{"id":27226,"date":"2025-03-01T15:54:21","date_gmt":"2025-03-01T07:54:21","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27226"},"modified":"2025-03-02T17:09:56","modified_gmt":"2025-03-02T09:09:56","slug":"deepseek-r1-zai-rag","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/deepseek-r1-zai-rag\/","title":{"rendered":"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27227\" title=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/12df53fea8b3adf.png\" alt=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-1\" width=\"2298\" height=\"1208\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/12df53fea8b3adf.png 2298w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/12df53fea8b3adf-768x404.png 768w\" sizes=\"auto, (max-width: 2298px) 100vw, 2298px\" \/><\/p>\n<p><a href=\"https:\/\/www.kdjingpai.com\/en\/deepseek-chatshena\/\">DeepSeek<\/a> R1 \u5728\u9996\u6b21\u53d1\u5e03\u65f6\u5c31\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u3002\u5728\u8fd9\u7bc7\u535a\u5ba2\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u8be6\u7ec6\u5206\u4eab\u4e86\u4f7f\u7528 <a href=\"https:\/\/www.kdjingpai.com\/en\/deepseek-r1nenglixiang\/\">DeepSeek R1<\/a> \u6784\u5efa\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff0cRAG\uff09\u7cfb\u7edf\u7684\u7ecf\u9a8c\uff0c\u4e13\u95e8\u9488\u5bf9\u6cd5\u5f8b\u6587\u6863\u9886\u57df\u3002<\/p>\n<p>\u6211\u4eec\u9009\u62e9\u6cd5\u5f8b\u6587\u6863\u662f\u56e0\u4e3a\u6cd5\u5f8b\u4e13\u4e1a\u4eba\u58eb\u901a\u5e38\u9762\u4e34\u4e00\u9879\u8270\u5de8\u7684\u4efb\u52a1\uff1a\u5728\u5927\u91cf\u6848\u4f8b\u3001\u6cd5\u89c4\u548c\u6cd5\u5f8b\u8bc4\u8bba\u4e2d\u8fdb\u884c\u68c0\u7d22\u3002\u5373\u4f7f\u662f\u6700\u7528\u5fc3\u7684\u7814\u7a76\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u96be\u4ee5\u627e\u5230\u6b63\u786e\u7684\u6587\u6863\u800c\u53d7\u5230\u963b\u788d\uff0c\u66f4\u4e0d\u7528\u8bf4\u51c6\u786e\u5730\u603b\u7ed3\u5185\u5bb9\u4e86\u3002\u8fd9\u6b63\u662f <a href=\"https:\/\/www.kdjingpai.com\/en\/rag\/\">RAG<\/a> \u80fd\u5927\u663e\u8eab\u624b\u7684\u9886\u57df\uff08\u53e6\u8bf7\u53c2\u89c1 Harvey AI\uff09\u3002<\/p>\n<p>\u6211\u4eec\u57fa\u4e8e\u5e9e\u5927\u7684\u6cd5\u5f8b\u6587\u6863\u6570\u636e\u96c6\u6784\u5efa\u4e86 RAG\uff0c\u91c7\u7528\u4e86 DeepSeek R1 \u548c Qwen2 \u4f5c\u4e3a\u5d4c\u5165\u6a21\u578b\u3002\u6211\u4eec\u5f00\u6e90\u4e86\u6574\u4e2a RAG \u6784\u5efa\u6d41\u7a0b\uff08\u7531 <a href=\"https:\/\/www.kdjingpai.com\/en\/vllm\/\">vLLM<\/a> \u548c\u00a0<a href=\"https:\/\/github.com\/skypilot-org\/skypilot\/\">SkyPilot<\/a>\u00a0\u63d0\u4f9b\u652f\u6301\uff09\uff0c\u5e76\u5206\u4eab\u4e86\u4e00\u4e9b\u5b9d\u8d35\u7684\u7ecf\u9a8c\u2014\u2014\u54ea\u4e9b\u65b9\u6cd5\u6709\u6548\uff0c\u54ea\u4e9b\u65e0\u6548\u3002<\/p>\n<p><strong>\u60f3\u8981\u4eb2\u81ea\u4f53\u9a8c \ud83d\udd25\uff1f<\/strong>\u00a0\u8bd5\u8bd5\u6211\u4eec\u7684\u5728\u7ebf\u6f14\u793a\uff1a<a href=\"http:\/\/rag.skypilot.co:8000\/\">\u70b9\u51fb\u8fd9\u91cc<\/a>\u3002<\/p>\n<blockquote><p><strong>\u6211\u4eec\u5df2\u5f00\u6e90\u8be5 RAG \u6784\u5efa\u6d41\u7a0b\u00a0<a href=\"https:\/\/github.com\/skypilot-org\/skypilot\/tree\/master\/llm\/rag\">\u70b9\u51fb\u8fd9\u91cc\u67e5\u770b<\/a><\/strong>\u3002\u6b22\u8fce\u63a2\u7d22\u6211\u4eec\u5982\u4f55\u7ed3\u5408\u00a0<strong>vLLM + SkyPilot<\/strong>\u00a0\u4ee5\u5b9e\u73b0\u5feb\u901f\u3001\u7a33\u5b9a\u4e14\u53ef\u6269\u5c55\u7684\u6027\u80fd\u3002<\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27228\" title=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f94c22f2cad3c16.png\" alt=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-2\" width=\"1714\" height=\"1808\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f94c22f2cad3c16.png 1714w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/f94c22f2cad3c16-768x810.png 768w\" sizes=\"auto, (max-width: 1714px) 100vw, 1714px\" \/><\/p>\n<h2>\u4e3a\u4ec0\u4e48\u8981\u5728\u6cd5\u5f8b\u6587\u6863\u4e0a\u6784\u5efa RAG\uff1f<\/h2>\n<p>\u5728\u6cd5\u5f8b\u7b49\u5bf9\u51c6\u786e\u6027\u548c\u53ef\u8ffd\u6eaf\u6027\u8981\u6c42\u6781\u9ad8\u7684\u9886\u57df\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7\u5c06\u4e13\u95e8\u7684\u68c0\u7d22\u5668\u4e0e\u5f3a\u5927\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u751f\u6210\u5668\u76f8\u7ed3\u5408\uff0c\u6211\u4eec\u53ef\u4ee5\u83b7\u5f97\u6700\u4f73\u6548\u679c\uff1a<\/p>\n<ol>\n<li>\u9ad8\u76f8\u5173\u6027\u6587\u6863\u7684<strong>\u68c0\u7d22<\/strong><\/li>\n<li>\u5177\u6709\u63a8\u7406\u80fd\u529b\u7684\u6587\u672c<strong>\u751f\u6210<\/strong><\/li>\n<li>\u901a\u8fc7\u76f4\u63a5\u5f15\u7528<strong>\u51cf\u5c11\u5e7b\u89c9<\/strong><\/li>\n<\/ol>\n<p>\u4e3a\u6784\u5efa\u6b64 RAG\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/huggingface.co\/datasets\/pile-of-law\/pile-of-law\">pile-of-law\/pile-of-law<\/a>\u00a0\u6570\u636e\u96c6\u7684\u4e00\u4e2a\u5b50\u96c6\uff08\u4e13\u6ce8\u4e8e\u6cd5\u5f8b\u5efa\u8bae\uff09\uff1b<\/li>\n<li><strong>ChromaDB<\/strong>\u00a0\u4f5c\u4e3a\u5411\u91cf\u5b58\u50a8\u5e93\uff0c\u7528\u4e8e\u5b58\u50a8\u548c\u67e5\u8be2\u5d4c\u5165\uff1b<\/li>\n<li><strong>Qwen2<\/strong>\u00a0\u4f5c\u4e3a\u68c0\u7d22\u5d4c\u5165\u6a21\u578b\uff1b<\/li>\n<li><strong>DeepSeek R1<\/strong>\u00a0\u4f5c\u4e3a\u6700\u7ec8\u7b54\u6848\u751f\u6210\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>\u6574\u4e2a\u7cfb\u7edf\u8fd0\u884c\u5728\u00a0<strong>vLLM<\/strong>\u00a0\u4e4b\u4e0a\uff0c\u5e76\u53ef\u901a\u8fc7\u00a0<strong>SkyPilot<\/strong>\u00a0\u65e0\u7f1d\u90e8\u7f72\u5230\u4efb\u4f55\u4e91\u7aef\uff0c\u4ee5\u786e\u4fdd\u6700\u4f73 GPU \u53ef\u7528\u6027\u548c\u6210\u672c\u6548\u76ca\u3002\u5f00\u6e90\u7684\u5b8c\u6574 RAG \u6784\u5efa\u6d41\u7a0b\u53ef\u5728\u6b64\u5904\u83b7\u53d6\u3002<\/p>\n<h1>\u5b9d\u8d35\u7ecf\u9a8c\uff1a\u6ce8\u610f\u4e8b\u9879\u4e0e\u7981\u5fcc<\/h1>\n<h2>1. \u4e0d\u8981\u4f7f\u7528 DeepSeek R1 \u8fdb\u884c\u68c0\u7d22<\/h2>\n<p>\u5c3d\u7ba1\u00a0<strong>DeepSeek R1<\/strong>\u00a0\u5177\u6709\u5353\u8d8a\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u5b83<strong>\u4e0d\u9002\u5408<\/strong>\u7528\u4e8e\u751f\u6210\u5d4c\u5165\u2014\u2014\u81f3\u5c11\u76ee\u524d\u4e0d\u9002\u5408\u3002<\/p>\n<p>\u6211\u4eec\u53d1\u73b0\uff0c\u4e0e\u4e13\u95e8\u7684\u5d4c\u5165\u6a21\u578b\u00a0<code>Alibaba-NLP\/gte-Qwen2-7B-instruct<\/code>\uff08\u76ee\u524d\u5728 MTEB\u00a0<a href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">\u6392\u884c\u699c<\/a>\u00a0\u4e0a\u6392\u540d\u6700\u9ad8\u7684\u5d4c\u5165\u6a21\u578b\uff09\u76f8\u6bd4\uff0cDeepSeek R1 \u751f\u6210\u7684\u5d4c\u5165\u6548\u679c\u8f83\u5dee\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u8fd9\u4e24\u4e2a\u6a21\u578b\u5206\u522b\u4e3a\u6570\u636e\u96c6\u751f\u6210\u5d4c\u5165\uff0c\u5e76\u6784\u5efa\u4e24\u4e2a\u5411\u91cf\u6570\u636e\u5e93\u3002\u7136\u540e\uff0c\u5bf9\u8fd9\u4e24\u4e2a\u6a21\u578b\u4f7f\u7528\u76f8\u540c\u7684\u67e5\u8be2\uff0c\u5e76\u68c0\u7d22\u5404\u81ea\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u6700\u76f8\u4f3c\u7684\u524d 5 \u4e2a\u5d4c\u5165\u3002<\/p>\n<p><strong>\u67e5\u8be2\uff1a<\/strong>\u00a0<code>\u6211\u6536\u5230\u4e86\u4e00\u5f20\u5173\u4e8e\u503a\u52a1\u7ea0\u7eb7\u7684\u5c0f\u989d\u7d22\u8d54\u6cd5\u5ead\u4f20\u7968\uff0c\u6211\u5e94\u8be5\u5982\u4f55\u51c6\u5907\uff1f<\/code><\/p>\n<table>\n<thead>\n<tr>\n<th><strong>Qwen2 \u7684\u68c0\u7d22\u7ed3\u679c<\/strong><\/th>\n<th><strong>DeepSeek-R1 \u7684\u68c0\u7d22\u7ed3\u679c<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>[CA] \u4e00\u4e2a\u5173\u4e8e\u5c0f\u989d\u7d22\u8d54\u7684\u95ee\u9898<\/td>\n<td>\u6211\u53ef\u4ee5\u8d77\u8bc9\u96c7\u4f63\u7535\u8bdd\u63a8\u9500\u5458\u5e76\u4e14\u65e0\u89c6\u6cd5\u5f8b\u4e0d\u505c\u7ed9\u6211\u6253\u7535\u8bdd\u7684\u516c\u53f8\u5417\uff1f<\/td>\n<\/tr>\n<tr>\n<td>[CO] \u521a\u6536\u5230\u6cd5\u9662\u4f20\u7968\uff0c\u662f\u5173\u4e8e\u4e00\u7b14\u4fdd\u9669\u5df2\u7ecf\u652f\u4ed8\u7684\u533b\u9662\u8d26\u5355\u2026\u2026\u6211\u6709\u8bc1\u660e\uff0c\u4f46\u6211\u4ecd\u7136\u9700\u8981\u8bf7\u5f8b\u5e08\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5417\uff1f<\/td>\n<td>\u524d\u5973\u53cb\u7684\u5973\u513f\u56e0\u5165\u5e97\u884c\u7a83\u88ab\u6355\uff0c\u6211\u4eec\u8be5\u600e\u4e48\u529e\uff1f<\/td>\n<\/tr>\n<tr>\n<td>\u6211\u56e0\u62d6\u6b20 3,500 \u7f8e\u5143\u8d37\u6b3e\u88ab\u8d77\u8bc9<\/td>\n<td>\u6df1\u591c\u4e0b\u73ed\u540e\uff0c\u4f60\u8d70\u5230\u51e0\u4e4e\u7a7a\u65e0\u4e00\u4eba\u7684\u505c\u8f66\u573a\uff0c\u770b\u5230\u4e24\u4e2a\u4eba\u6b63\u5728\u64ac\u4f60\u7684\u8f66\u95e8\u3002\u4f60\u8ba9\u4ed6\u4eec\u4f4f\u624b\uff0c\u4f46\u4ed6\u4eec\u65e0\u89c6\u4f60\u3002\u4f60\u6301\u6709\u9690\u853d\u624b\u67aa\uff0c\u4f60\u53ef\u4ee5\u600e\u4e48\u505a\uff1f<\/td>\n<\/tr>\n<tr>\n<td>\u5ba4\u53cb\u7684\u732b\u5403\u4e86\u4e9b\u575a\u679c\u6df7\u5408\u96f6\u98df\uff0c\u4e0d\u5f97\u4e0d\u53bb\u770b\u517d\u533b\uff0c\u8d26\u5355\u8d85\u8fc7 1,500 \u7f8e\u5143\u3002\u5979\u5a01\u80c1\u8981\u628a\u6211\u544a\u4e0a\u5c0f\u989d\u7d22\u8d54\u6cd5\u5ead\u8ba9\u6211\u652f\u4ed8\u8d39\u7528\uff0c\u4f46\u6ca1\u6709\u8bc1\u636e\u8868\u660e\u96f6\u98df\u662f\u6211\u7684\u3002\u6211\u5e94\u8be5\u62c5\u5fc3\u5417\uff1f<\/td>\n<td>\u5bc6\u82cf\u91cc\u5dde\u6301\u6709\u5927\u9ebb\u7684\u6307\u63a7\uff0c\u4f46\u6ca1\u6709\u5b9e\u7269\u8bc1\u636e\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u6211\u6700\u8fd1\u6536\u5230\u4e86\u4e00\u5f20\u5173\u4e8e\u4e00\u7b14\u6211\u4ee5\u4e3a\u5df2\u7ecf\u652f\u4ed8\u7684\u503a\u52a1\u7684\u6c11\u4e8b\u4f20\u7968\u3002<\/td>\n<td>\u201c\u653e\u72d7\u54ac\u4eba\u201d\u5408\u6cd5\u5417\uff1f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e3a\u4ec0\u4e48\u4f1a\u6709\u5dee\u5f02\uff1f<\/h3>\n<p>\u5728\u4e0a\u8868\u4e2d\uff0cDeepSeek R1 \u7684\u68c0\u7d22\u7ed3\u679c\u660e\u663e\u8f83\u5dee\u3002\u8fd9\u662f\u4e3a\u4ec0\u4e48\u5462\uff1f<\/p>\n<p>\u6211\u4eec\u8ba4\u4e3a\uff0c\u6839\u672c\u95ee\u9898\u5728\u4e8e DeepSeek R1 \u7684\u8bad\u7ec3\u65b9\u5f0f\u3002DeepSeek R1 \u7684\u67b6\u6784\u4e3b\u8981\u4fa7\u91cd\u4e8e\u63a8\u7406\uff0c\u5f3a\u8c03\u987a\u5e8f\u601d\u7ef4\u548c\u903b\u8f91\u8fde\u63a5\u3002<strong>\u8fd9\u610f\u5473\u7740 DeepSeek R1 \u5e76\u4e0d\u4f1a\u5c06\u6587\u6863\u6620\u5c04\u5230\u4e00\u4e2a\u8bed\u4e49\u7a7a\u95f4\u4e2d\u3002<\/strong><\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0cQwen2 \u53d8\u4f53 (<code>gte-Qwen2-7B-instruct<\/code>)\u00a0<strong>\u4e13\u95e8\u9488\u5bf9\u8bed\u4e49\u76f8\u4f3c\u6027\u4efb\u52a1\u8fdb\u884c\u8bad\u7ec3<\/strong>\uff0c\u80fd\u591f\u521b\u5efa\u4e00\u4e2a\u9ad8\u7ef4\u7a7a\u95f4\uff0c\u4f7f\u6982\u5ff5\u4e0a\u76f8\u4f3c\u7684\u6587\u6863\u7d27\u5bc6\u805a\u7c7b\u5728\u4e00\u8d77\uff0c\u800c\u4e0d\u53d7\u5177\u4f53\u63aa\u8f9e\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u8fd9\u79cd\u8bad\u7ec3\u65b9\u5f0f\u7684\u5dee\u5f02\u610f\u5473\u7740 Qwen2 \u5728\u6355\u6349\u67e5\u8be2\u610f\u56fe\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u800c DeepSeek R1 \u6709\u65f6\u4f1a\u9075\u5faa\u63a8\u7406\u8def\u5f84\uff0c\u5bfc\u81f4\u68c0\u7d22\u5230\u7684\u7ed3\u679c\u5728\u4e3b\u9898\u4e0a\u76f8\u5173\u4f46\u5b9e\u9645\u4e0a\u65e0\u5173\u7d27\u8981\u3002<\/p>\n<p>\u9664\u975e\u5bf9 DeepSeek R1 \u8fdb\u884c\u5d4c\u5165\u5fae\u8c03\uff0c\u5426\u5219\u4e0d\u5e94\u5c06\u5176\u7528\u4f5c RAG \u7684\u68c0\u7d22\u5d4c\u5165\u6a21\u578b\u3002<\/p>\n<h2>2. \u4f7f\u7528 R1 \u8fdb\u884c\u751f\u6210\uff1a\u63a8\u7406\u80fd\u529b\u4ee4\u4eba\u5370\u8c61\u6df1\u523b<\/h2>\n<p>\u5c3d\u7ba1\u00a0<strong>R1<\/strong>\u00a0\u5728\u5d4c\u5165\u65b9\u9762\u5b58\u5728\u4e00\u5b9a\u56f0\u96be\uff0c\u4f46\u6211\u4eec\u53d1\u73b0\u5b83\u7684\u00a0<strong>\u751f\u6210<\/strong>\u00a0\u80fd\u529b\u975e\u5e38\u51fa\u8272\u3002\u901a\u8fc7\u5229\u7528 R1 \u7684\u94fe\u5f0f\u601d\u7ef4\uff08chain-of-thought\uff09\u65b9\u6cd5\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\uff1a<\/p>\n<ul>\n<li><strong>\u66f4\u5f3a\u7684\u8fde\u8d2f\u6027\uff1a<\/strong>\u00a0\u8be5\u6a21\u578b\u80fd\u591f\u7efc\u5408\u591a\u4e2a\u6587\u6863\u7684\u4fe1\u606f\uff0c\u5e76\u6e05\u6670\u5730\u5f15\u7528\u76f8\u5173\u6bb5\u843d\u3002<\/li>\n<li><strong>\u51cf\u5c11\u5e7b\u89c9\uff1a<\/strong>\u00a0R1 \u5728\u5185\u90e8\u201c\u81ea\u8a00\u81ea\u8bed\u201d\u8fdb\u884c\u63a8\u7406\uff0c\u901a\u8fc7\u4f60\u7684\u6570\u636e\u9a8c\u8bc1\u6bcf\u4e00\u4e2a\u7ed3\u8bba\u3002<\/li>\n<\/ul>\n<p>\u8ba9\u6211\u4eec\u6765\u770b\u51e0\u4e2a\u793a\u4f8b\uff1a<\/p>\n<h3>\u793a\u4f8b 1\uff1a\u89e3\u9664\u79df\u7ea6<\/h3>\n<p><strong>\u95ee\u9898\uff1a<\/strong>\u00a0<code>\u6211\u60f3\u89e3\u9664\u79df\u7ea6\uff0c\u4f46\u623f\u4e1c\u4e0d\u5141\u8bb8\u6211\u8fd9\u6837\u505a\u3002<\/code><\/p>\n<details>\n<summary>\u67e5\u770b DeepSeek R1 \u7684\u601d\u7ef4\u8fc7\u7a0b<\/summary>\n<blockquote><p>\u597d\u7684\uff0c\u6211\u60f3\u8981\u7ec8\u6b62\u6211\u7684\u79df\u7ea6\uff0c\u4f46\u623f\u4e1c\u4e0d\u5141\u8bb8\u3002\u6211\u4e0d\u786e\u5b9a\u81ea\u5df1\u6709\u54ea\u4e9b\u9009\u9879\u3002\u6211\u60f3\u6839\u636e\u63d0\u4f9b\u7684\u6587\u4ef6\u6765\u7406\u6e05\u601d\u8def\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6211\u8bb0\u5f97\u5728\u6587\u4ef6 1 \u4e2d\u8bfb\u5230\u5173\u4e8e\u63d0\u524d\u7ec8\u6b62\u79df\u7ea6\u7684\u7f5a\u6b3e\u3002\u6709\u4e2a\u4eba\u95ee\u662f\u5426\u53ef\u4ee5\u5728 18 \u4e2a\u6708\u7684\u79df\u671f\u6ee1 15 \u4e2a\u6708\u540e\u89e3\u7ea6\uff0c\u7b54\u6848\u662f\u53ef\u4ee5\uff0c\u4f46\u524d\u63d0\u662f\u623f\u4e1c\u540c\u610f\u6216\u627e\u5230\u65b0\u79df\u5ba2\u3002\u56e0\u6b64\uff0c\u5982\u679c\u6211\u60f3\u63d0\u524d\u7ec8\u6b62\u79df\u7ea6\uff0c\u623f\u4e1c\u53ef\u80fd\u4f1a\u8ba9\u6211\u627f\u62c5\u8d23\u4efb\uff0c\u9664\u975e\u4ed6\u4eec\u540c\u610f\u6216\u80fd\u8fc5\u901f\u91cd\u65b0\u51fa\u79df\u3002\u8fd9\u4f3c\u4e4e\u662f\u4e00\u4e2a\u53ef\u80fd\u7684\u9014\u5f84\uff0c\u4f46\u6211\u4e0d\u786e\u5b9a\u6211\u7684\u623f\u4e1c\u662f\u5426\u613f\u610f\u8c08\u5224\u3002<\/p>\n<p>\u63a5\u7740\uff0c\u5728\u6587\u4ef6 2 \u4e2d\uff0c\u6709\u4eba\u60f3\u89e3\u7ea6\u7684\u539f\u56e0\u662f\u7ed3\u5a5a\u3002\u7b54\u6848\u8868\u660e\u79df\u7ea6\u53ef\u80fd\u5141\u8bb8\u652f\u4ed8\u4e00\u7b14\u8d39\u7528\u6765\u89e3\u7ea6\uff0c\u6216\u8005\u9700\u8981\u7b49\u5230\u79df\u671f\u7ed3\u675f\u3002\u6240\u4ee5\uff0c\u6211\u53ef\u4ee5\u68c0\u67e5\u6211\u7684\u79df\u7ea6\u662f\u5426\u6709\u5141\u8bb8\u89e3\u7ea6\u7684\u6761\u6b3e\uff0c\u6bd4\u5982\u8f6c\u79df\u6216\u8f6c\u8ba9\u6761\u6b3e\u3002\u5982\u679c\u6ca1\u6709\uff0c\u6211\u53ef\u80fd\u9700\u8981\u652f\u4ed8\u7f5a\u6b3e\u6216\u7b49\u5230\u79df\u671f\u7ed3\u675f\u3002<\/p>\n<p>\u6587\u4ef6 3 \u8ba8\u8bba\u4e86\u56e0\u670d\u52a1\u72ac\u800c\u7ec8\u6b62\u79df\u7ea6\u7684\u60c5\u51b5\u3002\u9009\u9879\u5305\u62ec\u652f\u4ed8\u7f5a\u6b3e\u3001\u8f6c\u79df\u3001\u627e\u5230\u53e6\u4e00\u53ea\u670d\u52a1\u72ac\uff0c\u6216\u7b49\u5230\u79df\u7ea6\u671f\u6ee1\u3002\u8fd9\u5bf9\u6211\u6765\u8bf4\u4e0d\u592a\u9002\u7528\uff0c\u4f46\u8bf4\u660e\u9664\u975e\u6709\u7279\u5b9a\u7406\u7531\uff0c\u5426\u5219\u7ec8\u6b62\u79df\u7ea6\u901a\u5e38\u4f1a\u5e26\u6765\u4e00\u5b9a\u7684\u540e\u679c\u3002<\/p>\n<p>\u5728\u6587\u4ef6 4 \u4e2d\uff0c\u623f\u4e1c\u63d0\u9ad8\u4e86\u623f\u79df\uff0c\u7528\u6237\u8d28\u7591\u901a\u77e5\u65f6\u95f4\u8fc7\u77ed\u3002\u7b54\u6848\u63d0\u5230\u7406\u8bba\u4e0a\u5e94\u8be5\u6709 30 \u5929\u7684\u901a\u77e5\u671f\uff0c\u4f46\u623f\u4e1c\u53ef\u80fd\u4f1a\u63d0\u4f9b\u4e00\u4e2a\u6298\u4e2d\u65b9\u6848\uff0c\u4f8b\u5982\u540c\u610f\u652f\u4ed8\u539f\u6765\u7684\u79df\u91d1\u76f4\u5230\u4e0b\u4e00\u4e2a\u79df\u671f\u3002\u5982\u679c\u6211\u7684\u623f\u4e1c\u62d2\u7edd\u8ba9\u6211\u89e3\u7ea6\uff0c\u4e5f\u8bb8\u53ef\u4ee5\u5c1d\u8bd5\u63d0\u4f9b\u652f\u4ed8\u66f4\u9ad8\u79df\u91d1\u7684\u65b9\u6848\uff0c\u4f46\u6211\u4e0d\u77e5\u9053\u8fd9\u662f\u5426\u5728\u6211\u7684\u7ecf\u6d4e\u627f\u53d7\u8303\u56f4\u5185\u3002<\/p>\n<p>\u6587\u4ef6 5 \u63d0\u5230\u623f\u4e1c\u56e0\u517b\u732b\u800c\u62d2\u7edd\u7eed\u79df\u3002\u7b54\u6848\u8868\u793a\u623f\u4e1c\u6ca1\u6709\u6cd5\u5f8b\u4e49\u52a1\u7eed\u79df\uff0c\u56e0\u6b64\u53ef\u4ee5\u9009\u62e9\u4e0d\u7eed\u79df\u3002\u8fd9\u8ba9\u6211\u60f3\u5230\uff0c\u6211\u7684\u623f\u4e1c\u53ef\u80fd\u4e5f\u6709\u7c7b\u4f3c\u7684\u81ea\u7531\u88c1\u91cf\u6743\uff0c\u4f46\u6211\u4e0d\u6e05\u695a\u8fd9\u662f\u5426\u662f\u4ed6\u4eec\u62d2\u7edd\u7684\u539f\u56e0\u3002<\/p>\n<p>\u6587\u4ef6 6 \u8ba8\u8bba\u4e86\u79df\u7ea6\u7eed\u7b7e\u5e76\u9644\u52a0\u65b0\u6761\u6b3e\u7684\u60c5\u51b5\u3002\u7b54\u6848\u6307\u51fa\uff0c\u623f\u4e1c\u5fc5\u987b\u5c65\u884c\u73b0\u6709\u79df\u7ea6\u76f4\u81f3\u5230\u671f\u3002\u56e0\u6b64\uff0c\u5982\u679c\u623f\u4e1c\u62d2\u7edd\u8ba9\u6211\u89e3\u7ea6\uff0c\u53ef\u80fd\u610f\u5473\u7740\u4ed6\u4eec\u5fc5\u987b\u7b49\u5230\u79df\u671f\u7ed3\u675f\uff0c\u9664\u975e\u79df\u7ea6\u4e2d\u6709\u7279\u6b8a\u6761\u6b3e\u5141\u8bb8\u4ed6\u4eec\u4e0d\u7eed\u79df\u3002<\/p>\n<p>\u6587\u4ef6 7 \u548c 8 \u8ba8\u8bba\u4e86\u79df\u8d41\u529e\u516c\u5ba4\u5728\u7eed\u79df\u95ee\u9898\u4e0a\u7684\u5201\u96be\u3002\u6587\u4ef6\u63d0\u5230\uff0c\u623f\u4e1c\u53ef\u80fd\u56e0\u4e3a\u5dee\u8bc4\u6216\u5176\u4ed6\u539f\u56e0\u4e0d\u613f\u7eed\u79df\uff0c\u4f46\u4ece\u6cd5\u5f8b\u4e0a\u8bb2\uff0c\u623f\u4e1c\u53ef\u4ee5\u9009\u62e9\u4e0d\u7eed\u79df\u3002\u8fd9\u8bf4\u660e\u623f\u4e1c\u6709\u4e00\u5b9a\u7684\u6743\u529b\uff0c\u4f46\u9664\u975e\u6709\u7279\u5b9a\u7406\u7531\uff0c\u5426\u5219\u4ed6\u4eec\u53ef\u80fd\u6ca1\u6709\u6cd5\u5f8b\u4e49\u52a1\u8ba9\u6211\u63d0\u524d\u89e3\u7ea6\u3002<\/p>\n<p>\u6587\u4ef6 9 \u8ba8\u8bba\u4e86\u642c\u79bb\u524d\u9700\u8981\u63d0\u4f9b 30 \u5929\u901a\u77e5\u7684\u8981\u6c42\u3002\u5373\u4f7f\u6211\u642c\u5165\u65f6\u6ca1\u6709\u7b7e\u7f72\u4efb\u4f55\u534f\u8bae\uff0c\u623f\u4e1c\u53ef\u80fd\u4ecd\u7136\u8981\u6c42\u901a\u77e5\u3002\u56e0\u6b64\uff0c\u5982\u679c\u6211\u4e0d\u63d0\u524d\u901a\u77e5\u5c31\u642c\u8d70\uff0c\u53ef\u80fd\u4f1a\u9762\u4e34\u7f5a\u6b3e\u6216\u9700\u8981\u652f\u4ed8\u5269\u4f59\u79df\u671f\u7684\u623f\u79df\u3002<\/p>\n<p>\u6700\u540e\uff0c\u6587\u4ef6 10 \u8bb2\u7684\u662f\u5408\u79df\u7684\u5ba4\u53cb\u642c\u8d70\u540e\uff0c\u79df\u5ba2\u9700\u8981\u627f\u62c5\u5168\u90e8\u623f\u79df\u7684\u60c5\u51b5\u3002\u7b54\u6848\u5efa\u8bae\u901a\u8fc7\u8f6c\u79df\u6765\u5206\u644a\u79df\u91d1\u3002\u5982\u679c\u6211\u8981\u642c\u8d70\uff0c\u4e5f\u8bb8\u53ef\u4ee5\u5c1d\u8bd5\u8f6c\u79df\u6211\u7684\u79df\u7ea6\u90e8\u5206\uff0c\u4f46\u8fd9\u53d6\u51b3\u4e8e\u79df\u7ea6\u7684\u89c4\u5b9a\u3002<\/p>\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u6211\u9700\u8981\u68c0\u67e5\u6211\u7684\u79df\u7ea6\u662f\u5426\u6709\u5173\u4e8e\u63d0\u524d\u7ec8\u6b62\u7684\u6761\u6b3e\u3002\u5982\u679c\u6ca1\u6709\uff0c\u6211\u53ef\u80fd\u9700\u8981\u652f\u4ed8\u7f5a\u6b3e\uff0c\u9664\u975e\u623f\u4e1c\u540c\u610f\u3002\u5982\u679c\u6211\u6709\u6b63\u5f53\u7406\u7531\uff0c\u6bd4\u5982\u642c\u5bb6\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u4e0e\u623f\u4e1c\u534f\u5546\u3002\u5982\u679c\u53ef\u4ee5\u8f6c\u79df\uff0c\u90a3\u53ef\u80fd\u662f\u4e00\u4e2a\u89e3\u51b3\u529e\u6cd5\uff0c\u4f46\u6211\u9700\u8981\u786e\u8ba4\u79df\u7ea6\u662f\u5426\u5141\u8bb8\u3002\u6211\u4e5f\u5e94\u8be5\u8003\u8651\u662f\u5426\u80fd\u7b49\u5230\u79df\u7ea6\u81ea\u7136\u7ed3\u675f\uff0c\u5982\u679c\u627e\u4e0d\u5230\u5176\u4ed6\u65b9\u5f0f\u3002<\/p><\/blockquote>\n<\/details>\n<details>\n<summary>\u67e5\u770b DeepSeek R1 \u7684\u56de\u590d<\/summary>\n<blockquote><p>\u57fa\u4e8e\u5bf9\u63d0\u4f9b\u7684\u6587\u4ef6\u5206\u6790\uff0c\u4ee5\u4e0b\u662f\u5f53\u623f\u4e1c\u62d2\u7edd\u5141\u8bb8\u63d0\u524d\u89e3\u7ea6\u65f6\uff0c\u7ec8\u6b62\u79df\u7ea6\u7684\u7ed3\u6784\u5316\u65b9\u6cd5\uff1a<\/p>\n<p>1. \u5ba1\u67e5\u79df\u8d41\u534f\u8bae<br \/>\n\u63d0\u524d\u7ec8\u6b62\u6761\u6b3e\uff1a\u68c0\u67e5\u60a8\u7684\u79df\u8d41\u534f\u8bae\u662f\u5426\u6709\u5173\u4e8e\u63d0\u524d\u7ec8\u6b62\u7684\u6761\u6b3e\u3002\u5982\u679c\u5b58\u5728\u6b64\u7c7b\u6761\u6b3e\uff0c\u60a8\u53ef\u80fd\u5728\u6cd5\u5f8b\u4e0a\u9700\u8981\u652f\u4ed8\u7f5a\u6b3e\u6216\u63d0\u524d\u901a\u77e5\u623f\u4e1c\u624d\u80fd\u7ec8\u6b62\u79df\u7ea6 [1]\u3002<br \/>\n\u8f6c\u79df\u6216\u8f6c\u8ba9\uff1a\u786e\u5b9a\u60a8\u7684\u79df\u8d41\u534f\u8bae\u662f\u5426\u5141\u8bb8\u8f6c\u79df\u6216\u5c06\u79df\u7ea6\u8f6c\u8ba9\u7ed9\u4ed6\u4eba\u3002\u8fd9\u53ef\u80fd\u5e2e\u52a9\u60a8\u907f\u514d\u7f5a\u6b3e\u6216\u6cd5\u5f8b\u8bc9\u8bbc [2]\u3002<br \/>\n2. \u4e86\u89e3\u623f\u4e1c\u7684\u914c\u60c5\u6743<br \/>\n\u914c\u60c5\u7eed\u79df\uff1a\u623f\u4e1c\u53ef\u80fd\u6709\u6743\u62d2\u7edd\u7eed\u79df\uff0c\u7279\u522b\u662f\u5728\u60a8\u7684\u79df\u7ea6\u4e2d\u6ca1\u6709\u660e\u786e\u5141\u8bb8\u63d0\u524d\u7ec8\u6b62\u7684\u6761\u6b3e\u7684\u60c5\u51b5\u4e0b\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u9075\u5b88\u79df\u7ea6\uff0c\u76f4\u5230\u79df\u671f\u7ed3\u675f [6][8]\u3002<br \/>\n3. \u8003\u8651\u8d22\u52a1\u540e\u679c<br \/>\n\u7f5a\u6b3e\uff1a\u5982\u679c\u60a8\u5728\u6ca1\u6709\u623f\u4e1c\u540c\u610f\u7684\u60c5\u51b5\u4e0b\u63d0\u524d\u7ec8\u6b62\u79df\u7ea6\uff0c\u51c6\u5907\u597d\u53ef\u80fd\u4f1a\u9762\u4e34\u8d22\u52a1\u7f5a\u6b3e\u3002\u8fd9\u53ef\u80fd\u5305\u62ec\u989d\u5916\u7684\u79df\u91d1\u652f\u4ed8\u6216\u635f\u574f\u62bc\u91d1 [1][9]\u3002<br \/>\n4. \u63a2\u7d22\u8c08\u5224<br \/>\n\u8c08\u5224\u6761\u6b3e\uff1a\u5982\u679c\u60a8\u6709\u6709\u6548\u7684\u63d0\u524d\u89e3\u7ea6\u7406\u7531\uff0c\u5982\u642c\u8fc1\uff0c\u60a8\u53ef\u4ee5\u4e0e\u623f\u4e1c\u8c08\u5224\uff0c\u4e89\u53d6\u51cf\u8f7b\u7f5a\u6b3e\u6216\u5141\u8bb8\u63d0\u524d\u7ec8\u6b62\u79df\u7ea6 [2]\u3002<br \/>\n5. \u8f6c\u79df\u4f5c\u4e3a\u89e3\u51b3\u65b9\u6848<br \/>\n\u8f6c\u79df\u60a8\u7684\u7a7a\u95f4\uff1a\u5982\u679c\u53ef\u80fd\uff0c\u8003\u8651\u5c06\u79df\u7ea6\u7684\u4e00\u90e8\u5206\u8f6c\u79df\u7ed9\u4ed6\u4eba\uff0c\u4ee5\u5e2e\u52a9\u627f\u62c5\u60a8\u7684\u8d22\u52a1\u8d23\u4efb [10]\u3002<br \/>\n6. \u4e3a\u672a\u6765\u505a\u89c4\u5212<br \/>\n\u7b49\u5230\u79df\u7ea6\u7ed3\u675f\uff1a\u5982\u679c\u63d0\u524d\u89e3\u7ea6\u4e0d\u53ef\u884c\uff0c\u8ba1\u5212\u5f85\u5728\u79df\u7ea6\u5230\u671f\u4e4b\u524d\u3002\u8fd9\u53ef\u4ee5\u907f\u514d\u7f5a\u6b3e\u548c\u6cd5\u5f8b\u95ee\u9898 [6][8]\u3002<br \/>\n\u7ed3\u8bba\uff1a<\/p>\n<p>\u5728\u91c7\u53d6\u4efb\u4f55\u884c\u52a8\u4e4b\u524d\uff0c\u52a1\u5fc5\u4ed4\u7ec6\u5ba1\u67e5\u60a8\u7684\u79df\u8d41\u6761\u6b3e\u3002\u5982\u679c\u4e0d\u5141\u8bb8\u63d0\u524d\u7ec8\u6b62\uff0c\u8003\u8651\u8f6c\u79df\u6216\u7b49\u5f85\u79df\u7ea6\u7ed3\u675f\u3002\u5982\u679c\u53ef\u4ee5\u4e0e\u623f\u4e1c\u8c08\u5224\uff0c\u8fd9\u53ef\u80fd\u662f\u6700\u597d\u7684\u505a\u6cd5\u3002\u59cb\u7ec8\u54a8\u8be2\u6cd5\u5f8b\u4e13\u4e1a\u4eba\u58eb\uff0c\u4ee5\u83b7\u5f97\u9488\u5bf9\u60a8\u5177\u4f53\u60c5\u51b5\u7684\u5efa\u8bae\u3002<\/p><\/blockquote>\n<\/details>\n<h3>\u793a\u4f8b 2: \u5c0f\u989d\u7d22\u8d54\u6cd5\u9662<\/h3>\n<p><strong>\u95ee\u9898:<\/strong>\u00a0<code>\u6211\u6536\u5230\u4e86\u4e00\u5f20\u5173\u4e8e\u4e89\u8bae\u503a\u52a1\u7684\u5c0f\u989d\u7d22\u8d54\u6cd5\u9662\u4f20\u7968\u3002\u6211\u5e94\u8be5\u5982\u4f55\u51c6\u5907\uff1f<\/code><\/p>\n<details>\n<summary>\u67e5\u770b DeepSeek R1 \u7684\u601d\u8003\u8fc7\u7a0b<\/summary>\n<blockquote><p>\u597d\u7684\uff0c\u6211\u521a\u6536\u5230\u4e86\u4e00\u4efd\u5173\u4e8e\u4e89\u8bae\u503a\u52a1\u7684\u5c0f\u989d\u6cd5\u5ead\u4f20\u7968\u3002\u6211\u4e0d\u592a\u786e\u5b9a\u4ece\u54ea\u91cc\u5f00\u59cb\uff0c\u4f46\u6211\u9700\u8981\u5f04\u6e05\u695a\u5982\u4f55\u4e3a\u6b64\u505a\u597d\u51c6\u5907\u3002\u4ece\u641c\u7d22\u7ed3\u679c\u6765\u770b\uff0c\u6709\u51e0\u4e2a\u4eba\u7ecf\u5386\u8fc7\u7c7b\u4f3c\u7684\u60c5\u51b5\uff0c\u4e5f\u8bb8\u6211\u53ef\u4ee5\u4ece\u4ed6\u4eec\u7684\u7ecf\u9a8c\u4e2d\u5b66\u5230\u4e00\u4e9b\u4e1c\u897f\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6211\u53ef\u80fd\u5e94\u8be5\u4e86\u89e3\u503a\u52a1\u7684\u6027\u8d28\u3002\u5728\u6587\u6863 5 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\u4e2d\uff0c\u67d0\u4eba\u5fc5\u987b\u5bf9\u8bc9\u72b6\u4f5c\u51fa\u56de\u5e94\u3002\u5982\u679c\u6211\u4e0d\u8fd9\u4e48\u505a\uff0c\u53ef\u80fd\u4f1a\u88ab\u5224\u9ed8\u8ba4\u5224\u51b3\u3002\u6240\u4ee5\uff0c\u6211\u5fc5\u987b\u6309\u65f6\u56de\u5e94\u5e76\u6e05\u6670\u5730\u9648\u8ff0\u6211\u7684\u8fa9\u62a4\u7406\u7531\u3002<\/p>\n<p>\u63d0\u4ea4\u7b54\u8fa9\u4e66\u662f\u4e0b\u4e00\u6b65\u3002\u6587\u6863 10 \u63d0\u5230\uff0c\u5373\u4f7f\u6709\u63d0\u8bae\uff0c\u6211\u4e5f\u5e94\u8be5\u59cb\u7ec8\u62d2\u7edd\u5e76\u8981\u6c42\u63d0\u4f9b\u8bc1\u636e\u3002\u8fd9\u53ef\u4ee5\u8ba9\u6211\u5728\u540e\u7eed\u8c08\u5224\u4e2d\u62e5\u6709\u66f4\u591a\u7b79\u7801\u3002\u6211\u8981\u5728\u7b54\u8fa9\u4e66\u4e2d\u5217\u51fa\u6240\u6709\u6211\u7684\u89c2\u70b9\u548c\u8bc1\u636e\u3002<\/p>\n<p>\u8003\u8651\u6211\u7684\u8d22\u52a1\u72b6\u51b5\u4e5f\u5f88\u91cd\u8981\u3002\u5728\u6587\u6863 6 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\u4e2d\uff0c\u6b64\u4eba\u6b63\u5728\u642c\u5bb6\u5e76\u4e14\u6709\u5ead\u5ba1\u65e5\u671f\u3002\u54a8\u8be2\u503a\u52a1\u89e3\u51b3\u5f8b\u5e08\u53ef\u80fd\u6709\u5e2e\u52a9\uff0c\u5c24\u5176\u662f\u5f53\u6211\u6709\u5176\u4ed6\u503a\u52a1\u6216\u590d\u6742\u60c5\u51b5\u65f6\u3002<\/p>\n<p>\u6700\u540e\uff0c\u6211\u5e94\u8be5\u4e3a\u5ead\u5ba1\u505a\u597d\u51c6\u5907\u3002\u51c6\u65f6\u5230\u573a\u3001\u7a7f\u7740\u5f97\u4f53\u5e76\u51c6\u5907\u597d\u6240\u6709\u6587\u4ef6\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u5728\u6587\u6863 7 \u4e2d\uff0c\u6b64\u4eba\u901a\u8fc7\u5145\u5206\u51c6\u5907\u8bc1\u636e\u8d62\u5f97\u4e86\u6848\u4ef6\uff0c\u6240\u4ee5\u6211\u5e94\u8be5\u6548\u4eff\u3002<\/p>\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u6211\u9700\u8981\uff1a\u9a8c\u8bc1\u503a\u52a1\u3001\u51c6\u5907\u8bc1\u636e\u3001\u4e86\u89e3\u6cd5\u5ead\u7a0b\u5e8f\u3001\u6b63\u786e\u56de\u5e94\u4f20\u7968\u3001\u53ef\u80fd\u54a8\u8be2\u5f8b\u5e08\uff0c\u5e76\u4e3a\u5ead\u5ba1\u505a\u597d\u7ec4\u7ec7\u51c6\u5907\u3002\u5f15\u7528\u76f8\u5173\u6587\u6863\u5c06\u6709\u52a9\u4e8e\u6211\u652f\u6301\u6211\u7684\u51b3\u7b56\u3002<\/p><\/blockquote>\n<\/details>\n<details>\n<summary>\u67e5\u770b DeepSeek R1 \u7684\u56de\u590d<\/summary>\n<blockquote><p>\u6839\u636e\u63d0\u4f9b\u7684\u6cd5\u5f8b\u6587\u4ef6\u5206\u6790\uff0c\u4ee5\u4e0b\u662f\u4e3a\u51c6\u5907\u6709\u5173\u4e89\u8bae\u503a\u52a1\u7684\u5c0f\u989d\u6cd5\u5ead\u4f20\u7968\u7684\u7ed3\u6784\u5316\u548c\u7ec4\u7ec7\u5316\u8ba1\u5212\uff1a<\/p>\n<p>\u6838\u5b9e\u503a\u52a1<br \/>\n\u68c0\u67e5\u503a\u6743\u4eba\u7684\u8bc1\u660e\uff1a\u9996\u5148\u5ba1\u67e5\u503a\u6743\u4eba\u63d0\u4f9b\u7684\u4efb\u4f55\u6587\u4ef6\uff0c\u4ee5\u786e\u8ba4\u503a\u52a1\u7684\u6709\u6548\u6027\u548c\u7ec6\u8282\u3002\u5229\u7528\u8fd9\u4e9b\u4fe1\u606f\u4e0e\u60a8\u81ea\u5df1\u7684\u8bb0\u5f55\u6216\u4efb\u4f55\u5148\u524d\u7684\u901a\u8baf\u8fdb\u884c\u4ea4\u53c9\u6838\u5bf9\u3002<br \/>\n\u8bf7\u6c42\u6587\u4ef6\uff1a\u8054\u7cfb\u503a\u6743\u4eba\u8bf7\u6c42\u503a\u52a1\u7684\u6b63\u5f0f\u8bc1\u660e\uff0c\u5982\u6cd5\u9662\u5224\u51b3\u6587\u4ef6\u6216\u548c\u89e3\u534f\u8bae\u3002\u6839\u636e\u6587\u4ef6 10 \u7684\u5efa\u8bae\uff0c\u8fd9\u4e00\u6b65\u5bf9\u4e8e\u8d28\u7591\u503a\u52a1\u7684\u53ef\u4fe1\u5ea6\u81f3\u5173\u91cd\u8981\u3002<br \/>\n\u51c6\u5907\u60a8\u7684\u6848\u4ef6<br \/>\n\u6536\u96c6\u8bc1\u636e\uff1a\u6536\u96c6\u6240\u6709\u76f8\u5173\u7684\u8bc1\u636e\uff0c\u5982\u652f\u4ed8\u6536\u636e\u3001\u503a\u6743\u4eba\u8868\u793a\u548c\u89e3\u7684\u4fe1\u4ef6\u6216\u4fdd\u9669\u6587\u4ef6\uff0c\u6b63\u5982\u6587\u4ef6 2 \u548c\u6587\u4ef6 8 \u4e2d\u6240\u63d0\u5230\u7684\u3002<br \/>\n\u7ec4\u7ec7\u548c\u5448\u73b0\u8bc1\u636e\uff1a\u786e\u4fdd\u6240\u6709\u8bc1\u636e\u5df2\u7ec4\u7ec7\u597d\u5e76\u51c6\u5907\u5728\u6cd5\u5ead\u4e0a\u5448\u73b0\uff0c\u9075\u5faa\u6587\u4ef6 1 \u4e2d\u7684\u5efa\u8bae\u3002\u5982\u679c\u9700\u8981\uff0c\u8003\u8651\u5305\u62ec\u8bc1\u4eba\u9648\u8ff0\uff0c\u4f8b\u5982\u66fe\u5728\u652f\u4ed8\u5c1d\u8bd5\u671f\u95f4\u5728\u573a\u7684\u670b\u53cb\u6216\u6709\u5173\u7269\u4e1a\u72b6\u51b5\u7684\u524d\u79df\u6237\u3002<br \/>\n\u4e86\u89e3\u6cd5\u5ead\u7a0b\u5e8f<br \/>\n\u4e3a\u591a\u6b21\u542c\u8bc1\u4f1a\u505a\u597d\u51c6\u5907\uff1a\u5982\u679c\u60a8\u8d62\u5f97\u6848\u4ef6\uff0c\u8981\u610f\u8bc6\u5230\u53ef\u80fd\u4f1a\u6709\u4e0a\u8bc9\u7a0b\u5e8f\uff0c\u5982\u6587\u4ef6 7 \u6240\u8ff0\u3002\u5982\u679c\u6709\u5fc5\u8981\uff0c\u8bf7\u51c6\u5907\u518d\u6b21\u9648\u8ff0\u60a8\u7684\u6848\u4ef6\u3002<br \/>\n\u719f\u6089\u6cd5\u5ead\u7a0b\u5e8f\uff1a\u4e86\u89e3\u5c0f\u989d\u6cd5\u5ead\u7684\u57fa\u672c\u60c5\u51b5\uff0c\u5305\u62ec\u542c\u8bc1\u4f1a\u7684\u7ed3\u6784\u548c\u6cd5\u5b98\u7684\u89d2\u8272\u3002<br \/>\n\u56de\u5e94\u4f20\u7968\u548c\u8d77\u8bc9\u72b6<br \/>\n\u63d0\u4ea4\u7b54\u8fa9\u4e66\uff1a\u786e\u4fdd\u53ca\u65f6\u56de\u5e94\u4f20\u7968\uff0c\u4ee5\u907f\u514d\u7f3a\u5e2d\u5224\u51b3\u3002\u5728\u60a8\u7684\u7b54\u8fa9\u4e66\u4e2d\u6e05\u695a\u5730\u9648\u8ff0\u60a8\u7684\u8fa9\u62a4\u7406\u7531\uff0c\u5e76\u8bf7\u6c42\u503a\u52a1\u7684\u8bc1\u660e\uff0c\u5982\u6587\u4ef6 10 \u6240\u5efa\u8bae\u3002<br \/>\n\u5426\u8ba4\u8d77\u8bc9\u72b6\uff1a\u59cb\u7ec8\u5426\u8ba4\u8d77\u8bc9\u72b6\uff0c\u4ee5\u4fbf\u5229\u7528\u8c08\u5224\u673a\u4f1a\uff0c\u5982\u6587\u4ef6 10 \u4e2d\u63d0\u5230\u7684\u3002<br \/>\n\u8003\u8651\u8d22\u52a1\u72b6\u51b5<br \/>\n\u6c9f\u901a\u8d22\u52a1\u72b6\u51b5\uff1a\u5982\u679c\u60a8\u65e0\u6cd5\u507f\u8fd8\u503a\u52a1\uff0c\u5c55\u793a\u60a8\u7684\u8d22\u52a1\u72b6\u51b5\u5e76\u63d0\u4f9b\u5206\u671f\u4ed8\u6b3e\u8ba1\u5212\uff0c\u6b63\u5982\u6587\u4ef6 5 \u4e2d\u6240\u6982\u8ff0\u7684\u90a3\u6837\u3002\u8868\u660e\u60a8\u5df2\u505a\u51fa\u5408\u7406\u7684\u52aa\u529b\u6765\u89e3\u51b3\u503a\u52a1\u95ee\u9898\u3002<br \/>\n\u5fc5\u8981\u65f6\u54a8\u8be2\u5f8b\u5e08<br \/>\n\u5bfb\u6c42\u6cd5\u5f8b\u5efa\u8bae\uff1a\u5982\u679c\u60c5\u51b5\u590d\u6742\u6216\u60a8\u4e0d\u786e\u5b9a\u81ea\u5df1\u7684\u6cd5\u5f8b\u5730\u4f4d\uff0c\u8bf7\u54a8\u8be2\u503a\u52a1\u548c\u89e3\u5f8b\u5e08\uff0c\u5c24\u5176\u662f\u5f53\u6d89\u53ca\u5176\u4ed6\u503a\u52a1\u6216\u590d\u6742\u56e0\u7d20\u65f6\uff0c\u5982\u6587\u4ef6 3 \u4e2d\u7684\u5efa\u8bae\u3002<br \/>\n\u4e3a\u6cd5\u5ead\u542c\u8bc1\u505a\u51c6\u5907<br \/>\n\u51c6\u65f6\u5230\u573a\u5e76\u505a\u597d\u51c6\u5907\uff1a\u63d0\u524d\u5230\u8fbe\uff0c\u7a7f\u7740\u5f97\u4f53\uff0c\u643a\u5e26\u6240\u6709\u5fc5\u8981\u7684\u6587\u4ef6\u3002\u53c2\u8003\u6587\u4ef6 7 \u4e2d\u7684\u793a\u4f8b\uff0c\u5145\u5206\u51c6\u5907\u7684\u6848\u4ef6\u53d6\u5f97\u4e86\u6210\u529f\u7684\u7ed3\u679c\u3002<br \/>\n\u8003\u8651\u989d\u5916\u6b65\u9aa4<br \/>\n\u901a\u77e5\u5ba4\u53cb\u6216\u8bc1\u4eba\uff1a\u5982\u679c\u503a\u52a1\u6d89\u53ca\u5171\u4eab\u8d22\u4ea7\uff0c\u8003\u8651\u901a\u77e5\u4efb\u4f55\u53ef\u4ee5\u63d0\u4f9b\u652f\u6301\u7684\u8bc1\u4eba\u6216\u5ba4\u53cb\uff0c\u5982\u6587\u4ef6 4 \u4e2d\u63d0\u5230\u7684\u90a3\u6837\u3002<\/p>\n<p>\u901a\u8fc7\u9075\u5faa\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u60a8\u53ef\u4ee5\u81ea\u4fe1\u5730\u5e94\u5bf9\u5c0f\u989d\u6cd5\u5ead\u542c\u8bc1\u4f1a\uff0c\u786e\u4fdd\u60a8\u7684\u6848\u4ef6\u5f97\u5230\u6709\u6548\u9648\u8ff0\uff0c\u5e76\u4fdd\u62a4\u60a8\u7684\u6743\u5229\u3002<\/p><\/blockquote>\n<\/details>\n<p>\u4ece\u8fd9\u4e9b\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u89c2\u5bdf\u5230 DeepSeek R1 \u5177\u6709\u5353\u8d8a\u7684\u63a8\u7406\u80fd\u529b\u3002\u5176\u601d\u7ef4\u8fc7\u7a0b\u6e05\u6670\u5730\u5c55\u793a\u4e86\u5982\u4f55\u4ece\u6e90\u6cd5\u5f8b\u6587\u4ef6\u4e2d\u5f97\u51fa\u7ed3\u8bba\uff1a<\/p>\n<ul>\n<li>R1 \u9996\u5148\u6784\u5efa\u4e86\u4e00\u4e2a\u00a0<strong>\u8fde\u8d2f\u7684\u6a21\u578b<\/strong>\u00a0\u6765\u7406\u89e3\u6cd5\u5f8b\u95ee\u9898\uff0c\u8fd9\u4f53\u73b0\u5728\u5176\u8be6\u7ec6\u7684\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff1a<code>\u9996\u5148\uff0c\u6211\u8bb0\u5f97\u5173\u4e8e\u63d0\u524d\u7ec8\u6b62\u7f5a\u6b3e\u7684\u5185\u5bb9\u2026\u2026\u6587\u6863 1 \u63d0\u5230\u2026\u2026<\/code>\u00a0\u8fd9\u79cd\u201c\u5148\u63a8\u7406\u540e\u68c0\u7d22\u201d\u7684\u65b9\u6cd5\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u68c0\u7d22\u4e4b\u524d\u7cfb\u7edf\u5730\u8fde\u63a5\u591a\u4e2a\u6765\u6e90\u7684\u6982\u5ff5\u3002<\/li>\n<li>\u5728\u5904\u7406\u79df\u8d41\u7ec8\u6b62\u6216\u5c0f\u989d\u8bc9\u8bbc\u6cd5\u9662\u7b49\u590d\u6742\u60c5\u5883\u65f6\uff0c\u6211\u4eec\u89c2\u5bdf\u5230 R1\u00a0<strong>\u4e0d\u4f1a\u4ea7\u751f\u5e7b\u89c9<\/strong>\u00a0\uff0c\u800c\u662f\u660e\u786e\u5730\u68b3\u7406\u5176\u5bf9\u6bcf\u4e2a\u6587\u6863\u7684\u7406\u89e3\uff08<code>\u7efc\u5408\u6765\u770b\u2026\u2026<\/code>\uff09\u3002<\/li>\n<li>\u6700\u540e\uff0c\u751f\u6210\u5668\u4f1a\u4f7f\u7528\u7cbe\u786e\u7684\u5f15\u7528\u6765\u89e3\u91ca\u5176\u63a8\u7406\u8fc7\u7a0b\uff0c\u5c06\u7ed3\u8bba\u4e0e\u6765\u6e90\u8054\u7cfb\u8d77\u6765\u3002\u8fd9\u786e\u4fdd\u4e86\u4ece\u95ee\u9898\u5230\u63a8\u7406\u518d\u5230\u7b54\u6848\u7684\u6e05\u6670\u94fe\u6761\uff0c\u4fdd\u8bc1\u4e86\u4e25\u8c28\u6027\u548c\u53ef\u8bbf\u95ee\u6027\u3002<\/li>\n<\/ul>\n<p>\u6211\u4eec\u5c1d\u8bd5\u4e86\u5404\u79cd\u6cd5\u5f8b\u67e5\u8be2\uff0c\u53d1\u73b0\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u4ece\u6e90\u6587\u4ef6\u4e2d\u63d0\u53d6\u4fe1\u606f\uff0c\u8fd8\u80fd\u5b66\u4e60\u5e76\u63a8\u7406\u5176\u5185\u5bb9\u3002<\/p>\n<blockquote><p><strong>\u7ed3\u8bba\uff1a<\/strong>\u00a0\u5728\u95ee\u7b54\u548c\u6458\u8981\u4efb\u52a1\u4e2d\uff0c<strong>R1<\/strong>\u00a0\u662f\u9010\u6b65\u6cd5\u5f8b\u63a8\u7406\u7684\u201c\u91d1\u77ff\u201d\u3002\u5c06\u5176\u7528\u4e8e\u751f\u6210\u9636\u6bb5\uff0c\u51e0\u4e4e\u4e0d\u4f1a\u8ba9\u4f60\u5931\u671b\u3002<\/p><\/blockquote>\n<h2>3. \u5de5\u7a0b\u4ecd\u7136\u91cd\u8981<\/h2>\n<h3>\u63d0\u793a\u8bcd\u8bbe\u8ba1<\/h3>\n<p>\u9ad8\u7ea7\u63a8\u7406\u80fd\u529b\u5e76\u4e0d\u4f1a\u6d88\u9664\u5bf9\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u8bcd\u7684\u9700\u6c42\u3002\u6211\u4eec\u53d1\u73b0\uff0c\u5728\u63d0\u793a\u8bcd\u4e2d\u660e\u786e\u6307\u5f15\u5bf9\u4e8e\u4ee5\u4e0b\u65b9\u9762\u81f3\u5173\u91cd\u8981\uff1a<\/p>\n<ul>\n<li>\u4fc3\u4f7f\u00a0<strong>\u6587\u6863\u5f15\u7528<\/strong>\u00a0\u8d2f\u7a7f\u6574\u4e2a\u751f\u6210\u7b54\u6848\u3002<\/li>\n<li><strong>\u9632\u6b62\u5e7b\u89c9<\/strong>\u00a0\uff0c\u91c7\u7528\u201c\u5f15\u7528\u6765\u6e90\u6216\u8bf4\u660e\u4e0d\u77e5\u9053\u201d\u7684\u65b9\u5f0f\u3002<\/li>\n<li><strong>\u5c06\u6700\u7ec8\u7b54\u6848\u7ed3\u6784\u5316\uff0c\u4f7f\u5176\u66f4\u6613\u8bfb<\/strong>\u00a0\u3002<\/li>\n<\/ul>\n<p>\u5728\u5b9e\u9a8c\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4ee5\u4e0b\u63d0\u793a\u8bcd\uff1a<\/p>\n<pre><code>\u4f60\u662f\u4e00\u4e2a\u5e2e\u52a9\u5206\u6790\u6cd5\u5f8b\u6587\u4ef6\u53ca\u76f8\u5173\u5185\u5bb9\u7684 AI \u52a9\u624b\u3002\u5728\u56de\u590d\u65f6\uff0c\u8bf7\u9075\u5faa\u4ee5\u4e0b\u51c6\u5219\uff1a\r\n- \u5728\u63d0\u4f9b\u7684\u641c\u7d22\u7ed3\u679c\u4e2d\uff0c\u6bcf\u4e2a\u6587\u6863\u7684\u683c\u5f0f\u4e3a [Document X begin]...[Document X end]\uff0c\u5176\u4e2d X \u8868\u793a\u6587\u6863\u7684\u7f16\u53f7\u3002\r\n- \u4f7f\u7528 [citation:X] \u5f62\u5f0f\u7684\u5f15\u7528\u683c\u5f0f\uff0c\u5176\u4e2d X \u662f\u6587\u6863\u7f16\u53f7\uff0c\u5e76\u5c06\u5f15\u7528\u653e\u5728\u76f8\u5173\u4fe1\u606f\u4e4b\u540e\u3002\r\n- \u5728\u6574\u4e2a\u56de\u7b54\u4e2d\u52a0\u5165\u5f15\u7528\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7ed3\u5c3e\u5904\u3002\r\n- \u5982\u679c\u4fe1\u606f\u6765\u81ea\u591a\u4e2a\u6587\u6863\uff0c\u8bf7\u4f7f\u7528\u591a\u4e2a\u5f15\u7528\uff0c\u4f8b\u5982 [citation:1][citation:2]\u3002\r\n- \u4e0d\u662f\u6240\u6709\u641c\u7d22\u7ed3\u679c\u90fd\u76f8\u5173\u2014\u2014\u8bf7\u8bc4\u4f30\u5e76\u4ec5\u4f7f\u7528\u76f8\u5173\u4fe1\u606f\u3002\r\n- \u5bf9\u4e8e\u8f83\u957f\u7684\u56de\u7b54\uff0c\u8bf7\u5c06\u5185\u5bb9\u7ed3\u6784\u5316\uff0c\u4ee5\u6bb5\u843d\u6216\u90e8\u5206\u7684\u5f62\u5f0f\u5448\u73b0\uff0c\u4ee5\u63d0\u9ad8\u53ef\u8bfb\u6027\u3002\r\n- \u5982\u679c\u5728\u63d0\u4f9b\u7684\u6587\u6863\u4e2d\u627e\u4e0d\u5230\u7b54\u6848\uff0c\u8bf7\u76f4\u63a5\u8bf4\u660e\uff0c\u800c\u4e0d\u8981\u7f16\u9020\u4fe1\u606f\u3002\r\n- \u4e00\u4e9b\u6587\u6863\u53ef\u80fd\u662f\u975e\u6b63\u5f0f\u8ba8\u8bba\u6216 Reddit \u5e16\u5b50\u2014\u2014\u8bf7\u6839\u636e\u5185\u5bb9\u8c03\u6574\u89e3\u8bfb\u65b9\u5f0f\u3002\r\n- \u8ba9\u56de\u7b54\u5c3d\u53ef\u80fd\u591a\u5730\u5305\u542b\u5f15\u7528\u3002\r\n\u9996\u5148\uff0c\u5728 &lt;think&gt; \u6807\u7b7e\u4e2d\u89e3\u91ca\u4f60\u7684\u601d\u7ef4\u8fc7\u7a0b\u3002\r\n\u7136\u540e\uff0c\u5728\u601d\u7ef4\u8fc7\u7a0b\u4e4b\u540e\u63d0\u4f9b\u6700\u7ec8\u7b54\u6848\u3002\r\n<\/code><\/pre>\n<h3>\u6587\u6863\u5206\u5757<\/h3>\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u53d1\u73b0\u00a0<strong>\u6709\u6548\u7684\u6587\u6863\u5206\u5757\u5bf9\u4e8e\u51c6\u786e\u7684\u6587\u6863\u68c0\u7d22\u81f3\u5173\u91cd\u8981<\/strong>\u3002\u5bf9\u6587\u6863\u8fdb\u884c\u5206\u5757\u6709\u52a9\u4e8e\u4f7f\u6bcf\u4e2a\u5d4c\u5165\u66f4\u7cbe\u786e\u5730\u8868\u793a\u7279\u5b9a\u4e3b\u9898\uff0c\u5e76\u51cf\u5c11\u6bcf\u6b21\u5d4c\u5165\u751f\u6210\u6240\u9700\u7684 <a href=\"https:\/\/www.kdjingpai.com\/en\/tokenization\/\">Token<\/a> \u6570\u91cf\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u57fa\u4e8e\u53e5\u5b50\u7684\u5206\u5272\uff08\u901a\u8fc7 NLTK\uff09\u6765\u5bf9\u6587\u6863\u8fdb\u884c\u5206\u5757\u3002\u540c\u65f6\uff0c\u6bcf\u4e2a\u5206\u5757\u7684\u5f00\u5934\u548c\u7ed3\u5c3e\u90fd\u4f1a\u5305\u542b\u4e0e\u76f8\u90bb\u5206\u5757\u91cd\u53e0\u7684\u5185\u5bb9\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u90e8\u5206\u5f15\u7528\uff0c\u800c\u4e0d\u4f1a\u4e22\u5931\u6574\u4f53\u8bed\u5883\u3002\u4ee5\u4e0b\u662f\u7528\u4e8e\u6587\u6863\u5206\u5757\u7684\u4ee3\u7801\uff1a<\/p>\n<pre><code>def chunk_document(document, chunk_size=2048, overlap=512):\r\n\"\"\"\u4f7f\u7528\u57fa\u4e8e\u53e5\u5b50\u7684\u5206\u5272\u65b9\u6cd5\u5c06\u6587\u6863\u62c6\u5206\u4e3a\u91cd\u53e0\u7684\u5757\u3002\"\"\"\r\ntext = document['text']\r\nchunks = []\r\n# \u5148\u6309\u53e5\u5b50\u5206\u5272\r\nsentences = nltk.sent_tokenize(text)\r\ncurrent_chunk = []\r\ncurrent_length = 0\r\nfor sentence in sentences:\r\nsentence_len = len(sentence)\r\n# \u5982\u679c\u52a0\u5165\u6b64\u53e5\u5b50\u540e\u4f1a\u8d85\u51fa\u5757\u5927\u5c0f\uff0c\u5219\u4fdd\u5b58\u5f53\u524d\u5757\r\nif current_length + sentence_len &gt; chunk_size and current_chunk:\r\nchunk_text = ' '.join(current_chunk)\r\nchunks.append({\r\n'id': document['id'],\r\n'name': document['name'],\r\n'content': document['text'],\r\n'chunk_start': len(' '.join(current_chunk[:-(2 if overlap &gt; 0 else 0)])) if overlap &gt; 0 else 0,\r\n# \u5176\u4ed6\u5143\u6570\u636e\u5b57\u6bb5...\r\n})\r\n# \u4fdd\u7559\u6700\u540e\u51e0\u53e5\u8bdd\u4f5c\u4e3a\u91cd\u53e0\u90e8\u5206\r\noverlap_text = ' '.join(current_chunk[-2:])  # \u4fdd\u7559\u6700\u540e 2 \u53e5\r\ncurrent_chunk = [overlap_text] if overlap &gt; 0 else []\r\ncurrent_length = len(overlap_text) if overlap &gt; 0 else 0\r\ncurrent_chunk.append(sentence)\r\ncurrent_length += sentence_len + 1  # +1 \u4ee3\u8868\u7a7a\u683c\r\n<\/code><\/pre>\n<p><strong>\u8981\u70b9\u603b\u7ed3\uff1a<\/strong><\/p>\n<ol>\n<li>\u4f7f\u7528 NLTK \u8fdb\u884c\u57fa\u4e8e\u53e5\u5b50\u7684 Token \u5206\u5272\uff0c\u800c\u975e\u57fa\u4e8e\u5b57\u7b26\u7684\u5206\u5272\u3002<\/li>\n<li>\u901a\u8fc7\u5728\u5757\u4e4b\u95f4\u4fdd\u7559\u91cd\u53e0\u53e5\u5b50\u6765\u4fdd\u6301\u6587\u6863\u4e0a\u4e0b\u6587\u3002<\/li>\n<\/ol>\n<h2>4. vLLM \u9ad8\u6548\u4e14\u5feb\u901f<\/h2>\n<p>\u7531\u4e8e\u6cd5\u5f8b\u6587\u6863\u6570\u636e\u91cf\u5e9e\u5927\uff0c\u4e3a RAG \u751f\u6210\u5d4c\u5165\u53ef\u80fd\u9700\u8981\u8f83\u957f\u65f6\u95f4\u3002<\/p>\n<p>\u6700\u521d\uff0c\u6211\u4eec\u4f7f\u7528\u4e86 HuggingFace \u7684\u00a0<code>sentence_transformer<\/code>\u3002\u6211\u4eec\u5148\u5728 Nvidia L4 GPU \u4e0a\u8fd0\u884c\uff0c\u4f46\u9047\u5230\u4e86\u5e38\u89c1\u7684\u201cCUDA \u5185\u5b58\u4e0d\u8db3\u201d\u9519\u8bef\u3002\u4e4b\u540e\uff0c\u6211\u4eec\u5c1d\u8bd5\u4e86 Nvidia A100\uff0c\u53d1\u73b0\u00a0<code>sentence_transformer<\/code>\u00a0\u9700\u8981 57GB DRAM \u6765\u52a0\u8f7d\u5b8c\u6574\u7684\u00a0<code>Alibaba-NLP\/gte-Qwen2-7B-instruct<\/code>\u00a0\u6a21\u578b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27230\" title=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/a743f01bd2a0424.png\" alt=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-3\" width=\"2000\" height=\"787\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/a743f01bd2a0424.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/a743f01bd2a0424-768x302.png 768w\" sizes=\"auto, (max-width: 2000px) 100vw, 2000px\" \/><\/p>\n<p>\u6211\u4eec\u6539\u7528\u00a0<a href=\"https:\/\/github.com\/vllm-project\/vllm\">vLLM<\/a>\uff0c\u8fd9\u662f\u4e00\u79cd\u9ad8\u541e\u5410\u91cf\u3001\u8282\u7701\u5185\u5b58\u7684 LLM \u63a8\u7406\u4e0e\u670d\u52a1\u5f15\u64ce\u3002<\/p>\n<p>\u4f7f\u7528 vLLM \u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u6807\u51c6 Nvidia L4 GPU\uff08\u7ea6 24GB DRAM\uff09\u4e0a\u8fd0\u884c\u6a21\u578b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cL4 \u7684\u4ef7\u683c\u8fdc\u4f4e\u4e8e A100\uff1a\u5728 GCP \u4e0a\uff0cNvidia L4 \u7ea6 $0.7\/\u5c0f\u65f6\uff0c\u800c Nvidia A100 \u81f3\u5c11 $2.9\/\u5c0f\u65f6\u3002<\/p>\n<p>\u5728 Nvidia A100\uff0880GB DRAM\uff09\u4e0a\u6bd4\u8f83 vLLM \u548c sentence transformer\uff0c\u6211\u4eec\u53d1\u73b0\u00a0<strong>vLLM \u751f\u6210 Qwen2 \u5d4c\u5165\u7684\u901f\u5ea6\u63d0\u9ad8\u4e86 5.5 \u500d<\/strong>\u3002<\/p>\n<p>\u5728\u5904\u7406 10,000 \u4efd\u6cd5\u5f8b\u6587\u6863\uff08\u5171 15,000 \u4e2a\u5206\u5757\uff09\u65f6\uff1a<\/p>\n<ul>\n<li>\u6807\u51c6 sentence <a href=\"https:\/\/www.kdjingpai.com\/en\/transformer\/\">transformer<\/a> \u5904\u7406\u65f6\u95f4\uff1a\u7ea6 5.5 \u5c0f\u65f6<\/li>\n<li>vLLM \u5904\u7406\u65f6\u95f4\uff1a\u7ea6 1 \u5c0f\u65f6<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27229\" title=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/47c626fdc7b7a68.png\" alt=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-4\" width=\"1952\" height=\"940\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/47c626fdc7b7a68.png 1952w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/47c626fdc7b7a68-768x370.png 768w\" sizes=\"auto, (max-width: 1952px) 100vw, 1952px\" \/><\/p>\n<p>\u4ee5\u4e0b\u662f\u7528\u4e8e\u5728 vLLM \u4e0a\u8fd0\u884c\u00a0<code>Alibaba-NLP\/gte-Qwen2-7B-instruct<\/code>\u00a0\u4ee5\u751f\u6210\u5d4c\u5165\u7684 SkyPilot YAML \u914d\u7f6e\uff1a<\/p>\n<pre><code>name: compute-legal-embeddings\r\nresources:\r\n# vLLM \u9700\u8981 ~24GB DRAM GPU\uff0cSentenceTransformer \u9700\u8981 57GB\r\naccelerators: {L4:1, A100:1} \r\nenvs:\r\nSTART_IDX: ${START_IDX}\r\nEND_IDX: ${END_IDX}\r\nfile_mounts:\r\n\/output:\r\nname: my-bucket-for-embedding-output\r\nmode: MOUNT\r\nsetup: |\r\npip install torch==2.5.1 vllm==0.6.6.post\r\n...\r\nenvs: \r\nMODEL_NAME: \"Alibaba-NLP\/gte-Qwen2-7B-instruct\"\r\nrun: |\r\npython -m vllm.entrypoints.openai.api_server \\\r\n--host 0.0.0.0 \\\r\n--model $MODEL_NAME \\\r\n--max-model-len 3072 \\\r\n--task embed &amp;\r\npython scripts\/compute_embeddings.py \\\r\n--start-idx $START_IDX \\\r\n--end-idx $END_IDX \\\r\n--chunk-size 2048 \\\r\n--chunk-overlap 512 \\\r\n--vllm-endpoint http:\/\/localhost:8000\r\n<\/code><\/pre>\n<h2>5. \u4e0d\u8981\u8ba9\u5d4c\u5165\u751f\u6210\u8017\u65f6 100+ \u5c0f\u65f6 \u2014\u2014 \u4f7f\u7528 SkyPilot \u5e76\u884c\u5904\u7406<\/h2>\n<p>\u5728\u5355\u4e2a L4 GPU \u4e0a\u751f\u6210\u6cd5\u5f8b\u6587\u6863\u7684\u5d4c\u5165\u9700\u8981 100 \u5c0f\u65f6\u3002\u6211\u4eec\u53ef\u4ee5\u5229\u7528 Spot \u5b9e\u4f8b\u5927\u5e45\u964d\u4f4e\u65f6\u95f4\u548c\u6210\u672c\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u540d\u79f0<\/th>\n<th>\u539f\u59cb\u65f6\u95f4<\/th>\n<th>100 \u4e2a Spot \u5b9e\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u65f6\u95f4<\/td>\n<td>100 \u5c0f\u65f6<\/td>\n<td><strong>1 \u5c0f\u65f6\uff08100 \u500d\u52a0\u901f\uff09<\/strong><\/td>\n<\/tr>\n<tr>\n<td>\u6210\u672c<\/td>\n<td>$70.1 |\u00a0<strong>$28.2\uff082.4 \u500d\u8282\u7701\uff09<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27231\" title=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/dc7161be3dbf225.png\" alt=\"DeepSeek R1 \u5728 RAG \u4e2d\u7684\u5e94\u7528\uff1a\u5b9e\u8df5\u7ecf\u9a8c\u603b\u7ed3-5\" width=\"2802\" height=\"1518\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/dc7161be3dbf225.png 2802w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/dc7161be3dbf225-768x416.png 768w\" sizes=\"auto, (max-width: 2802px) 100vw, 2802px\" \/><\/p>\n<p><strong>\u7ed3\u679c\uff1a<\/strong>\u00a0\u6211\u4eec\u4e0d\u518d\u9700\u8981\u7b49\u5f85\u6570\u5929\u6765\u751f\u6210\u5d4c\u5165\u3002\u6211\u4eec\u7684\u4efb\u52a1\u53ef\u4ee5\u52a8\u6001\u6269\u5c55\uff0c\u4ece\u539f\u578b\u8fc5\u901f\u8f6c\u5411\u751f\u4ea7\uff0c\u5373\u4f7f\u9762\u5bf9\u5e9e\u5927\u6570\u636e\u96c6\u3002<\/p>\n<h1>\u7ed3\u8bba<\/h1>\n<p>\u6784\u5efa\u00a0<strong>DeepSeek R1 RAG<\/strong>\u00a0\u8ba9\u6211\u4eec\u5b66\u5230\u4e86\u51e0\u4e2a\u5173\u952e\u70b9\uff1a<\/p>\n<ol>\n<li>\u5229\u7528\u4e13\u95e8\u7684\u5d4c\u5165\u6a21\u578b\uff08\u5982 Qwen2\uff09\u63d0\u5347\u68c0\u7d22\u80fd\u529b\u3002<\/li>\n<li>\u5728\u751f\u6210\u9636\u6bb5\u5229\u7528 R1 \u7684\u63a8\u7406\u80fd\u529b\u5904\u7406\u590d\u6742\u6cd5\u5f8b\u67e5\u8be2\u3002<\/li>\n<li>\uff08\u63d0\u793a\u8bcd\uff09\u5de5\u7a0b\u4ecd\u7136\u662f\u63a7\u5236\u5f15\u7528\u548c\u7ed3\u6784\u5316\u5185\u5bb9\u7684\u5173\u952e\u3002<\/li>\n<li>\u4f7f\u7528 vLLM \u63d0\u5347\u63a8\u7406\u6548\u7387\uff0c\u5b9e\u73b0\u663e\u8457\u52a0\u901f\u3002<\/li>\n<li>\u5728\u4e91\u7aef\u548c\u81ea\u6709\u57fa\u7840\u8bbe\u65bd\u4e0a\u6269\u5c55 AI \u8ba1\u7b97\uff0c\u7f29\u77ed\u8ba1\u7b97\u65f6\u95f4\u5e76\u964d\u4f4e\u6210\u672c\u3002<\/li>\n<\/ol>\n<h2>\u60f3\u4e86\u89e3\u66f4\u591a\uff1f<\/h2>\n<ul>\n<li>RAG \u6784\u5efa\u6307\u5357\uff1a<a href=\"https:\/\/github.com\/skypilot-org\/skypilot\/tree\/master\/llm\/rag\">GitHub Repo<\/a><\/li>\n<li>\u4f7f\u7528 SkyPilot \u6269\u5c55 AI \u4efb\u52a1\uff1a<a href=\"https:\/\/docs.skypilot.co\/en\/latest\/running-jobs\/many-jobs.html\">SkyPilot Docs<\/a><\/li>\n<\/ul>\n<blockquote><p><strong>\u6ce8\u610f\uff1a<\/strong>\u00a0\u8be5 RAG \u7cfb\u7edf\u662f\u6cd5\u5f8b\u7814\u7a76\u548c\u5206\u6790\u7684\u5f3a\u5927\u5de5\u5177\uff0c\u4f46\u4e0d\u80fd\u66ff\u4ee3\u5408\u683c\u7684\u6cd5\u5f8b\u4e13\u4e1a\u4eba\u58eb\u3002\u5176\u8f93\u51fa\u4e0d\u5e94\u88ab\u89c6\u4e3a\u6cd5\u5f8b\u5efa\u8bae\u3002<\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>DeepSeek R1 \u5728\u9996\u6b21\u53d1\u5e03\u65f6\u5c31\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u3002\u5728\u8fd9\u7bc7\u535a\u5ba2\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u8be6\u7ec6\u5206\u4eab\u4e86\u4f7f\u7528 DeepSeek R1 \u6784\u5efa\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff0cRAG\uff09\u7cfb\u7edf\u7684\u7ecf\u9a8c\uff0c\u4e13\u95e8\u9488\u5bf9\u6cd5\u5f8b\u6587\u6863&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61942,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,34],"tags":[],"class_list":["post-27226","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/27226","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=27226"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/27226\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61942"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=27226"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=27226"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=27226"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}