{"id":91830,"date":"2026-08-08T14:00:41","date_gmt":"2026-08-08T06:00:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/91830.html"},"modified":"2026-08-08T14:00:41","modified_gmt":"2026-08-08T06:00:41","slug":"ai-%e8%be%85%e5%8a%a9%e5%bc%80%e5%8f%91%e7%9a%84%e4%ba%94%e9%81%93%e5%9d%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/91830.html","title":{"rendered":"AI \u8f85\u52a9\u5f00\u53d1\u7684\u4e94\u9053\u574e"},"content":{"rendered":"

AI \u8f85\u52a9\u5f00\u53d1\u7684\u4e94\u9053\u574e<\/h2>\n

\u5f15\u5b50<\/h3>\n

12 \u4e2a\u95ee\u9898\u3001\u4e24\u5929\u65f6\u95f4\u3001\u65e0\u6570\u6b21\u6392\u67e5\u3002\u56de\u5934\u770b\u8fd9\u4e9b\u5751\u4e0d\u662f\u5b64\u7acb\u7684\u2014\u2014\u5b83\u4eec\u5171\u540c\u6307\u5411\u4e94\u4e2a\u7cfb\u7edf\u6027\u7f3a\u9677\u3002\u7406\u89e3\u4e86\u8fd9\u4e94\u9053\u574e，\u4e0d\u53ea\u662f SD，\u4efb\u4f55 AI \u8f85\u52a9\u5f00\u53d1\u9879\u76ee\u90fd\u80fd\u5c11\u8d70\u5f2f\u8def\u3002<\/p>\n

\u7f3a\u9677\u4e00：\u6700\u5c0f\u963b\u529b\u8def\u5f84<\/h3>\n

AI \u503e\u5411\u4e8e\u7ed9"\u80fd\u8dd1"\u7684\u65b9\u6848，\u800c\u975e"\u6700\u4f18"\u7684\u65b9\u6848\u3002<\/p>\n\n\u573a\u666fAI \u9ed8\u8ba4\u65b9\u6848（\u77ed\u8def\u5f84）\u6b63\u786e\u65b9\u6848（\u957f\u8def\u5f84）\u4ee3\u4ef7<\/tr>\n\n\n\n\n
\u73af\u5883\u6fc0\u6d3b<\/td>\nconda activate（\u6709\u65f6\u4e0d\u751f\u6548）<\/td>\n\u7edd\u5bf9\u8def\u5f84（\u6c38\u8fdc\u751f\u6548）<\/td>\n\u6392\u67e5\u8017\u65f6<\/td>\n<\/tr>\n
PyTorch \u5b89\u88c5<\/td>\npip -i \u8986\u76d6\u7d22\u5f15（\u53ef\u80fd\u88c5\u9519\u7248\u672c）<\/td>\n–extra-index-url（\u6b63\u786e\u4f46\u53c2\u6570\u957f）<\/td>\n4.6G \u767d\u4e0b<\/td>\n<\/tr>\n
\u6a21\u578b\u4e0b\u8f7d<\/td>\nsnapshot_download \u65e0\u8fc7\u6ee4<\/td>\nallow_patterns（\u9700\u5148\u5206\u6790\u6587\u4ef6\u6e05\u5355）<\/td>\n\u6d6a\u8d39 60%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6bcf\u6b21\u90fd\u9009\u4e86\u66f4\u77ed\u7684\u90a3\u6761\u8def，\u6bcf\u6b21\u90fd\u4e3a\u6b64\u4ed8\u51fa\u66f4\u5927\u7684\u4ee3\u4ef7\u3002\u8fd9\u4e0d\u662f AI \u201c\u7b28\u201d，\u662f\u5b83\u6ca1\u6709\u5236\u5ea6\u7ea6\u675f\u5b83\u9009\u6700\u4f18\u89e3\u3002<\/p>\n

\u7f3a\u9677\u4e8c：\u7248\u672c\u65ad\u88c2<\/h3>\n

\u4ee3\u7801\u5728"\u5f53\u65f6"\u662f\u5bf9\u7684，\u8fd0\u884c\u73af\u5883\u5df2\u7ecf\u53d8\u4e86\u3002<\/p>\n

    \n
  • LoRA \u5730\u5740 404 \u2192 \u4f5c\u8005\u5220\u4e86<\/li>\n
  • \u5e95\u6a21 runwayml \u4e0b\u67b6 \u2192 HF \u653f\u7b56\u53d8\u66f4<\/li>\n
  • peft API \u5e9f\u5f03 \u2192 \u793e\u533a\u5347\u7ea7\u4e0d\u517c\u5bb9<\/li>\n
  • set_lora_device \u6d88\u5931 \u2192 \u5e93\u4f5c\u8005\u91cd\u6784<\/li>\n<\/ul>\n

    AI \u7684\u77e5\u8bc6\u622a\u6b62\u4e8e\u8bad\u7ec3\u6570\u636e\u7684\u65f6\u95f4\u70b9\u3002\u4ece\u90a3\u4e2a\u65f6\u95f4\u70b9\u5230\u4f60\u8fd0\u884c\u4ee3\u7801\u7684\u8fd9\u4e00\u523b，API \u53ef\u80fd\u53d8\u4e86\u3001\u4ed3\u5e93\u53ef\u80fd\u5220\u4e86\u3001\u955c\u50cf\u53ef\u80fd\u5931\u6548\u4e86\u3002\u7248\u672c\u65ad\u88c2\u662f AI \u8f85\u52a9\u5f00\u53d1\u7684\u7ed3\u6784\u6027\u77db\u76fe，\u4e0d\u662f\u5076\u7136\u3002<\/p>\n

    \u7f3a\u9677\u4e09：\u7f51\u7edc\u53ef\u8fbe\u6027\u5047\u8bbe\u5d29\u584c<\/h3>\n

    \u201c\u80fd\u8bbf\u95ee\u5916\u7f51 \u2192 \u80fd\u8bbf\u95ee HuggingFace \u2192 \u4e0b\u8f7d\u901f\u5ea6\u5feb\u201d\u2014\u2014\u4e09\u6b65\u90fd\u662f\u5047\u547d\u9898\u3002<\/p>\n

      \n
    • HF \u76f4\u8fde\u8d85\u65f6（DNS \/ GFW \/ \u8def\u7531）<\/li>\n
    • \u955c\u50cf\u6e90\u4e0d\u5168（\u6e05\u534e\u6e90\u7f3a\u67d0\u4e9b\u7248\u672c）<\/li>\n
    • ModelScope \u66ff\u4ee3\u53ef\u884c\u4f46\u9700\u8981\u989d\u5916\u53d1\u73b0\u6210\u672c<\/li>\n<\/ul>\n

      AI \u9ed8\u8ba4\u7684\u7f51\u7edc\u5047\u8bbe\u662f\u7406\u60f3\u5316\u7684\u5168\u7403\u53ef\u8fbe\u7f51\u7edc\u3002\u5728\u56fd\u5185\u7f51\u7edc\u73af\u5883\u4e0b，\u6bcf\u4e2a\u73af\u8282\u90fd\u662f\u6f5c\u5728\u7684\u65ad\u88c2\u70b9\u3002\u800c\u4e14\u9519\u8bef\u4fe1\u606f\u4e0d\u4f1a\u76f4\u63a5\u544a\u8bc9\u4f60"\u7f51\u7edc\u4e0d\u901a"，\u800c\u662f\u4ee5 404\u3001\u8d85\u65f6\u3001\u7f3a\u6587\u4ef6\u7b49\u95f4\u63a5\u5f62\u5f0f\u51fa\u73b0\u3002<\/p>\n

      \u7f3a\u9677\u56db：\u5de5\u5177\u94fe\u65f6\u95f4\u7ea6\u675f\u5931\u914d<\/h3>\n

      shell_executor \u8d85\u65f6 vs GPU \u63a8\u7406\u65f6\u957f：\u547d\u4ee4\u8dd1\u5230\u4e00\u534a\u88ab kill，\u8fdb\u7a0b\u6b8b\u7559，CUDA context \u6ca1\u6709\u91ca\u653e，\u4e0b\u4e00\u6b21\u8fd0\u884c\u76f4\u63a5 OOM\u3002<\/p>\n

      \u8fd9\u4e0d\u662f SD \u7684\u95ee\u9898，\u662f\u6240\u6709"\u8ba1\u7b97\u65f6\u95f4\u8fdc\u5927\u4e8e\u8d85\u65f6\u9608\u503c"\u7684\u4efb\u52a1\u90fd\u4f1a\u9047\u5230\u7684\u2014\u2014\u6a21\u578b\u8bad\u7ec3\u3001\u89c6\u9891\u6e32\u67d3\u3001\u5927\u6570\u636e\u5904\u7406\u3002\u5de5\u5177\u8bbe\u8ba1\u65f6\u5047\u8bbe\u7684\u547d\u4ee4\u6267\u884c\u6a21\u5f0f（\u79d2\u7ea7）\u4e0e\u5b9e\u9645 AI \u4efb\u52a1\u7684\u8ba1\u7b97\u6a21\u5f0f（\u5206\u949f\u7ea7\u751a\u81f3\u5c0f\u65f6\u7ea7）\u5b58\u5728\u67b6\u6784\u7ea7\u77db\u76fe\u3002<\/p>\n

      \u7f3a\u9677\u4e94：\u4fe1\u606f\u4e0d\u5bf9\u79f0<\/h3>\n

      AI \u77e5\u9053\u4f46\u4e0d\u8bf4\u7684\u5173\u952e\u4fe1\u606f：<\/p>\n

        \n
      • \u4e0b\u8f7d 27 \u4e2a\u6587\u4ef6\u7ea6 12G \u9884\u8ba1\u8017\u65f6 3 \u5c0f\u65f6 \u2192 \u6ca1\u8bf4<\/li>\n
      • ModelScope \u66ff\u4ee3\u94fe\u63a5\u53ef\u80fd\u5b58\u5728 \u2192 \u4e0d\u4f1a\u4e3b\u52a8\u63d0\u793a<\/li>\n
      • \u201c\u4f60\u53ef\u4ee5\u7528 allow_patterns \u8fc7\u6ee4\u201d \u2192 \u4e0d\u4f1a\u5728\u7b2c\u4e00\u6b21\u5c31\u63d0<\/li>\n<\/ul>\n

        AI \u7684\u77e5\u8bc6\u4e0e\u7528\u6237\u7684\u51b3\u7b56\u4e4b\u95f4\u5b58\u5728\u4fe1\u606f\u65ad\u5c42\u3002AI \u5047\u8bbe\u7528\u6237"\u95ee\u5230\u4e86\u624d\u8bf4"，\u4f46\u7528\u6237\u5f80\u5f80\u4e0d\u77e5\u9053\u5e94\u8be5\u95ee\u4ec0\u4e48\u3002<\/p>\n

        \u603b\u7ed3<\/h3>\n\n\u7f3a\u9677\u672c\u8d28\u5f71\u54cd<\/tr>\n\n\n\n\n\n\n
        \u6700\u5c0f\u963b\u529b\u8def\u5f84<\/td>\nAI \u9ed8\u8ba4\u9009\u6700\u77ed\u65b9\u6848<\/td>\n\u6bcf\u6b21\u90fd\u9009\u6b21\u4f18\u89e3<\/td>\n<\/tr>\n
        \u7248\u672c\u65ad\u88c2<\/td>\n\u8bad\u7ec3\u6570\u636e\u65f6\u95f4\u6233 vs \u8fd0\u884c\u73af\u5883<\/td>\n\u4ee3\u7801"\u5f53\u65f6\u5bf9"\u73b0\u5728\u9519<\/td>\n<\/tr>\n
        \u7f51\u7edc\u5047\u8bbe\u5d29\u584c<\/td>\n\u9ed8\u8ba4\u5168\u7403\u53ef\u8fbe<\/td>\n\u6bcf\u4e2a\u7f51\u7edc\u73af\u8282\u90fd\u53ef\u80fd\u65ad<\/td>\n<\/tr>\n
        \u5de5\u5177\u65f6\u95f4\u5931\u914d<\/td>\n\u79d2\u7ea7\u8d85\u65f6 vs \u5206\u949f\u7ea7\u8ba1\u7b97<\/td>\n\u8fdb\u7a0b\u88ab\u6740，\u524d\u529f\u5c3d\u5f03<\/td>\n<\/tr>\n
        \u4fe1\u606f\u4e0d\u5bf9\u79f0<\/td>\nAI \u77e5\u9053\u4f46\u7528\u6237\u4e0d\u77e5\u9053<\/td>\n\u51b3\u7b56\u76f2\u533a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u610f\u8bc6\u5230\u8fd9\u4e94\u9053\u574e，\u672c\u8eab\u5c31\u662f\u8fdb\u6b65\u3002\u4e0b\u4e00\u7ae0\u804a\u804a\u600e\u4e48\u5efa\u5236\u5ea6\u6765\u7cfb\u7edf\u6027\u5e94\u5bf9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

        AI \u8f85\u52a9\u5f00\u53d1\u7684\u4e94\u9053\u574e
        \n\u5f15\u5b50
        \n12 \u4e2a\u95ee\u9898\u3001\u4e24\u5929\u65f6\u95f4\u3001\u65e0\u6570\u6b21\u6392\u67e5\u3002\u56de\u5934\u770b\u8fd9\u4e9b\u5751\u4e0d\u662f\u5b64\u7acb\u7684\u2014\u2014\u5b83\u4eec\u5171\u540c\u6307\u5411\u4e94\u4e2a\u7cfb\u7edf\u6027\u7f3a\u9677\u3002\u7406\u89e3\u4e86\u8fd9\u4e94\u9053\u574e，\u4e0d\u53ea\u662f SD，\u4efb\u4f55 AI \u8f85\u52a9\u5f00\u53d1\u9879\u76ee\u90fd\u80fd\u5c11\u8d70\u5f2f\u8def\u3002
        \n\u7f3a\u9677\u4e00：\u6700\u5c0f\u963b\u529b\u8def\u5f84
        \nAI \u503e\u5411\u4e8e\u7ed9\\”\u80fd\u8dd1\\”\u7684\u65b9\u6848，\u800c\u975e\\”\u6700\u4f18\\”\u7684\u65b9\u6848\u3002\u573a\u666fAI \u9ed8\u8ba4\u65b9\u6848（\u77ed\u8def\u5f84）\u6b63\u786e\u65b9\u6848（\u957f\u8def\u5f84）\u4ee3\u4ef7\u73af\u5883\u6fc0\u6d3bconda activate（\u6709\u65f6<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1876,230,50,190,1326],"topic":[],"class_list":["post-91830","post","type-post","status-publish","format-standard","hentry","category-server","tag-openvino","tag-php","tag-50","tag-190","tag-1326"],"yoast_head":"\nAI \u8f85\u52a9\u5f00\u53d1\u7684\u4e94\u9053\u574e - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/91830.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI \u8f85\u52a9\u5f00\u53d1\u7684\u4e94\u9053\u574e - 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