{"id":21168,"date":"2026-06-10T12:25:46","date_gmt":"2026-06-10T04:25:46","guid":{"rendered":"https:\/\/ab123.xyz\/?p=21168"},"modified":"2026-06-10T12:25:46","modified_gmt":"2026-06-10T04:25:46","slug":"deepseek-r1-%e6%a8%a1%e5%9e%8b%e6%9c%ac%e5%9c%b0%e9%83%a8%e7%bd%b2%e4%b8%8e%e5%be%ae%e8%b0%83%e6%8c%87%e5%8d%97%ef%bc%9a%e4%bb%8e%e5%85%a5%e9%97%a8%e5%88%b0%e5%ae%9e%e6%88%98","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=21168","title":{"rendered":"DeepSeek-R1 \u6a21\u578b\u672c\u5730\u90e8\u7f72\u4e0e\u5fae\u8c03\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u5b9e\u6218"},"content":{"rendered":"

DeepSeek-R1 \u662f\u7531\u6df1\u5ea6\u6c42\u7d22\uff08DeepSeek\uff09\u63a8\u51fa\u7684\u5f00\u6e90\u63a8\u7406\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u51ed\u501f\u5353\u8d8a\u7684\u63a8\u7406\u80fd\u529b\u548c\u5f00\u6e90\u7279\u6027\uff0c\u8fc5\u901f\u6210\u4e3aAI\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u7684\u70ed\u95e8\u9009\u62e9\u3002\u672c\u6587\u5c06\u63d0\u4f9b\u4e00\u4efd\u6743\u5a01\u7684\u672c\u5730\u90e8\u7f72\u4e0e\u5fae\u8c03\u6307\u5357\uff0c\u5e2e\u52a9\u8bfb\u8005\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n

\u5b98\u65b9\u5165\u53e3\uff1a\u5b98\u65b9\u7f51\u7ad9<\/a><\/p>\n

\u6a21\u578b\u6838\u5fc3\u529f\u80fd\u4e0e\u4f18\u52bf<\/h2>\n

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\u529f\u80fd\u4eae\u70b9<\/h3>\n
    \n
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  • \u4f4e\u6210\u672c\u90e8\u7f72<\/strong>\uff1a\u6a21\u578b\u53c2\u6570\u91cf\u9002\u4e2d\uff0c\u666e\u901a\u6d88\u8d39\u7ea7GPU\u5373\u53ef\u8fd0\u884c\u3002<\/li>\n
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    \u672c\u5730\u90e8\u7f72\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u8981\u6c42<\/h2>\n

    \u90e8\u7f72DeepSeek-R1\u524d\u9700\u51c6\u5907\u4ee5\u4e0b\u73af\u5883\uff1a\u63a8\u8350\u4f7f\u7528NVIDIA RTX 3090\/4090\u6216A100\u663e\u5361\uff0c\u663e\u5b58\u4e0d\u4f4e\u4e8e24GB\u3002\u8f6f\u4ef6\u65b9\u9762\u9700\u5b89\u88c5Python 3.10+\u3001PyTorch 2.0+\u3001CUDA 12.1+\u53caHugging Face Transformers\u5e93\u3002\u5177\u4f53\u6b65\u9aa4\u53ef\u53c2\u8003\u5b98\u65b9GitHub\u4ed3\u5e93\u4e2d\u7684\u5feb\u901f\u542f\u52a8\u6587\u6863\u3002<\/p>\n

    \u5b89\u88c5\u4e0e\u542f\u52a8\u6d41\u7a0b<\/h3>\n
      \n
    • \u4f7f\u7528 pip \u5b89\u88c5\u4f9d\u8d56\uff1apip install transformers torch accelerate<\/code><\/li>\n
    • \u4eceHugging Face\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\uff1agit lfs clone https:\/\/huggingface.co\/deepseek-ai\/DeepSeek-R1<\/code><\/li>\n
    • \u8fd0\u884c\u63a8\u7406\u811a\u672c\uff0c\u52a0\u8f7d\u6a21\u578b\u5e76\u6267\u884c\u6d4b\u8bd5\u63d0\u793a\u8bcd\u3002<\/li>\n<\/ul>\n

      \u5fae\u8c03\u5b9e\u6218\u4e0e\u5e94\u7528\u573a\u666f<\/h2>\n

      \u5fae\u8c03\uff08Fine-tuning\uff09\u80fd\u8ba9\u6a21\u578b\u9002\u5e94\u7279\u5b9a\u4e1a\u52a1\u9700\u6c42\uff0c\u4f8b\u5982\u5ba2\u670d\u5bf9\u8bdd\u3001\u4ee3\u7801\u5ba1\u67e5\u6216\u91d1\u878d\u5206\u6790\u3002\u63a8\u8350\u4f7f\u7528LoRA\uff08\u4f4e\u79e9\u9002\u5e94\uff09\u6280\u672f\u964d\u4f4e\u663e\u5b58\u6d88\u8017\u3002\u5de5\u5177\u65b9\u9762\u53ef\u4f7f\u7528PEFT\u5e93\u4e0eTrainer API\u5feb\u901f\u5b9e\u73b0\u3002<\/p>\n

      \u5178\u578b\u5e94\u7528\u573a\u666f<\/h3>\n
        \n
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      • \u5b66\u672f\u7814\u7a76<\/strong>\uff1a\u57fa\u4e8e\u9886\u57df\u8bba\u6587\u6570\u636e\u5fae\u8c03\uff0c\u8f85\u52a9\u6587\u732e\u5206\u6790\u3002<\/li>\n<\/ul>\n

        \u5fae\u8c03\u6b65\u9aa4\u7b80\u8ff0<\/h3>\n
          \n
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        • \u52a0\u8f7d\u57fa\u7840\u6a21\u578b\u4e0e\u5206\u8bcd\u5668\uff0c\u914d\u7f6eLoRA\u53c2\u6570\uff08rank=8, alpha=16\uff09\u3002<\/li>\n
        • \u4f7f\u7528SFTTrainer\u8bad\u7ec33-5\u4e2aepoch\uff0c\u4fdd\u5b58checkpoint\u3002<\/li>\n
        • \u5408\u5e76LoRA\u6743\u91cd\u5e76\u5bfc\u51fa\u4e3a\u90e8\u7f72\u683c\u5f0f\u3002<\/li>\n<\/ul>\n

          \u901a\u8fc7\u4ee5\u4e0a\u6307\u5357\uff0c\u5f00\u53d1\u8005\u53ef\u5feb\u901f\u5b9e\u73b0DeepSeek-R1\u7684\u672c\u5730\u5316\u90e8\u7f72\u4e0e\u884c\u4e1a\u5b9a\u5236\u3002\u5efa\u8bae\u5173\u6ce8\u5b98\u65b9\u6587\u6863\u66f4\u65b0\uff0c\u6301\u7eed\u4f18\u5316\u6a21\u578b\u6027\u80fd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

          DeepSeek-R1 \u662f\u7531\u6df1\u5ea6\u6c42\u7d22\uff08DeepSeek\uff09\u63a8\u51fa\u7684\u5f00\u6e90\u63a8\u7406\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u51ed\u501f\u5353\u8d8a\u7684\u63a8\u7406\u80fd\u529b\u548c\u5f00\u6e90\u7279\u6027 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[9447,10877,5534,10890,18689],"class_list":["post-21168","post","type-post","status-publish","format-standard","hentry","category-4","tag-ai","tag-deepseek-r1","tag-5534","tag-10890","tag-18689"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/21168","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=21168"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/21168\/revisions"}],"predecessor-version":[{"id":21169,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/21168\/revisions\/21169"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=21168"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=21168"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=21168"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}