{"id":72612,"date":"2026-02-06T08:57:19","date_gmt":"2026-02-06T00:57:19","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/72612.html"},"modified":"2026-02-06T08:57:19","modified_gmt":"2026-02-06T00:57:19","slug":"%e5%91%a8%e7%ba%a2%e4%bc%9f%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%be%ae%e8%b0%83%e4%b8%8e%e9%83%a8%e7%bd%b2%e5%ae%9e%e6%88%98%ef%bc%8cdeepseek%e5%92%8cqwen3%e5%be%ae%e8%b0%83%e6%a1%88%e4%be%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/72612.html","title":{"rendered":"\u5468\u7ea2\u4f1f\uff1a\u5927\u6a21\u578b\u5fae\u8c03\u4e0e\u90e8\u7f72\u5b9e\u6218\uff0cDeepSeek\u548cQwen3\u5fae\u8c03\u6848\u4f8b\u5b9e\u6218"},"content":{"rendered":"<h2><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"652\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206005717-69853c6d35af3.png\" width=\"839\" \/><\/h2>\n<h2 id=\"h1--\">\u4e00\u3001DeepSeek\u5927\u6a21\u578b\u5fae\u8c03&#xff1a;\u4ece\u901a\u7528\u5230\u5b9a\u5236\u7684\u5173\u952e\u8dc3\u8fc1<\/h2>\n<h3 id=\"h2-1-1-\">1.1 \u5fae\u8c03\u6280\u672f\u7684\u6838\u5fc3\u4ef7\u503c<\/h3>\n<p>\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u9636\u6bb5\u901a\u8fc7\u6d77\u91cf\u6570\u636e\u5b66\u4e60\u901a\u7528\u8bed\u8a00\u8868\u5f81&#xff0c;\u4f46\u9762\u5bf9\u5782\u76f4\u9886\u57df&#xff08;\u5982\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u91d1\u878d&#xff09;\u65f6&#xff0c;\u5176\u8f93\u51fa\u53ef\u80fd\u5b58\u5728\u4e13\u4e1a\u6027\u4e0d\u8db3\u3001\u4e0a\u4e0b\u6587\u7406\u89e3\u504f\u5dee\u7b49\u95ee\u9898\u3002\u5fae\u8c03\u901a\u8fc7\u5728\u7279\u5b9a\u4efb\u52a1\u6570\u636e\u4e0a\u8c03\u6574\u6a21\u578b\u53c2\u6570&#xff0c;\u4f7f\u6a21\u578b\u9002\u914d\u7279\u5b9a\u573a\u666f\u9700\u6c42\u3002\u4f8b\u5982&#xff0c;\u5728\u533b\u7597\u9886\u57df\u5fae\u8c03\u53ef\u663e\u8457\u63d0\u5347\u6a21\u578b\u5bf9\u4e13\u4e1a\u672f\u8bed\u7684\u7406\u89e3\u80fd\u529b&#xff0c;\u964d\u4f4e\u8bef\u8bca\u98ce\u9669\u3002<\/p>\n<p>\u5fae\u8c03\u6280\u672f\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u964d\u4f4e\u8d44\u6e90\u6d88\u8017&#xff1a;\u76f8\u6bd4\u5168\u53c2\u6570\u5fae\u8c03&#xff0c;LoRA&#xff08;Low-Rank Adaptation&#xff09;\u7b49\u8f7b\u91cf\u5316\u65b9\u6cd5\u4ec5\u9700\u8c03\u6574\u6a21\u578b\u53c2\u6570\u76841%-10%&#xff0c;\u663e\u5b58\u5360\u7528\u51cf\u5c1180%\u4ee5\u4e0a&#xff1b;<\/li>\n<li>\u4fdd\u6301\u6a21\u578b\u6cdb\u5316\u6027&#xff1a;\u901a\u8fc7\u51bb\u7ed3\u5927\u90e8\u5206\u53c2\u6570&#xff0c;\u907f\u514d\u6a21\u578b\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u8fc7\u62df\u5408&#xff1b;<\/li>\n<li>\u652f\u6301\u591a\u4efb\u52a1\u9002\u914d&#xff1a;\u540c\u4e00\u57fa\u7840\u6a21\u578b\u53ef\u901a\u8fc7\u4e0d\u540c\u5fae\u8c03\u7b56\u7565\u9002\u914d\u591a\u4e2a\u5782\u76f4\u573a\u666f\u3002<\/li>\n<\/ul>\n<h3 id=\"h2-1-2-\">1.2 \u5fae\u8c03\u6280\u672f\u9009\u578b\u4e0e\u5b9e\u64cd<\/h3>\n<h4 id=\"h3-1-2-1-lora-\">1.2.1 LoRA\u5fae\u8c03&#xff1a;\u8f7b\u91cf\u7ea7\u9002\u914d\u65b9\u6848<\/h4>\n<p>LoRA\u901a\u8fc7\u5206\u89e3\u53c2\u6570\u77e9\u9635\u4e3a\u4f4e\u79e9\u77e9\u9635&#xff0c;\u51cf\u5c11\u53ef\u8bad\u7ec3\u53c2\u6570\u6570\u91cf\u3002\u4ee5Hugging Face Transformers\u5e93\u4e3a\u4f8b&#xff0c;\u6838\u5fc3\u4ee3\u7801\u6846\u67b6\u5982\u4e0b&#xff1a;<\/p>\n<li>from transformers import AutoModelForCausalLM, AutoTokenizer<\/li>\n<li>from peft import LoraConfig, get_peft_model<\/li>\n<li><\/li>\n<li># \u52a0\u8f7d\u57fa\u7840\u6a21\u578b<\/li>\n<li>model &#061; AutoModelForCausalLM.from_pretrained(&#034;llama-2-7b&#034;)<\/li>\n<li>tokenizer &#061; AutoTokenizer.from_pretrained(&#034;llama-2-7b&#034;)<\/li>\n<li><\/li>\n<li># \u914d\u7f6eLoRA\u53c2\u6570<\/li>\n<li>lora_config &#061; LoraConfig(<\/li>\n<li>r&#061;16, # \u4f4e\u79e9\u77e9\u9635\u7ef4\u5ea6<\/li>\n<li>lora_alpha&#061;32, # \u7f29\u653e\u56e0\u5b50<\/li>\n<li>target_modules&#061;[&#034;q_proj&#034;, &#034;v_proj&#034;], # \u4ec5\u5fae\u8c03Q\/V\u77e9\u9635<\/li>\n<li>lora_dropout&#061;0.1,<\/li>\n<li>bias&#061;&#034;none&#034;<\/li>\n<li>)<\/li>\n<li><\/li>\n<li># \u5e94\u7528LoRA<\/li>\n<li>model &#061; get_peft_model(model, lora_config)<\/li>\n<li>model.print_trainable_parameters() # \u8f93\u51fa\u53ef\u8bad\u7ec3\u53c2\u6570\u5360\u6bd4<\/li>\n<h4 id=\"h3-1-2-2-qlora-4bit-\">1.2.2 QLoRA&#xff1a;4bit\u91cf\u5316\u5fae\u8c03<\/h4>\n<p>QLoRA\u7ed3\u54084bit\u91cf\u5316\u4e0eLoRA&#xff0c;\u8fdb\u4e00\u6b65\u964d\u4f4e\u663e\u5b58\u9700\u6c42\u3002\u5176\u5173\u952e\u6b65\u9aa4\u5305\u62ec&#xff1a;<\/p>\n<li>\u6a21\u578b\u91cf\u5316&#xff1a;\u4f7f\u7528bitsandbytes\u5e93\u5c06\u6a21\u578b\u6743\u91cd\u91cf\u5316\u4e3a4bit&#xff1b;<\/li>\n<li>\u53cc\u91cf\u5316&#xff1a;\u5bf9\u91cf\u5316\u540e\u7684\u6743\u91cd\u8fdb\u884c\u989d\u5916\u91cf\u5316\u4ee5\u51cf\u5c11\u8bef\u5dee&#xff1b;<\/li>\n<li>\u5206\u9875\u4f18\u5316\u5668&#xff1a;\u89e3\u51b34bit\u91cf\u5316\u5bfc\u81f4\u7684\u68af\u5ea6\u68c0\u67e5\u70b9\u5185\u5b58\u5cf0\u503c\u95ee\u9898\u3002<\/li>\n<p>\u5b9e\u6d4b\u6570\u636e\u663e\u793a&#xff0c;QLoRA\u57287B\u53c2\u6570\u6a21\u578b\u4e0a\u4ec5\u970024GB\u663e\u5b58\u5373\u53ef\u5b8c\u6210\u5fae\u8c03&#xff0c;\u800c\u5168\u53c2\u6570\u5fae\u8c03\u9700120GB&#043;\u663e\u5b58\u3002<\/p>\n<h3 id=\"h2-1-3-\">1.3 \u5fae\u8c03\u6570\u636e\u6784\u5efa\u7b56\u7565<\/h3>\n<p>\u9ad8\u8d28\u91cf\u5fae\u8c03\u6570\u636e\u9700\u6ee1\u8db3&#xff1a;<\/p>\n<ul>\n<li>\u9886\u57df\u8986\u76d6\u5ea6&#xff1a;\u6570\u636e\u5e94\u6db5\u76d6\u76ee\u6807\u573a\u666f\u7684\u6838\u5fc3\u77e5\u8bc6&#xff08;\u5982\u533b\u7597\u9886\u57df\u9700\u5305\u542b\u75c7\u72b6\u3001\u8bca\u65ad\u3001\u6cbb\u7597\u65b9\u6848&#xff09;&#xff1b;<\/li>\n<li>\u683c\u5f0f\u4e00\u81f4\u6027&#xff1a;\u91c7\u7528\u4e0e\u9884\u8bad\u7ec3\u6570\u636e\u76f8\u4f3c\u7684\u6587\u672c\u7ed3\u6784&#xff08;\u5982\u5bf9\u8bdd\u5f0f\u3001\u95ee\u7b54\u5f0f&#xff09;&#xff1b;<\/li>\n<li>\u6570\u636e\u6e05\u6d17&#xff1a;\u53bb\u9664\u91cd\u590d\u3001\u566a\u58f0\u6570\u636e&#xff0c;\u786e\u4fdd\u6807\u7b7e\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<p>\u4ee5\u91d1\u878d\u9886\u57df\u4e3a\u4f8b&#xff0c;\u53ef\u6784\u5efa\u5305\u542b\u4ee5\u4e0b\u7c7b\u578b\u7684\u6570\u636e\u96c6&#xff1a;<\/p>\n<li>[\u7528\u6237\u67e5\u8be2] \u5982\u4f55\u8ba1\u7b97\u590d\u5229&#xff1f;<\/li>\n<li>[\u6a21\u578b\u8f93\u51fa] \u590d\u5229\u8ba1\u7b97\u516c\u5f0f\u4e3a&#xff1a;A &#061; P(1 &#043; r\/n)^(nt)&#xff0c;\u5176\u4e2dP\u4e3a\u672c\u91d1&#xff0c;r\u4e3a\u5e74\u5229\u7387&#xff0c;n\u4e3a\u6bcf\u5e74\u8ba1\u606f\u6b21\u6570&#xff0c;t\u4e3a\u6295\u8d44\u5e74\u9650\u3002<\/li>\n<h2 id=\"h1--\">\u4e8c\u3001\u5927\u6a21\u578b\u90e8\u7f72&#xff1a;\u4ece\u5b9e\u9a8c\u5230\u751f\u4ea7\u7684\u5173\u952e\u8de8\u8d8a<\/h2>\n<h3 id=\"h2-2-1-\">2.1 \u90e8\u7f72\u67b6\u6784\u9009\u578b<\/h3>\n<h4 id=\"h3-2-1-1-\">2.1.1 \u672c\u5730\u5316\u90e8\u7f72\u65b9\u6848<\/h4>\n<p>\u9002\u7528\u4e8e\u5bf9\u6570\u636e\u9690\u79c1\u654f\u611f\u7684\u573a\u666f&#xff08;\u5982\u533b\u7597\u3001\u91d1\u878d&#xff09;&#xff0c;\u5e38\u89c1\u65b9\u6848\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u5355\u673a\u90e8\u7f72&#xff1a;\u4f7f\u7528vLLM\u6216TGI&#xff08;Text Generation Inference&#xff09;\u6846\u67b6&#xff0c;\u652f\u6301\u52a8\u6001\u6279\u5904\u7406\u548cPagedAttention\u4f18\u5316&#xff1b;<\/li>\n<li>\u5206\u5e03\u5f0f\u90e8\u7f72&#xff1a;\u901a\u8fc7TensorParallel\u3001PipelineParallel\u5b9e\u73b0\u591a\u5361\u5e76\u884c&#xff0c;\u7a81\u7834\u5355\u5361\u663e\u5b58\u9650\u5236\u3002<\/li>\n<\/ul>\n<h4 id=\"h3-2-1-2-\">2.1.2 \u4e91\u670d\u52a1\u90e8\u7f72\u65b9\u6848<\/h4>\n<p>\u4e91\u5e73\u53f0\u63d0\u4f9b\u5f39\u6027\u8d44\u6e90\u8c03\u5ea6\u80fd\u529b&#xff0c;\u5178\u578b\u67b6\u6784\u5982\u4e0b&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1190\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260206005717-69853c6d7e305.png\" width=\"1080\" \/><\/p>\n<li>\u5ba2\u6237\u7aef \u2192 API\u7f51\u5173 \u2192 \u8d1f\u8f7d\u5747\u8861\u2192 \u6a21\u578b\u670d\u52a1\u96c6\u7fa4&#xff08;K8s&#043;Docker&#xff09;\u2192 \u5bf9\u8c61\u5b58\u50a8&#xff08;\u6a21\u578b\u6743\u91cd&#xff09;<\/li>\n<p>\u5173\u952e\u4f18\u5316\u70b9\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u81ea\u52a8\u6269\u7f29\u5bb9&#xff1a;\u57fa\u4e8eQPS&#xff08;\u6bcf\u79d2\u67e5\u8be2\u6570&#xff09;\u52a8\u6001\u8c03\u6574\u5b9e\u4f8b\u6570\u91cf&#xff1b;<\/li>\n<li>\u7f13\u5b58\u5c42&#xff1a;\u4f7f\u7528Redis\u7f13\u5b58\u9ad8\u9891\u67e5\u8be2\u7ed3\u679c&#xff1b;<\/li>\n<li>\u76d1\u63a7\u4f53\u7cfb&#xff1a;\u96c6\u6210Prometheus&#043;Grafana\u76d1\u63a7\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u7b49\u6307\u6807\u3002<\/li>\n<\/ul>\n<h3 id=\"h2-2-2-\">2.2 \u6027\u80fd\u4f18\u5316\u5b9e\u6218<\/h3>\n<h4 id=\"h3-2-2-1-\">2.2.1 \u63a8\u7406\u52a0\u901f\u6280\u672f<\/h4>\n<ul>\n<li>\u8fde\u7eed\u6279\u5904\u7406&#xff08;Continuous Batching&#xff09;&#xff1a;\u5c06\u591a\u4e2a\u8bf7\u6c42\u5408\u5e76\u4e3a\u5355\u4e2a\u6279\u6b21&#xff0c;\u51cf\u5c11GPU\u7a7a\u95f2\u65f6\u95f4&#xff1b;<\/li>\n<li>\u6ce8\u610f\u529b\u673a\u5236\u4f18\u5316&#xff1a;\u91c7\u7528FlashAttention-2\u7b97\u6cd5&#xff0c;\u4f7f\u6ce8\u610f\u529b\u8ba1\u7b97\u901f\u5ea6\u63d0\u53473-5\u500d&#xff1b;<\/li>\n<li>\u5f20\u91cf\u5e76\u884c&#xff1a;\u5c06\u6a21\u578b\u6743\u91cd\u5206\u5272\u5230\u591a\u5f20GPU&#xff0c;\u7a81\u7834\u5355\u5361\u663e\u5b58\u74f6\u9888\u3002<\/li>\n<\/ul>\n<p>\u4ee57B\u53c2\u6570\u6a21\u578b\u4e3a\u4f8b&#xff0c;\u4f18\u5316\u524d\u540e\u6027\u80fd\u5bf9\u6bd4&#xff1a; | \u4f18\u5316\u9879 | \u4f18\u5316\u524d&#xff08;tokens\/s&#xff09; | \u4f18\u5316\u540e&#xff08;tokens\/s&#xff09; | |\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014|\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014-|\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014-| | \u5355\u5361\u63a8\u7406 | 12 | 38 | | 4\u5361\u5f20\u91cf\u5e76\u884c | 22 | 120 |<\/p>\n<h4 id=\"h3-2-2-2-\">2.2.2 \u5185\u5b58\u7ba1\u7406\u7b56\u7565<\/h4>\n<ul>\n<li>\u6743\u91cd\u5378\u8f7d&#xff08;Offloading&#xff09;&#xff1a;\u5c06\u90e8\u5206\u6a21\u578b\u5c42\u5378\u8f7d\u5230CPU\u5185\u5b58&#xff0c;\u964d\u4f4eGPU\u663e\u5b58\u5360\u7528&#xff1b;<\/li>\n<li>\u68af\u5ea6\u68c0\u67e5\u70b9&#xff08;Gradient Checkpointing&#xff09;&#xff1a;\u4ee5\u8ba1\u7b97\u65f6\u95f4\u4e3a\u4ee3\u4ef7\u6362\u53d6\u663e\u5b58\u7a7a\u95f4&#xff1b;<\/li>\n<li>\u52a8\u6001\u6279\u5904\u7406&#xff1a;\u6839\u636e\u8f93\u5165\u957f\u5ea6\u52a8\u6001\u8c03\u6574\u6279\u6b21\u5927\u5c0f&#xff0c;\u907f\u514d\u663e\u5b58\u788e\u7247\u3002<\/li>\n<\/ul>\n<h2 id=\"h1--gpt-\">\u4e09\u3001\u7c7bGPT\u5de5\u5177\u7684\u9ad8\u6548\u4f7f\u7528\u8303\u5f0f<\/h2>\n<h3 id=\"h2-3-1-\">3.1 \u5782\u76f4\u573a\u666f\u9002\u914d\u65b9\u6cd5\u8bba<\/h3>\n<h4 id=\"h3-3-1-1-\">3.1.1 \u63d0\u793a\u5de5\u7a0b\u4f18\u5316<\/h4>\n<p>\u901a\u8fc7\u7ed3\u6784\u5316\u63d0\u793a\u63d0\u5347\u6a21\u578b\u8f93\u51fa\u8d28\u91cf&#xff0c;\u4f8b\u5982&#xff1a;<\/p>\n<li>[\u7cfb\u7edf\u63d0\u793a] \u4f60\u662f\u4e00\u4f4d\u62e5\u670910\u5e74\u7ecf\u9a8c\u7684\u91d1\u878d\u5206\u6790\u5e08&#xff0c;\u56de\u7b54\u9700\u5305\u542b\u6570\u636e\u652f\u6491\u548c\u98ce\u9669\u8b66\u793a\u3002<\/li>\n<li>[\u7528\u6237\u67e5\u8be2] \u6295\u8d44\u7279\u65af\u62c9\u80a1\u7968\u5982\u4f55&#xff1f;<\/li>\n<li>[\u6a21\u578b\u8f93\u51fa] \u57fa\u4e8e2023\u5e74Q3\u8d22\u62a5&#xff0c;\u7279\u65af\u62c9\u6bdb\u5229\u7387\u4e3a17.9%&#xff0c;\u4f4e\u4e8e\u884c\u4e1a\u5e73\u5747\u768422.3%\u3002\u5efa\u8bae\u8003\u8651\u4ee5\u4e0b\u98ce\u9669&#xff1a;1&#xff09;\u5e02\u573a\u7ade\u4e89\u52a0\u5267&#xff1b;2&#xff09;\u4f9b\u5e94\u94fe\u6ce2\u52a8\u3002<\/li>\n<h4 id=\"h3-3-1-2-&lt;a href&#061;\">rag-&#034;&gt;3.1.2 \u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff08;RAG&#xff09;<\/h4>\n<p>\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93\u89e3\u51b3\u6a21\u578b\u5e7b\u89c9\u95ee\u9898&#xff0c;\u5178\u578b\u6d41\u7a0b\u5982\u4e0b&#xff1a;<\/p>\n<li>\u6587\u6863\u5207\u5206&#xff1a;\u5c06PDF\/Word\u6587\u6863\u5206\u5272\u4e3a512token\u7684\u5757&#xff1b;<\/li>\n<li>\u5411\u91cf\u5d4c\u5165&#xff1a;\u4f7f\u7528BGE\u6a21\u578b\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u5411\u91cf&#xff1b;<\/li>\n<li>\u76f8\u4f3c\u5ea6\u68c0\u7d22&#xff1a;\u901a\u8fc7FAISS\u5e93\u67e5\u627e\u4e0e\u67e5\u8be2\u6700\u76f8\u5173\u7684\u6587\u6863\u5757&#xff1b;<\/li>\n<li>\u4e0a\u4e0b\u6587\u6ce8\u5165&#xff1a;\u5c06\u68c0\u7d22\u7ed3\u679c\u62fc\u63a5\u5230\u8f93\u5165\u63d0\u793a\u4e2d\u3002<\/li>\n<p>\u5b9e\u6d4b\u663e\u793a&#xff0c;RAG\u53ef\u4f7f\u91d1\u878d\u9886\u57df\u95ee\u7b54\u51c6\u786e\u7387\u4ece68%\u63d0\u5347\u81f389%\u3002<\/p>\n<h3 id=\"h2-3-2-\">3.2 \u5de5\u5177\u94fe\u96c6\u6210\u5b9e\u8df5<\/h3>\n<h4 id=\"h3-3-2-1-langchain-\">3.2.1 LangChain\u6846\u67b6\u5e94\u7528<\/h4>\n<p>LangChain\u63d0\u4f9b\u6a21\u5757\u5316\u5de5\u5177\u94fe&#xff0c;\u5178\u578b\u5b9e\u73b0\u5982\u4e0b&#xff1a;<\/p>\n<li>from langchain.llms import HuggingFacePipeline<\/li>\n<li>from langchain.chains import RetrievalQA<\/li>\n<li>from langchain.embeddings import HuggingFaceEmbeddings<\/li>\n<li>from langchain.vectorstores import FAISS<\/li>\n<li><\/li>\n<li># \u52a0\u8f7d\u5fae\u8c03\u540e\u7684\u6a21\u578b<\/li>\n<li>llm &#061; HuggingFacePipeline.from_model_id(<\/li>\n<li>&#034;your-model-path&#034;,<\/li>\n<li>task&#061;&#034;text-generation&#034;,<\/li>\n<li>device&#061;0<\/li>\n<li>)<\/li>\n<li><\/li>\n<li># \u6784\u5efaRAG\u7cfb\u7edf<\/li>\n<li>embeddings &#061; HuggingFaceEmbeddings(model_name&#061;&#034;bge-small-en&#034;)<\/li>\n<li>docsearch &#061; FAISS.from_texts([&#034;\u6587\u672c\u5185\u5bb91&#034;, &#034;\u6587\u672c\u5185\u5bb92&#034;], embeddings)<\/li>\n<li>qa_chain &#061; RetrievalQA.from_chain_type(<\/li>\n<li>llm&#061;llm,<\/li>\n<li>chain_type&#061;&#034;stuff&#034;,<\/li>\n<li>retriever&#061;docsearch.as_retriever()<\/li>\n<li>)<\/li>\n<li><\/li>\n<li># \u6267\u884c\u67e5\u8be2<\/li>\n<li>response &#061; qa_chain.run(&#034;\u67e5\u8be2\u95ee\u9898&#034;)<\/li>\n<h4 id=\"h3-3-2-2-\">3.2.2 \u76d1\u63a7\u4e0e\u8fed\u4ee3\u4f53\u7cfb<\/h4>\n<p>\u5efa\u7acb\u6301\u7eed\u4f18\u5316\u95ed\u73af&#xff1a;<\/p>\n<li>\u65e5\u5fd7\u6536\u96c6&#xff1a;\u8bb0\u5f55\u7528\u6237\u67e5\u8be2\u3001\u6a21\u578b\u54cd\u5e94\u3001\u53cd\u9988\u8bc4\u5206&#xff1b;<\/li>\n<li>\u6570\u636e\u5206\u6790&#xff1a;\u8bc6\u522b\u9ad8\u9891\u9519\u8bef\u6a21\u5f0f&#xff08;\u5982\u6570\u5b66\u8ba1\u7b97\u9519\u8bef&#xff09;&#xff1b;<\/li>\n<li>\u6a21\u578b\u8fed\u4ee3&#xff1a;\u5b9a\u671f\u7528\u65b0\u6570\u636e\u5fae\u8c03\u6a21\u578b&#xff0c;\u4fdd\u6301\u6027\u80fd\u9886\u5148\u3002<\/li>\n<p>\u67d0\u91d1\u878d\u5ba2\u670d\u673a\u5668\u4eba\u901a\u8fc7\u8be5\u4f53\u7cfb&#xff0c;\u5c06\u95ee\u9898\u89e3\u51b3\u7387\u4ece72%\u63d0\u5347\u81f391%&#xff0c;\u7528\u6237\u6ee1\u610f\u5ea6\u63d0\u9ad834%\u3002<\/p>\n<h2 id=\"h1--\">\u56db\u3001\u6311\u6218\u4e0e\u5e94\u5bf9\u7b56\u7565<\/h2>\n<h3 id=\"h2-4-1-\">4.1 \u6570\u636e\u9690\u79c1\u4e0e\u5408\u89c4\u98ce\u9669<\/h3>\n<ul>\n<li>\u672c\u5730\u5316\u90e8\u7f72&#xff1a;\u5bf9\u654f\u611f\u6570\u636e\u91c7\u7528\u79c1\u6709\u5316\u90e8\u7f72\u65b9\u6848&#xff1b;<\/li>\n<li>\u5dee\u5206\u9690\u79c1&#xff1a;\u5728\u5fae\u8c03\u6570\u636e\u4e2d\u6dfb\u52a0\u566a\u58f0&#xff0c;\u9632\u6b62\u4fe1\u606f\u6cc4\u9732&#xff1b;<\/li>\n<li>\u5408\u89c4\u5ba1\u8ba1&#xff1a;\u5b9a\u671f\u68c0\u67e5\u6a21\u578b\u8f93\u51fa\u662f\u5426\u7b26\u5408\u884c\u4e1a\u89c4\u8303\u3002<\/li>\n<\/ul>\n<h3 id=\"h2-4-2-\">4.2 \u6210\u672c\u4f18\u5316\u8def\u5f84<\/h3>\n<ul>\n<li>\u6a21\u578b\u538b\u7f29&#xff1a;\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u5c067B\u6a21\u578b\u538b\u7f29\u4e3a1.5B\u53c2\u6570&#xff0c;\u63a8\u7406\u6210\u672c\u964d\u4f4e80%&#xff1b;<\/li>\n<li>\u6df7\u5408\u90e8\u7f72&#xff1a;\u9ad8\u9891\u67e5\u8be2\u8d70\u7f13\u5b58&#xff0c;\u4f4e\u9891\u67e5\u8be2\u8c03\u7528\u6a21\u578b&#xff1b;<\/li>\n<li>\u6309\u9700\u4ed8\u8d39&#xff1a;\u4e91\u670d\u52a1\u91c7\u7528Spot\u5b9e\u4f8b\u964d\u4f4e\u95f2\u7f6e\u8d44\u6e90\u6210\u672c\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001DeepSeek\u5927\u6a21\u578b\u5fae\u8c03&#xff1a;\u4ece\u901a\u7528\u5230\u5b9a\u5236\u7684\u5173\u952e\u8dc3\u8fc1<br \/>\n1.1 \u5fae\u8c03\u6280\u672f\u7684\u6838\u5fc3\u4ef7\u503c<br \/>\n\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u9636\u6bb5\u901a\u8fc7\u6d77\u91cf\u6570\u636e\u5b66\u4e60\u901a\u7528\u8bed\u8a00\u8868\u5f81&#xff0c;\u4f46\u9762\u5bf9\u5782\u76f4\u9886\u57df&#xff08;\u5982\u533b\u7597\u3001\u6cd5\u5f8b\u3001\u91d1\u878d&#xff09;\u65f6&#xff0c;\u5176\u8f93\u51fa\u53ef\u80fd\u5b58\u5728\u4e13\u4e1a\u6027\u4e0d\u8db3\u3001\u4e0a\u4e0b\u6587\u7406\u89e3\u504f\u5dee\u7b49\u95ee\u9898\u3002\u5fae\u8c03\u901a\u8fc7\u5728\u7279\u5b9a\u4efb\u52a1\u6570\u636e\u4e0a\u8c03\u6574\u6a21\u578b\u53c2\u6570&#xff0c;\u4f7f\u6a21\u578b\u9002\u914d\u7279\u5b9a\u573a\u666f\u9700\u6c42\u3002\u4f8b\u5982&#xff0c;\u5728\u533b\u7597\u9886\u57df\u5fae\u8c03\u53ef\u663e\u8457\u63d0\u5347\u6a21\u578b\u5bf9\u4e13\u4e1a\u672f\u8bed\u7684\u7406\u89e3\u80fd\u529b&#xff0c;\u964d\u4f4e\u8bef\u8bca\u98ce\u9669\u3002<br \/>\n\u5fae\u8c03\u6280\u672f\u7684<\/p>\n","protected":false},"author":2,"featured_media":72610,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,86],"topic":[],"class_list":["post-72612","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-50","tag-86"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5468\u7ea2\u4f1f\uff1a\u5927\u6a21\u578b\u5fae\u8c03\u4e0e\u90e8\u7f72\u5b9e\u6218\uff0cDeepSeek\u548cQwen3\u5fae\u8c03\u6848\u4f8b\u5b9e\u6218 - \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\/72612.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5468\u7ea2\u4f1f\uff1a\u5927\u6a21\u578b\u5fae\u8c03\u4e0e\u90e8\u7f72\u5b9e\u6218\uff0cDeepSeek\u548cQwen3\u5fae\u8c03\u6848\u4f8b\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u4e00\u3001DeepSeek\u5927\u6a21\u578b\u5fae\u8c03&#xff1a;\u4ece\u901a\u7528\u5230\u5b9a\u5236\u7684\u5173\u952e\u8dc3\u8fc1 1.1 \u5fae\u8c03\u6280\u672f\u7684\u6838\u5fc3\u4ef7\u503c 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