+''';\n","    listen [::]:'''+str(_server_port)+''';\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(_server_port+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 $proxy_url http://127.0.0.1:'''+str(_server_port+1)+''';\n","        # if ($cookie_subpath = \"1\") {\n","        #    set $proxy_url  http://127.0.0.1:'''+str(_server_port+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',_server_port):\n","        run(f'''nginx -c /etc/nginx/nginx.conf''')\n","    get_ipython().system(f'''nginx -s reload''')\n","    "]},{"cell_type":"markdown","metadata":{},"source":["## 线程清理工具\n","\n","---\n","\n","清理线程名以 solo_ 开头的所有线程"]},{"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(f'结束线程：{thread.name}')\n","            try:\n","                stop_thread(thread)\n","            except socket.error:\n","                print(f'结束线程：{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","quickStart = True\n","#安装\n","def install():\n","    print('安装')\n","    os.chdir(f'''{install_path}''')\n","    run(f'''git lfs install''')\n","    run(f'''git config --global credential.helper store''')\n","    for requirement in requirements:\n","        run(f'pip install {requirement}')\n","    if _reLoad:\n","        run(f'''rm -rf {install_path}/sd_main_dir''')\n","    if Path(\"sd_main_dir\").exists():\n","        os.chdir(f'''{install_path}/sd_main_dir/''')\n","        run(f'''git checkout .''')\n","        run(f'''git pull''')\n","    else:\n","        run(f'''git clone {_sd_git_repo} sd_main_dir''')\n","    os.chdir(f'''{install_path}/sd_main_dir''')\n","    print('安装 完成')\n","\n","# 链接输出目录\n","def link_dir():\n","    print('链接输出目录')\n","    # 链接图片输出目录\n","    run(f'''mkdir -p {output_path}/outputs''')\n","    run(f'''rm -rf {install_path}/sd_main_dir/outputs''')\n","    run(f'''ln -s -r {output_path}/outputs {install_path}/sd_main_dir/''')\n","     # 输出收藏目录\n","    run(f'''mkdir -p {output_path}/log''')\n","    run(f'''rm -rf {install_path}/sd_main_dir/log''')\n","    run(f'''ln -s -r {output_path}/log {install_path}/sd_main_dir/''')\n","    # 链接训练输出目录 文件夹链接会导致功能不能用\n","    run(f'''rm -rf {install_path}/sd_main_dir/textual_inversion''')\n","    run(f'''mkdir -p {output_path}/textual_inversion/''')\n","    run(f'''ln -s -r {output_path}/textual_inversion {install_path}/sd_main_dir/''')\n","    print('链接输出目录 完成') \n","\n","def install_optimizing():\n","    run('apt install nginx -y')\n","    run('env TF_CPP_MIN_LOG_LEVEL=1')\n","    run('apt -y update -qq')\n","    run('wget http://launchpadlibrarian.net/367274644/libgoogle-perftools-dev_2.5-2.2ubuntu3_amd64.deb')\n","    run('wget https://launchpad.net/ubuntu/+source/google-perftools/2.5-2.2ubuntu3/+build/14795286/+files/google-perftools_2.5-2.2ubuntu3_all.deb')\n","    run('wget https://launchpad.net/ubuntu/+source/google-perftools/2.5-2.2ubuntu3/+build/14795286/+files/libtcmalloc-minimal4_2.5-2.2ubuntu3_amd64.deb')\n","    run('wget https://launchpad.net/ubuntu/+source/google-perftools/2.5-2.2ubuntu3/+build/14795286/+files/libgoogle-perftools4_2.5-2.2ubuntu3_amd64.deb')\n","    run('apt -y install -qq libunwind8-dev')\n","    run('dpkg -i *.deb')\n","    run('env LD_P_reLoad=libtcmalloc.so')\n","    run('rm *.deb')\n","    \n","#安装依赖\n","def install_dependencies():\n","    print('安装需要的python环境')\n","    global envInstalled\n","    global venvPath\n","    run(f'''rm -rf {install_path}/sd_main_dir/venv''')\n","    run(f'''mkdir -p {install_path}/sd_main_dir/venv''')\n","    if str(sys.version).startswith('3.10'):\n","        try:\n","            run('python3 -m venv venv' ,cwd=f'{install_path}/sd_main_dir',try_error=False)\n","        except:\n","            run('apt install python3.10-venv -y')\n","            run('python3 -m venv venv' ,cwd=f'{install_path}/sd_main_dir')\n","    else:\n","        run('add-apt-repository ppa:deadsnakes/ppa -y')\n","        run('apt update')\n","        run('apt install python3.10 -y')\n","        run('python3.10 -m venv venv',cwd=f'{install_path}/sd_main_dir')\n","        \n","    if quickStart:\n","        if not Path(venvPath).exists():\n","            run(f'''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","            run(f'''unzip {install_path}/venv_cache/venv.zip -d {install_path}/venv_cache''')\n","            venvPath = f'{install_path}/venv_cache/venv.tar.bak'\n","            run(f'''rm -rf {install_path}/venv_cache/venv.zip''')\n","        elif venvPath.endswith('.zip'):\n","            run(f'''mkdir -p {install_path}/venv_cache''')\n","            run(f'''unzip {venvPath} -d {install_path}/venv_cache''')\n","            venvPath = f'{install_path}/venv_cache/venv.tar.bak'\n","        print('解压环境')\n","        run(f'tar -xf {venvPath} -C {install_path}/sd_main_dir/venv')\n","    if not Path(f'{install_path}/sd_main_dir/venv/bin/pip').exists():\n","        run('curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py')\n","        run(f'{install_path}/sd_main_dir/venv/bin/python3 get-pip.py')\n","\n","    get_ipython().system(f'''{install_path}/sd_main_dir/venv/bin/python3 -V''')\n","    get_ipython().system(f'''{install_path}/sd_main_dir/venv/bin/python3 -m pip -V''')\n","\n","    envInstalled = True\n","    print('安装需要的python环境 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","    run(f'''mkdir -p {install_path}/temp''')\n","    run(f'git clone {_sd_config_git_repu} sd-configs',cwd=f'{install_path}/temp')\n","    run(f'cp -r -f -n {install_path}/temp/sd-configs/dist/* {install_path}/sd_main_dir')\n","    if not Path(_ui_config_file).exists(): # ui配置文件\n","        run(f'''mkdir -p {_ui_config_file[:_ui_config_file.rfind('/')]}''')\n","        run(f'cp -f -n {install_path}/sd_main_dir/ui-config.json {_ui_config_file}')\n","    if not Path(_setting_file).exists(): # 设置配置文件\n","        run(f'''mkdir -p {_setting_file[:_setting_file.rfind('/')]}''')\n","        run(f'cp -f -n {install_path}/sd_main_dir/config.json {_setting_file}')\n","\n","def copy_last_log_to_images():\n","    print('复制编号最大的一张收藏图到输出目录，用于保持编号，否则会出现收藏的图片被覆盖的情况')\n","    img_list = os.listdir(f'{install_path}/sd_main_dir/log/images')\n","    last_img_path = ''\n","    last_img_num = 0\n","    for img in img_list:\n","        if re.findall(r'^\\d+-',str(img)):\n","            num = int(re.findall(r'^\\d+-',str(img))[0][:-1])\n","            if num > last_img_num:\n","                last_img_path = img\n","                last_img_num = num\n","    print(f'{install_path}/sd_main_dir/log/images/{last_img_path} {install_path}/sd_main_dir/outputs/txt2img-images')\n","    run(f'''mkdir -p {install_path}/sd_main_dir/outputs/txt2img-images''')\n","    run(f'''cp -f {install_path}/sd_main_dir/log/images/{last_img_path} {install_path}/sd_main_dir/outputs/txt2img-images/''')\n","    \n","    print(f'{install_path}/sd_main_dir/log/images/{last_img_path} {install_path}/sd_main_dir/outputs/img2img-images')\n","    run(f'''mkdir -p {install_path}/sd_main_dir/outputs/img2img-images''')\n","    run(f'''cp -f {install_path}/sd_main_dir/log/images/{last_img_path} {install_path}/sd_main_dir/outputs/img2img-images/''')\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(_server_port+1+i))\n","    if i>0:\n","        print(f'使用第{i+1}张显卡启动第{i+1}个服务，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","        restart_times = 0\n","        last_restart_time = time.time()\n","        while True:\n","            get_ipython().system(f'''{install_path}/sd_main_dir/venv/bin/python3 launch.py --device-id={i} --port {str(_server_port+1+i)} {'' if i ==0 else '--subpath=/1'}''')\n","            print('5秒后重启服务')\n","            if time.time() - last_restart_time < 30:\n","                restart_times = restart_times + 1\n","            else:\n","                restart_times = 0\n","            last_restart_time = time.time()\n","            if restart_times >3 :\n","                # 如果90秒内重启了3此，将不再自动重启\n","                break\n","            time.sleep(5)\n","    else:\n","        get_ipython().system(f'''{install_path}/sd_main_dir/venv/bin/python3 launch.py --device-id={i} --port {str(_server_port+1+i)} {'' if i ==0 else '--subpath=/1'}''')\n","    \n","# 启动\n","def start():\n","    print('启动')\n","    os.chdir(f'''{install_path}/sd_main_dir''')\n","    args = ''\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=' + _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=' + _setting_file\n","    args += ' ' + otherArgs\n","    os.environ['COMMANDLINE_ARGS']=args\n","    run(f'''echo COMMANDLINE_ARGS=$COMMANDLINE_ARGS''')\n","    os.environ['REQS_FILE']='requirements.txt'\n","\n","    with concurrent.futures.ThreadPoolExecutor(max_workers=2) as executor:\n","        for i in range(torch.cuda.device_count() if _multi_case else 1):\n","            executor.submit(start_webui,i)\n","            while not check_service('localhost',str(_server_port+1+i)): # 当当前服务启动完成才允许退出此次循环\n","                time.sleep(5)\n","            time.sleep(10)"]},{"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 huggingface_is_init\n","    startTicks = time.time()\n","    stop_solo_threads()\n","    isInstall = True if os.getenv('IsInstall','False') == 'True' else False\n","    if isInstall is False or _reLoad: \n","        print('启动 安装和运行环境')\n","        install()\n","        link_dir()\n","        init_huggingface()\n","        threading.Thread(target = install_dependencies,daemon=True,name='solo_install_dependencies').start()\n","        threading.Thread(target = install_optimizing,daemon=True,name='solo_install_optimizing').start()\n","        threading.Thread(target = installProxyExe,daemon=True).start()\n","        link_or_download_flie(replace_path(_async_downloading), _link_instead_of_copy=_link_instead_of_copy,\n","                          base_path=f'{install_path}/sd_main_dir')\n","        if huggingface_is_init:\n","            threading.Thread(target = download__huggingface_repo,daemon=True,\n","                                 args=([_huggingface_repo]),\n","                                 kwargs={\"callback\":copy_last_log_to_images},\n","                                 name='solo_download__huggingface_repo').start()\n","        \n","        link_or_download_flie(replace_path(_before_downloading), _link_instead_of_copy=_link_instead_of_copy,\n","                          base_path=f'{install_path}/sd_main_dir',is_await=True)\n","        t = 0\n","        while not envInstalled:\n","            if t%10==0:\n","                print('等待python环境安装...')\n","            t = t+1\n","            time.sleep(1)\n","        use_config()\n","        localProxy()\n","        os.environ['IsInstall'] = 'True'\n","    else:\n","        envInstalled = True\n","    link_or_download_flie(replace_path(_before_start_sync_downloading), _link_instead_of_copy=_link_instead_of_copy,\n","                          base_path=f'{install_path}/sd_main_dir',sync=True)\n","    threading.Thread(target = startProxy, daemon=True, name='solo_startProxy').start()\n","    if init_huggingface():\n","        start_sync_log_to_huggingface(_huggingface_repo)\n","    ticks = time.time()\n","    print(\"加载耗时:\",(ticks - startTicks),\"秒\")\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","# _reLoad = True\n","# hidden_console_info = False\n","# run_by_none_device = True\n","# show_shell_info = True\n","\n","    \n","if _skip_start:\n","    print('已跳过自动启动，可手动执行 main() 进行启动。')\n","    print('''推荐的启动代码：\n","try:\n","    check_gpu() # 检查是否存在gpu\n","    main()\n","except KeyboardInterrupt:\n","    stop_solo_threads() # 中断后自动停止后台线程 （有部分功能在后台线程中运行）\n","    ''')\n","else:\n","    try:\n","        check_gpu()\n","        main()\n","    except KeyboardInterrupt:\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":"3.10.7"}},"nbformat":4,"nbformat_minor":4}