{"id":112258,"date":"2026-10-03T00:09:00","date_gmt":"2026-10-02T16:09:00","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112258.html"},"modified":"2026-10-03T00:09:00","modified_gmt":"2026-10-02T16:09:00","slug":"%e5%bc%80%e6%ba%90%e6%a8%a1%e5%9e%8b%e4%b8%8b%e8%bd%bd%e5%85%a8%e6%94%bb%e7%95%a5%ef%bc%9ahuggingface%e3%80%81modelscope%e3%80%81%e9%ad%94%e6%90%ad%e6%80%8e%e4%b9%88%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112258.html","title":{"rendered":"\u5f00\u6e90\u6a21\u578b\u4e0b\u8f7d\u5168\u653b\u7565\uff1aHuggingFace\u3001ModelScope\u3001\u9b54\u642d\u600e\u4e48\u7528"},"content":{"rendered":"

\u5f00\u6e90\u6a21\u578b\u4e0b\u8f7d\u5168\u653b\u7565：HuggingFace\u3001ModelScope\u3001\u9b54\u642d\u600e\u4e48\u7528<\/h2>\n

\u672c\u5730\u90e8\u7f72\u5927\u6a21\u578b，\u7b2c\u4e00\u9053\u574e\u5f80\u5f80\u4e0d\u662f\u663e\u5b58，\u662f\u4e0b\u8f7d\u3002<\/p>\n

\u56fd\u5185\u76f4\u8fde HuggingFace，\u7ecf\u5e38\u51e0 KB\/s，\u6216\u8005\u4e0b\u4e00\u534a\u65ad\u4e86\u3001\u91cd\u4e0b\u53c8\u4ece\u96f6\u5f00\u59cb\u3002\u4e00\u4e2a 7B \u6a21\u578b 14GB，\u80fd\u8017\u6389\u4f60\u4e00\u6574\u5929\u3002<\/p>\n

\u8fd9\u7bc7\u7ed9\u5168\u5957\u65b9\u6848：\u955c\u50cf\u7ad9\u3001ModelScope\u3001\u591a\u7ebf\u7a0b\u52a0\u901f\u3001\u65ad\u70b9\u7eed\u4f20\u3001\u79bb\u7ebf\u642c\u8fd0\u3002\u53ef\u76f4\u63a5\u590d\u5236\u547d\u4ee4，\u4e0d\u8bb2\u539f\u7406，\u53ea\u8bb2\u600e\u4e48\u4e0b\u5f97\u5feb\u3001\u4e0b\u5f97\u7a33\u3002<\/p>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\n

\u4e00\u3001\u5148\u641e\u6e05：\u6a21\u578b\u5230\u5e95\u80fd\u4ece\u54ea\u4e0b<\/h3>\n

\u4e0b\u8f7d\u6162\u7684\u6839\u6e90\u662f"\u6e90\u5728\u5883\u5916"\u3002\u6240\u4ee5\u6838\u5fc3\u601d\u8def\u5c31\u4e00\u4e2a：\u6362\u6e90\u3002<\/p>\n\n\u6765\u6e90\u9002\u5408\u7279\u70b9<\/tr>\n\n\n\n\n\n
hf-mirror（\u955c\u50cf）<\/td>\n\u56fd\u5916\u7684\u6a21\u578b（Llama\u3001Mistral \u7b49）<\/td>\n\u6700\u7b80\u5355\u7684\u52a0\u901f\u65b9\u5f0f，\u6539\u4e00\u4e2a\u73af\u5883\u53d8\u91cf<\/td>\n<\/tr>\n
ModelScope \/ \u9b54\u642d<\/td>\n\u56fd\u4ea7\u6a21\u578b（Qwen\u3001GLM\u3001DeepSeek \u7b49）<\/td>\n\u56fd\u5185\u7ad9\u70b9，\u539f\u751f\u5feb<\/td>\n<\/tr>\n
HuggingFace \u5b98\u65b9<\/td>\n\u6709\u7a33\u5b9a\u7f51\u7edc\u65f6<\/td>\n\u6700\u5168，\u4f46\u56fd\u5185\u6162<\/td>\n<\/tr>\n
\u522b\u4eba\u4e0b\u597d\u7684<\/td>\n\u8d85\u5927\u6a21\u578b<\/td>\n\u76f4\u63a5\u62f7\u8d1d，\u6700\u7701\u4e8b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5148\u5224\u65ad\u4f60\u8981\u4e0b\u7684\u6a21\u578b\u5728\u54ea：\u56fd\u4ea7\u6a21\u578b（Qwen\/GLM\/DeepSeek）\u57fa\u672c\u90fd\u5728 ModelScope \u6709；\u56fd\u5916\u6a21\u578b（Llama\/Mistral）\u8d70\u955c\u50cf\u3002<\/p>\n

\u4e8c\u3001\u65b9\u6848\u4e00：\u6362\u955c\u50cf\u7ad9（\u6700\u7b80\u5355，\u5148\u8bd5\u8fd9\u4e2a）<\/h3>\n

hf-mirror \u662f\u4e00\u4e2a\u516c\u76ca\u955c\u50cf\u9879\u76ee，\u628a huggingface.co \u955c\u50cf\u5230\u56fd\u5185\u3002\u7528\u6cd5\u5c31\u662f\u8bbe\u4e00\u4e2a\u73af\u5883\u53d8\u91cf：<\/p>\n

# Linux \/ macOS<\/span>
\nexport<\/span> HF_ENDPOINT<\/span>=<\/span>https:\/\/hf-mirror.com<\/p>\n

# Windows PowerShell<\/span>
\n$env<\/span>:HF_ENDPOINT =<\/span> "https:\/\/hf-mirror.com"<\/span><\/p>\n

\u8bbe\u5b8c\u4e4b\u540e，\u6240\u6709\u8d70 huggingface_hub \u7684\u5de5\u5177\u90fd\u4f1a\u81ea\u52a8\u8d70\u955c\u50cf\u2014\u2014\u5305\u62ec transformers\u3001diffusers\u3001huggingface-cli\u3002\u4e0d\u7528\u6539\u4efb\u4f55\u4ee3\u7801\u3002<\/p>\n

\u4e0b\u8f7d\u547d\u4ee4（\u65b0\u7248 CLI \u662f hf，\u8001\u7248\u662f huggingface-cli）：<\/p>\n

pip install<\/span> -U<\/span> huggingface_hub<\/p>\n

# \u4e0b\u8f7d\u6574\u4e2a\u4ed3\u5e93\u5230\u6307\u5b9a\u76ee\u5f55<\/span>
\nhf download Qwen\/Qwen2.5-7B-Instruct –local-dir .\/models\/qwen2.5-7b<\/p>\n

# \u53ea\u4e0b\u90e8\u5206\u6587\u4ef6（\u6bd4\u5982\u53ea\u4e0b 4-bit \u91cf\u5316\u7248）<\/span>
\nhf download Qwen\/Qwen2.5-7B-Instruct-GGUF –include<\/span> "*q4_k_m*"<\/span> –local-dir .\/models<\/p>\n

\u8fd9\u662f\u6295\u5165\u4ea7\u51fa\u6bd4\u6700\u9ad8\u7684\u65b9\u6848：\u6539\u4e00\u884c，\u901f\u5ea6\u5c31\u80fd\u4ece"\u51e0 KB"\u53d8\u6210"\u51e0 MB"\u3002<\/p>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u4e09\u3001\u65b9\u6848\u4e8c：\u56fd\u4ea7\u6a21\u578b\u76f4\u63a5\u7528 ModelScope<\/h3>\n

\u56fd\u4ea7\u6a21\u578b\u5728\u9b54\u642d（ModelScope）\u662f\u539f\u751f\u6258\u7ba1\u7684，\u4e0d\u7528\u7ed5\u955c\u50cf：<\/p>\n

pip install<\/span> modelscope<\/p>\n

# \u4e0b\u8f7d\u6a21\u578b<\/span>
\nmodelscope download –model<\/span> Qwen\/Qwen2.5-7B-Instruct –local_dir<\/span> .\/models\/qwen2.5-7b<\/p>\n

# \u4e0b\u8f7d\u6570\u636e\u96c6\u540c\u7406<\/span>
\nmodelscope download –dataset<\/span> <<\/span>\u6570\u636e\u96c6id><\/span> –local_dir<\/span> .\/data<\/p>\n

\u4ee3\u7801\u91cc\u4e5f\u80fd\u76f4\u63a5\u6362：\u628a from_pretrained("Qwen\/Qwen2.5-7B-Instruct") \u6362\u6210\u6307\u5b9a ModelScope \u7684\u52a0\u8f7d\u65b9\u5f0f\u5373\u53ef\u3002<\/p>\n

\u5efa\u8bae：\u56fd\u4ea7\u6a21\u578b\u4f18\u5148\u7528 ModelScope，\u56fd\u5916\u6a21\u578b\u7528 hf-mirror\u3002 \u4e24\u6761\u8def\u90fd\u914d\u597d，\u57fa\u672c\u4e0d\u7528\u518d\u4e3a\u4e0b\u8f7d\u53d1\u6101\u3002<\/p>\n

\u56db\u3001\u65b9\u6848\u4e09：\u591a\u7ebf\u7a0b\u52a0\u901f<\/h3>\n

\u5982\u679c\u955c\u50cf\u8fd8\u662f\u6162，\u53ef\u4ee5\u5f00\u591a\u7ebf\u7a0b\u4e0b\u8f7d\u3002\u5b98\u65b9\u6709\u4e2a hf_transfer \u5de5\u5177：<\/p>\n

pip install<\/span> hf_transfer<\/p>\n

# \u5f00\u542f\u540e，\u4e0b\u8f7d\u4f1a\u8d70\u591a\u7ebf\u7a0b<\/span>
\nexport<\/span> HF_HUB_ENABLE_HF_TRANSFER<\/span>=<\/span>1<\/span>
\nhf download Qwen\/Qwen2.5-7B-Instruct –local-dir .\/models\/qwen2.5-7b<\/p>\n

\u6ce8\u610f：\u591a\u7ebf\u7a0b\u4f1a\u5403\u6ee1\u5e26\u5bbd，\u516c\u53f8\/\u5bbf\u820d\u7f51\u7edc\u53ef\u80fd\u88ab\u9650\u901f，\u53cd\u800c\u66f4\u6162\u3002\u5148\u8bd5\u5355\u7ebf\u7a0b，\u6162\u518d\u5f00\u3002<\/p>\n

\u4e94\u3001\u65ad\u70b9\u7eed\u4f20\u4e0e\u79bb\u7ebf\u642c\u8fd0（\u5927\u6a21\u578b\u5fc5\u770b）<\/h3>\n

\u5927\u6a21\u578b\u4e0b\u8f7d\u6700\u6015"\u4e0b\u5230 90% \u65ad\u4e86"\u3002 \u597d\u6d88\u606f\u662f：huggingface_hub \u548c modelscope \u9ed8\u8ba4\u652f\u6301\u65ad\u70b9\u7eed\u4f20\u2014\u2014\u91cd\u65b0\u6267\u884c\u540c\u4e00\u6761\u547d\u4ee4，\u5b83\u4f1a\u4ece\u65ad\u7684\u5730\u65b9\u7ee7\u7eed，\u4e0d\u4f1a\u4ece\u5934\u518d\u6765\u3002<\/p>\n

\u5982\u679c\u7f51\u7edc\u5b9e\u5728\u4e0d\u7a33，\u7528"\u79bb\u7ebf\u642c\u8fd0"\u8fd9\u62db：<\/p>\n

  • \u5728\u4e00\u53f0\u7f51\u7edc\u597d\u7684\u673a\u5668（\u6216\u4e91\u670d\u52a1\u5668）\u4e0a\u628a\u6a21\u578b\u4e0b\u597d；<\/li>\n
  • \u6253\u5305\u65f6\u6392\u9664\u4e34\u65f6\u6587\u4ef6（.cache\u3001*.incomplete），\u53ea\u7559\u6a21\u578b\u6587\u4ef6；<\/li>\n
  • \u7528 U \u76d8\/\u79fb\u52a8\u786c\u76d8\/\u5185\u7f51\u62f7\u8d1d\u5230\u76ee\u6807\u673a\u5668；<\/li>\n
  • \u653e\u5230\u76ee\u5f55\u91cc，\u52a0\u8f7d\u65f6\u7528\u672c\u5730\u8def\u5f84（.\/models\/qwen2.5-7b）\u800c\u4e0d\u662f\u4ed3\u5e93\u540d\u3002<\/li>\n

    # \u6253\u5305\u65f6\u6392\u9664\u534a\u6210\u54c1\u6587\u4ef6<\/span>
    \ntar<\/span> –exclude<\/span>=<\/span>'*.incomplete'<\/span> –exclude<\/span>=<\/span>'.cache'<\/span> -czf<\/span> model.tar.gz .\/models\/qwen2.5-7b<\/p>\n

    \u8fd9\u4e00\u6b65\u80fd\u7701\u6389\u5927\u91cf\u7b49\u5f85\u2014\u2014\u5c24\u5176\u5f53\u4f60\u6709\u591a\u53f0\u673a\u5668\u8981\u90e8\u7f72\u540c\u4e00\u4e2a\u6a21\u578b\u65f6\u3002<\/p>\n

    \u516d\u3001\u65b9\u6848\u600e\u4e48\u9009<\/h3>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n\n\u4f60\u7684\u60c5\u51b5\u7528\u54ea\u4e2a<\/tr>\n\n\n\n\n\n\n
    \u4e0b\u56fd\u4ea7\u6a21\u578b（Qwen\/GLM\/DeepSeek）<\/td>\nModelScope<\/td>\n<\/tr>\n
    \u4e0b\u56fd\u5916\u6a21\u578b（Llama\/Mistral）<\/td>\nhf-mirror \u955c\u50cf<\/td>\n<\/tr>\n
    \u955c\u50cf\u8fd8\u6162<\/td>\n\u5f00 hf_transfer \u591a\u7ebf\u7a0b<\/td>\n<\/tr>\n
    \u7f51\u7edc\u6781\u4e0d\u7a33\u5b9a<\/td>\n\u79bb\u7ebf\u642c\u8fd0（\u522b\u53f0\u673a\u5668\u4e0b\u597d\u62f7\u8fc7\u6765）<\/td>\n<\/tr>\n
    \u53ea\u8981\u91cf\u5316\u7248<\/td>\n\u7528 –include \u53ea\u4e0b\u9700\u8981\u7684\u6587\u4ef6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u4e24\u6761\u5b9e\u7528\u5efa\u8bae：<\/p>\n

      \n
    • \u53ea\u4e0b\u4f60\u9700\u8981\u7684\u6587\u4ef6\u3002 \u4e00\u4e2a\u6a21\u578b\u4ed3\u5e93\u91cc\u5e38\u6709\u597d\u51e0\u79cd\u683c\u5f0f（FP16\u3001GGUF\u3001AWQ）\u3002\u7528 –include \u8fc7\u6ee4，\u80fd\u7701\u6389\u4e00\u534a\u4ee5\u4e0a\u7684\u4e0b\u8f7d\u91cf；<\/li>\n
    • \u4e0b\u4e4b\u524d\u5148\u770b\u4ed3\u5e93\u6587\u4ef6\u5217\u8868\u3002 \u6709\u4e9b\u6a21\u578b\u5206\u591a\u4e2a\u6587\u4ef6，\u522b\u6f0f\u4e86\u4e0b tokenizer \u6216 config.json\u3002<\/li>\n<\/ul>\n

      \u4e03\u3001\u5361\u4f4f\u65f6\u7684\u6392\u67e5\u987a\u5e8f<\/h3>\n
    • \u4e0b\u8f7d\u6162 \u2192 \u5148\u786e\u8ba4 HF_ENDPOINT \u751f\u6548\u4e86\u6ca1（\u5f88\u591a\u4eba\u7684\u95ee\u9898\u662f\u73af\u5883\u53d8\u91cf\u6ca1\u751f\u6548）；<\/li>\n
    • \u4e0b\u5230\u4e00\u534a\u65ad \u2192 \u91cd\u65b0\u6267\u884c\u540c\u4e00\u6761\u547d\u4ee4，\u4f1a\u81ea\u52a8\u7eed\u4f20；<\/li>\n
    • \u62a5 401 \/ 403 \u2192 \u6a21\u578b\u9700\u8981\u6388\u6743（\u5982 Llama \u7cfb\u5217），\u5148\u53bb\u5b98\u7f51\u540c\u610f\u6761\u6b3e\u5e76\u914d token；<\/li>\n
    • \u78c1\u76d8\u4e0d\u591f \u2192 \u5148\u770b\u6a21\u578b\u6587\u4ef6\u603b\u5927\u5c0f，FP16 \u7684 7B \u5c31\u8981 14GB；<\/li>\n
    • \u4e0b\u8f7d\u5b8c\u52a0\u8f7d\u62a5\u9519 \u2192 \u68c0\u67e5\u6587\u4ef6\u662f\u5426\u5b8c\u6574（\u6709\u6ca1\u6709\u6f0f config.json\/tokenizer）；<\/li>\n
    • \u53cd\u590d\u5931\u8d25 \u2192 \u6362 ModelScope，\u6216\u8d70\u79bb\u7ebf\u642c\u8fd0\u3002<\/li>\n

      \u6700\u540e\u4e00\u53e5：\u4e0b\u8f7d\u4e0d\u662f\u6280\u672f\u96be\u9898，\u662f\u7f51\u7edc\u95ee\u9898\u2014\u2014\u800c\u7f51\u7edc\u95ee\u9898\u90fd\u6709\u73b0\u6210\u89e3\u6cd5\u3002 \u628a"\u955c\u50cf + ModelScope + \u65ad\u70b9\u7eed\u4f20"\u8fd9\u4e09\u4ef6\u4e8b\u914d\u597d，\u4f60\u4ee5\u540e\u4e0b\u4efb\u4f55\u6a21\u578b\u90fd\u4e0d\u4f1a\u518d\u5361\u5728\u8fd9\u4e00\u6b65\u3002\u522b\u628a\u65f6\u95f4\u6d6a\u8d39\u5728\u7b49\u5f85\u8fdb\u5ea6\u6761\u4e0a\u3002<\/p>\n

      \n

      \u8bf4\u660e：\u6587\u4e2d\u955c\u50cf\u7ad9（hf-mirror）\u3001ModelScope \u5747\u4e3a\u516c\u5f00\u53ef\u7528\u7684\u7b2c\u4e09\u65b9\/\u5b98\u65b9\u670d\u52a1，\u5176\u53ef\u7528\u6027\u3001\u9650\u901f\u7b56\u7565\u4e0e\u4f7f\u7528\u6761\u6b3e\u4ee5\u5404\u7ad9\u6700\u65b0\u516c\u544a\u4e3a\u51c6；\u8bf7\u9075\u5b88\u76f8\u5e94\u670d\u52a1\u6761\u6b3e\u4e0e\u6a21\u578b\u8bb8\u53ef\u8bc1\u3002\u547d\u4ee4\u4e2d\u7684 CLI \u540d\u79f0（hf \/ huggingface-cli）\u968f huggingface_hub \u7248\u672c\u53d8\u5316，\u8bf7\u4ee5\u5b98\u65b9\u6587\u6863\u4e3a\u51c6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u5f00\u6e90\u6a21\u578b\u4e0b\u8f7d\u5168\u653b\u7565：HuggingFace\u3001ModelScope\u3001\u9b54\u642d\u600e\u4e48\u7528\u672c\u5730\u90e8\u7f72\u5927\u6a21\u578b，\u7b2c\u4e00\u9053\u574e\u5f80\u5f80\u4e0d\u662f\u663e\u5b58，\u662f\u4e0b\u8f7d\u3002
      \n\u56fd\u5185\u76f4\u8fde HuggingFace，\u7ecf\u5e38\u51e0 KB\/s，\u6216\u8005\u4e0b\u4e00\u534a\u65ad\u4e86\u3001\u91cd\u4e0b\u53c8\u4ece\u96f6\u5f00\u59cb\u3002\u4e00\u4e2a 7B \u6a21\u578b 14GB，\u80fd\u8017\u6389\u4f60\u4e00\u6574\u5929\u3002
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