{"id":57121,"date":"2025-08-15T08:00:53","date_gmt":"2025-08-15T00:00:53","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/57121.html"},"modified":"2025-08-15T08:00:53","modified_gmt":"2025-08-15T00:00:53","slug":"%e4%bb%8e0%e5%88%b01%e5%be%ae%e8%b0%83deepseek%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%8f%82%e6%95%b0%e8%b0%83%e4%bc%98%e7%a7%98%e7%b1%8d%e5%85%a8%e6%8f%ad%e7%a7%98","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/57121.html","title":{"rendered":"\u4ece0\u52301\u5fae\u8c03DeepSeek\u5927\u6a21\u578b\uff1a\u5927\u6a21\u578b\u53c2\u6570\u8c03\u4f18\u79d8\u7c4d\u5168\u63ed\u79d8"},"content":{"rendered":"<p>\u6ce8&#xff1a;\u6b64\u6587\u7ae0\u5185\u5bb9\u5747\u8282\u9009\u81ea\u5145\u7535\u4e86\u4e48\u521b\u59cb\u4eba&#xff0c;CEO\u517cCTO\u9648\u656c\u96f7\u8001\u5e08\u7684\u65b0\u4e66\u300aGPT\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e0eAI Agent\u667a\u80fd\u4f53\u300b&#xff08;\u8ddf\u6211\u4e00\u8d77\u5b66\u4eba\u5de5\u667a\u80fd&#xff09;\u3010\u9648\u656c\u96f7\u7f16\u8457\u3011\u3010\u6e05\u534e\u5927\u5b66\u51fa\u7248\u793e\u3011<\/p>\n<p>\u6e05\u534e\u300aGPT\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e0eAI Agent\u667a\u80fd\u4f53\u300b\u4e66\u7c4d\u914d\u5957\u89c6\u9891\u8bfe\u7a0b\u3010\u9648\u656c\u96f7\u3011<\/p>\n<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>GPT\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e0eAI Agent\u667a\u80fd\u4f53\u7cfb\u5217\u4e5d\u5341\u4e09<\/li>\n<li>\n<ul>\n<li>\u4ece0\u52301\u5fae\u8c03DeepSeek\u5927\u6a21\u578b&#xff1a;\u5927\u6a21\u578b\u53c2\u6570\u8c03\u4f18\u79d8\u7c4d\u5168\u63ed\u79d8<\/li>\n<li>\n<ul>\n<li>\n<ul>\n<li>\u4e00\u3001\u9879\u76ee\u7b80\u4ecb&#xff1a;\u8ba9\u5927\u6a21\u578b\u201c\u53d8\u8eab\u201d\u5fc3\u7406\u533b\u751f<\/li>\n<li>\u4e8c\u3001\u6838\u5fc3\u6982\u5ff5\u4e0e\u5de5\u5177\u89e3\u6790<\/li>\n<li>\u4e09\u3001\u5b9e\u9a8c\u73af\u5883\u642d\u5efa&#xff1a;\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u914d\u7f6e<\/li>\n<li>\u56db\u3001\u6570\u636e\u9884\u5904\u7406&#xff1a;\u8ba9\u6a21\u578b\u201c\u8bfb\u61c2\u201d\u5fc3\u7406\u5bf9\u8bdd<\/li>\n<li>\u4e94\u3001\u53c2\u6570\u914d\u7f6e&#xff1a;\u5fae\u8c03\u7684\u201c\u7075\u9b42\u201d\u6240\u5728<\/li>\n<li>\u516d\u3001\u8bad\u7ec3\u6d41\u7a0b&#xff1a;\u4ece\u6a21\u578b\u52a0\u8f7d\u5230\u6743\u91cd\u5408\u5e76<\/li>\n<li>\u4e03\u3001\u7ed3\u679c\u5206\u6790&#xff1a;\u53c2\u6570\u5982\u4f55\u5f71\u54cd\u6a21\u578b\u201c\u8bca\u7597\u6c34\u5e73\u201d<\/li>\n<li>\u516b\u3001\u603b\u7ed3\u4e0e\u62d3\u5c55<\/li>\n<\/ul>\n<\/li>\n<li>\u66f4\u591a\u6280\u672f\u5185\u5bb9<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u603b\u7ed3<\/li>\n<\/ul>\n<h2>GPT\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e0eAI Agent\u667a\u80fd\u4f53\u7cfb\u5217\u4e5d\u5341\u4e09<\/h2>\n<h3>\u4ece0\u52301\u5fae\u8c03DeepSeek\u5927\u6a21\u578b&#xff1a;\u5927\u6a21\u578b\u53c2\u6570\u8c03\u4f18\u79d8\u7c4d\u5168\u63ed\u79d8<\/h3>\n<h5>\u4e00\u3001\u9879\u76ee\u7b80\u4ecb&#xff1a;\u8ba9\u5927\u6a21\u578b\u201c\u53d8\u8eab\u201d\u5fc3\u7406\u533b\u751f<\/h5>\n<p>\u672c\u9879\u76ee\u805a\u7126\u4e8eDeepSeek\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5fae\u8c03\u5b9e\u6218&#xff0c;\u65e8\u5728\u901a\u8fc7\u5bf9deepseek-llm-7b-chat\u6a21\u578b\u5728EmoLLM\u5fc3\u7406\u5065\u5eb7\u6570\u636e\u96c6\u4e0a\u7684\u5fae\u8c03&#xff0c;\u4f7f\u6a21\u578b\u80fd\u591f\u4ee5\u5fc3\u7406\u533b\u751f\u7684\u4e13\u4e1a\u53e3\u543b\u56de\u5e94\u7528\u6237\u7684\u5fc3\u7406\u95ee\u9898\u3002\u5b9e\u9a8c\u540c\u65f6\u9002\u914dtransformers\u548copenMind\u4e24\u4e2a\u6846\u67b6&#xff0c;\u4ee3\u7801\u5df2\u5f00\u6e90\u81f3GitHub&#xff0c;\u4e3a\u5927\u6a21\u578b\u9886\u57df\u7684\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u53ef\u590d\u73b0\u7684\u5fae\u8c03\u6848\u4f8b\u3002<\/p>\n<h5>\u4e8c\u3001\u6838\u5fc3\u6982\u5ff5\u4e0e\u5de5\u5177\u89e3\u6790<\/h5>\n<p>\u5728\u6b63\u5f0f\u8fdb\u5165\u5b9e\u6218\u524d&#xff0c;\u9700\u5148\u660e\u786e\u4e24\u4e2a\u5173\u952e\u5de5\u5177\u7684\u5b9a\u4f4d&#xff0c;\u907f\u514d\u4e0e\u5e38\u7528\u5de5\u5177\u6df7\u6dc6&#xff1a;<\/p>\n<li>openMind Library vs HuggingFace Transformers openMind Library\u662f\u4e00\u6b3e\u6df1\u5ea6\u5b66\u4e60\u5f00\u53d1\u5957\u4ef6&#xff0c;\u529f\u80fd\u7c7b\u4f3cTransformers&#xff0c;\u652f\u6301\u6a21\u578b\u9884\u8bad\u7ec3\u3001\u5fae\u8c03\u3001\u63a8\u7406\u7b49\u6d41\u7a0b&#xff0c;\u517c\u5bb9PyTorch\u548cMindSpore\u6846\u67b6&#xff0c;\u4e14\u5bf9\u6607\u817eNPU\u5904\u7406\u5668\u9002\u914d\u66f4\u53cb\u597d&#xff0c;\u53ef\u4e0ePEFT\u3001DeepSpeed\u7b49\u5de5\u5177\u914d\u5408\u63d0\u5347\u5fae\u8c03\u6548\u7387\u3002<\/li>\n<li>\u9b54\u4e50\u793e\u533a vs HuggingFace \u9b54\u4e50\u793e\u533a\u662f\u7c7b\u4f3cHuggingFace\u7684\u6a21\u578b\u6258\u7ba1\u5e73\u53f0&#xff0c;\u4e0d\u4ec5\u5305\u542bPyTorch\u6a21\u578b&#xff0c;\u8fd8\u652f\u6301MindSpore\u5b9e\u73b0\u7684\u6a21\u578b&#xff0c;\u662fopenMind\u6846\u67b6\u83b7\u53d6\u6a21\u578b\u548c\u6570\u636e\u96c6\u7684\u4e3b\u8981\u6765\u6e90\u3002<\/li>\n<h5>\u4e09\u3001\u5b9e\u9a8c\u73af\u5883\u642d\u5efa&#xff1a;\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u914d\u7f6e<\/h5>\n<p>\u5fae\u8c03\u5bf9\u786c\u4ef6\u548c\u8f6f\u4ef6\u73af\u5883\u6709\u4e00\u5b9a\u8981\u6c42&#xff0c;\u5177\u4f53\u914d\u7f6e\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\u786c\u4ef6&#xff1a;\u970040GB\u5de6\u53f3\u663e\u5b58\u7684GPU&#xff08;\u786e\u4fdd\u6ee1\u8db3\u5927\u6a21\u578b\u53c2\u6570\u5b58\u50a8\u548c\u8ba1\u7b97\u9700\u6c42&#xff09;\u3002<\/li>\n<li>\u8f6f\u4ef6&#xff1a;Python 3.8\u53ca\u4ee5\u4e0a\u7248\u672c&#xff0c;\u9700\u5b89\u88c5\u4ee5\u4e0b\u5e93&#xff1a;\n<ul>\n<li>\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6&#xff1a;torch&#xff08;\u542bCUDA 11.8&#xff09;\u3001openmind<\/li>\n<li>\u6a21\u578b\u4e0e\u6570\u636e\u5de5\u5177&#xff1a;transformers\u3001datasets\u3001peft&#xff08;\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u5de5\u5177&#xff09;<\/li>\n<li>\u8f85\u52a9\u5de5\u5177&#xff1a;bitsandbytes&#xff08;QLoRA\u6240\u9700&#xff09;\u3001swanlab&#xff08;\u5b9e\u9a8c\u53ef\u89c6\u5316\u5de5\u5177&#xff09;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u5b89\u88c5\u547d\u4ee4\u91c7\u7528\u6e05\u534e\u955c\u50cf\u6e90\u52a0\u901f&#xff0c;\u786e\u4fdd\u4f9d\u8d56\u5305\u5feb\u901f\u4e0b\u8f7d\u3002<\/p>\n<h5>\u56db\u3001\u6570\u636e\u9884\u5904\u7406&#xff1a;\u8ba9\u6a21\u578b\u201c\u8bfb\u61c2\u201d\u5fc3\u7406\u5bf9\u8bdd<\/h5>\n<p>\u5fae\u8c03\u7684\u6838\u5fc3\u662f\u6570\u636e&#xff0c;\u672c\u9879\u76ee\u4f7f\u7528EmoLLM\u6570\u636e\u96c6&#xff08;\u542b\u5fc3\u7406\u533b\u751f\u4e0e\u7528\u6237\u7684\u591a\u8f6e\u5bf9\u8bdd&#xff09;&#xff0c;\u9884\u5904\u7406\u9700\u5b8c\u6210\u4ee5\u4e0b\u6b65\u9aa4&#xff1a;<\/p>\n<li>\n<p>\u6570\u636e\u96c6\u7ed3\u6784 \u6570\u636e\u4ee5JSON\u683c\u5f0f\u5b58\u50a8&#xff0c;\u6bcf\u6761\u6837\u672c\u5305\u542b\u201csystem\u201d&#xff08;\u89d2\u8272\u8bbe\u5b9a&#xff09;\u3001\u201cinput\u201d&#xff08;\u7528\u6237\u63d0\u95ee&#xff09;\u3001\u201coutput\u201d&#xff08;\u533b\u751f\u56de\u590d&#xff09;\u4e09\u90e8\u5206&#xff0c;\u4f8b\u5982&#xff1a;<\/p>\n<p> <span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string-property property\">&#034;conversation&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string-property property\">&#034;system&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u5fc3\u7406\u4e13\u5bb6&#8230;&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;input&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u6211\u793e\u4ea4\u65f6\u5f88\u7d27\u5f20&#8230;&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string-property property\">&#034;output&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;\u793e\u4ea4\u7126\u8651\u5f88\u5e38\u89c1&#8230;&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token operator\">&#8230;<\/span><br \/>\n  <span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token punctuation\">}<\/span>\n <\/li>\n<li>\n<p>\u6570\u636e\u6620\u5c04&#xff1a;\u6784\u5efa\u6a21\u578b\u8f93\u5165\u683c\u5f0f \u901a\u8fc7\u5206\u8bcd\u5668\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u6a21\u578b\u53ef\u8bc6\u522b\u7684\u5f20\u91cf&#xff08;input_ids\u3001attention_mask\u3001labels&#xff09;&#xff1a;<\/p>\n<ul>\n<li>input_text\u9700\u4e25\u683c\u9075\u5faa\u6a21\u578b\u6a21\u677f&#xff08;\u5982DeepSeek\u7684User: &#8230; Assistant: &#8230;\u683c\u5f0f&#xff09;&#xff0c;\u907f\u514d\u751f\u6210\u5185\u5bb9\u5931\u63a7\u3002<\/li>\n<li>\u5bf9\u8f93\u5165\u6587\u672c\u548c\u8f93\u51fa\u6587\u672c\u5206\u522b\u5206\u8bcd\u540e\u62fc\u63a5&#xff0c;\u5176\u4e2dlabels\u90e8\u5206\u5bf9\u8f93\u5165\u6587\u672c\u533a\u57df\u586b\u5145-100&#xff08;\u4e0d\u53c2\u4e0e\u635f\u5931\u8ba1\u7b97&#xff09;&#xff0c;\u4ec5\u8f93\u51fa\u6587\u672c\u53c2\u4e0e\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6570\u636e\u5c01\u88c5<\/p>\n<ul>\n<li>transformers\u53ef\u76f4\u63a5\u8c03\u7528DataCollatorForSeq2Seq\u8fdb\u884c\u6279\u5904\u7406\u3002<\/li>\n<li>openMind\u9700\u624b\u52a8\u5b9e\u73b0DataCollatorForSeq2SeqCustom&#xff0c;\u5b8c\u6210\u5e8f\u5217\u586b\u5145\u548c\u5f20\u91cf\u8f6c\u6362\u3002<\/li>\n<\/ul>\n<\/li>\n<h5>\u4e94\u3001\u53c2\u6570\u914d\u7f6e&#xff1a;\u5fae\u8c03\u7684\u201c\u7075\u9b42\u201d\u6240\u5728<\/h5>\n<p>\u53c2\u6570\u8bbe\u7f6e\u76f4\u63a5\u5f71\u54cd\u5fae\u8c03\u6548\u679c&#xff0c;\u672c\u9879\u76ee\u91cd\u70b9\u914d\u7f6e\u4e86\u4ee5\u4e0b\u53c2\u6570&#xff1a;<\/p>\n<li>\n<p>LoRA\u53c2\u6570&#xff08;\u9ad8\u6548\u5fae\u8c03\u6838\u5fc3&#xff09; \u91c7\u7528LoRA&#xff08;Low-Rank Adaptation&#xff09;\u6280\u672f\u51bb\u7ed3\u6a21\u578b\u5927\u90e8\u5206\u53c2\u6570&#xff0c;\u4ec5\u8bad\u7ec3\u4f4e\u79e9\u77e9\u9635&#xff0c;\u914d\u7f6e\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>r&#061;64&#xff1a;\u4f4e\u79e9\u77e9\u9635\u7684\u79e9&#xff0c;\u63a7\u5236\u53c2\u6570\u66f4\u65b0\u7684\u7ef4\u5ea6\u3002<\/li>\n<li>lora_alpha&#061;32&#xff1a;\u7f29\u653e\u56e0\u5b50&#xff0c;\u8c03\u8282\u4f4e\u79e9\u77e9\u9635\u66f4\u65b0\u5e45\u5ea6\u3002<\/li>\n<li>lora_dropout&#061;0.05&#xff1a;\u6b63\u5219\u5316 dropout&#xff0c;\u9632\u6b62\u8fc7\u62df\u5408\u3002<\/li>\n<li>target_modules&#xff1a;\u6307\u5b9a\u8bad\u7ec3\u7684\u76ee\u6807\u5c42&#xff08;\u5982q_proj\u3001v_proj\u7b49\u6ce8\u610f\u529b\u5c42\u548c\u524d\u9988\u7f51\u7edc\u5c42&#xff09;\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u53c2\u6570<\/p>\n<ul>\n<li>\u8f93\u51fa\u8def\u5f84&#xff1a;output_dir&#061;&#034;.\/output\/deepseek-mutil-test&#034;<\/li>\n<li>\u6279\u6b21\u8bbe\u7f6e&#xff1a;per_device_train_batch_size&#061;2&#xff0c;gradient_accumulation_steps&#061;8&#xff08;\u6a21\u62df\u66f4\u5927\u6279\u6b21&#xff09;\u3002<\/li>\n<li>\u5b66\u4e60\u7387&#xff1a;2e-5&#xff08;\u9700\u6839\u636e\u5b9e\u9a8c\u8c03\u6574&#xff0c;\u540e\u6587\u6709\u8be6\u7ec6\u5206\u6790&#xff09;\u3002<\/li>\n<li>\u8bad\u7ec3\u8f6e\u6b21&#xff1a;num_train_epochs&#061;3&#xff0c;\u914d\u5408fp16\u6df7\u5408\u7cbe\u5ea6\u52a0\u901f\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u53ef\u89c6\u5316\u5de5\u5177&#xff1a;SwanLab \u4e00\u6b3e\u5f00\u6e90\u5b9e\u9a8c\u7ba1\u7406\u5de5\u5177&#xff0c;\u53ef\u8bb0\u5f55\u8d85\u53c2\u6570\u3001\u8bad\u7ec3\u65e5\u5fd7\u3001\u786c\u4ef6\u5360\u7528&#xff08;\u5982GPU\u663e\u5b58&#xff09;&#xff0c;\u652f\u6301\u79bb\u7ebf\u8fd0\u884c&#xff0c;\u65b9\u4fbf\u5bf9\u6bd4\u4e0d\u540c\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p>\n<\/li>\n<h5>\u516d\u3001\u8bad\u7ec3\u6d41\u7a0b&#xff1a;\u4ece\u6a21\u578b\u52a0\u8f7d\u5230\u6743\u91cd\u5408\u5e76<\/h5>\n<li>\n<p>\u6a21\u578b\u52a0\u8f7d\u4e0e\u914d\u7f6e<\/p>\n<ul>\n<li>\u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\u548c\u5206\u8bcd\u5668&#xff1a;AutoModelForCausalLM.from_pretrained()\u3001AutoTokenizer.from_pretrained()\u3002<\/li>\n<li>\u5e94\u7528LoRA\u914d\u7f6e&#xff1a;\u901a\u8fc7get_peft_model()\u5c06LoRA\u53c2\u6570\u6ce8\u5165\u6a21\u578b&#xff0c;\u6253\u5370\u53ef\u8bad\u7ec3\u53c2\u6570&#xff08;\u901a\u5e38\u4ec5\u5360\u603b\u53c2\u6570\u76841%-5%&#xff09;\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u5668\u542f\u52a8 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vs 26GB&#xff09;\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u68af\u5ea6\u7d2f\u8ba1\u6b65\u6570&#xff08;gradient_accumulation_steps&#xff09;&#xff1a;\u6a21\u62df\u5927\u6279\u6b21<\/p>\n<ul>\n<li>\u6b65\u6570\u8d8a\u5927&#xff08;\u598216&#xff09;&#xff1a;\u7b49\u6548\u6279\u6b21\u8d8a\u5927&#xff0c;\u68af\u5ea6\u66f4\u7a33\u5b9a&#xff0c;\u6536\u655b\u6b65\u6570\u66f4\u5c11&#xff0c;\u4f46\u5bf9\u663e\u5b58\u8981\u6c42\u66f4\u9ad8\u3002<\/li>\n<\/ul>\n<\/li>\n<h5>\u516b\u3001\u603b\u7ed3\u4e0e\u62d3\u5c55<\/h5>\n<p>\u672c\u9879\u76ee\u901a\u8fc7\u5b8c\u6574\u7684\u5fae\u8c03\u6d41\u7a0b&#xff0c;\u6210\u529f\u5c06DeepSeek\u6a21\u578b\u9002\u914d\u4e3a\u201c\u5fc3\u7406\u533b\u751f\u201d\u89d2\u8272&#xff0c;\u9a8c\u8bc1\u4e86LoRA\u6280\u672f\u5728\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u4e2d\u7684\u6709\u6548\u6027\u3002\u5173\u952e\u542f\u793a\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\u6570\u636e\u683c\u5f0f\u9700\u4e25\u683c\u9075\u5faa\u6a21\u578b\u6a21\u677f&#xff0c;\u5426\u5219\u53ef\u80fd\u5bfc\u81f4\u751f\u6210\u5185\u5bb9\u5931\u63a7\u3002<\/li>\n<li>\u5b66\u4e60\u7387\u3001LoRA\u79e9\u3001\u6279\u6b21\u5927\u5c0f\u662f\u5f71\u54cd\u6548\u679c\u7684\u6838\u5fc3\u53c2\u6570&#xff0c;\u5efa\u8bae\u4f18\u5148\u8c03\u4f18\u3002<\/li>\n<li>\u53ef\u89c6\u5316\u5de5\u5177&#xff08;\u5982SwanLab&#xff09;\u662f\u5bf9\u6bd4\u5b9e\u9a8c\u3001\u4f18\u5316\u53c2\u6570\u7684\u91cd\u8981\u5e2e\u624b\u3002<\/li>\n<\/ul>\n<p>\u672a\u6765\u53ef\u62d3\u5c55\u65b9\u5411&#xff1a;\u5c1d\u8bd5\u66f4\u5927\u7684\u6a21\u578b&#xff08;\u5982deepseek-llm-33b&#xff09;\u3001\u5f15\u5165\u66f4\u591a\u5fc3\u7406\u5065\u5eb7\u6570\u636e\u96c6&#xff0c;\u6216\u7ed3\u5408RLHF&#xff08;\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60&#xff09;\u8fdb\u4e00\u6b65\u63d0\u5347\u56de\u590d\u7684\u4e13\u4e1a\u6027\u548c\u5171\u60c5\u80fd\u529b\u3002<\/p>\n<h4>\u66f4\u591a\u6280\u672f\u5185\u5bb9<\/h4>\n<p>\u66f4\u591a\u6280\u672f\u5185\u5bb9\u53ef\u53c2\u89c1 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