{"id":15460,"date":"2026-06-10T06:54:59","date_gmt":"2026-06-09T22:54:59","guid":{"rendered":"https:\/\/ab123.xyz\/?p=15460"},"modified":"2026-06-10T06:54:59","modified_gmt":"2026-06-09T22:54:59","slug":"deepseek-r1-%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%e6%8c%87%e5%8d%97%ef%bc%9a%e4%bb%8e%e9%9b%b6%e5%bc%80%e5%a7%8b%e9%ab%98%e6%95%88%e9%83%a8%e7%bd%b2","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=15460","title":{"rendered":"DeepSeek-R1 \u63a8\u7406\u6a21\u578b\u90e8\u7f72\u6307\u5357\uff1a\u4ece\u96f6\u5f00\u59cb\u9ad8\u6548\u90e8\u7f72"},"content":{"rendered":"<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\uff0cDeepSeek-R1 \u4ee5\u5176\u5353\u8d8a\u7684\u6570\u5b66\u3001\u4ee3\u7801\u548c\u903b\u8f91\u63a8\u7406\u80fd\u529b\u6210\u4e3a\u5f00\u53d1\u8005\u5173\u6ce8\u7684\u7126\u70b9\u3002\u672c\u6307\u5357\u5c06\u6df1\u5165\u89e3\u6790 DeepSeek-R1 \u7684\u90e8\u7f72\u6d41\u7a0b\u3001\u6838\u5fc3\u4f18\u52bf\u4e0e\u6700\u4f73\u5b9e\u8df5\uff0c\u5e2e\u52a9\u60a8\u5feb\u901f\u642d\u5efa\u9ad8\u6027\u80fd\u63a8\u7406\u670d\u52a1\u3002\u5982\u9700\u83b7\u53d6\u6a21\u578b\u6743\u91cd\u4e0e\u6700\u65b0\u6587\u6863\uff0c\u8bf7\u8bbf\u95ee <a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a>\u3002<\/p>\n<h2>DeepSeek-R1 \u7684\u6838\u5fc3\u529f\u80fd\u4e0e\u4f18\u52bf<\/h2>\n<p>DeepSeek-R1 \u662f\u4e00\u6b3e\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u5f00\u6e90\u63a8\u7406\u6a21\u578b\uff0c\u5177\u5907\u4ee5\u4e0b\u663e\u8457\u7279\u70b9\uff1a<\/p>\n<ul>\n<li><strong>\u5f3a\u63a8\u7406\u80fd\u529b<\/strong>\uff1a\u5728\u6570\u5b66\u3001\u7f16\u7a0b\u3001\u79d1\u5b66\u63a8\u7406\u7b49\u590d\u6742\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u6210\u7ee9\u8d85\u8d8a\u540c\u7c7b\u6a21\u578b\u3002<\/li>\n<li><strong>\u957f\u4e0a\u4e0b\u6587\u652f\u6301<\/strong>\uff1a\u539f\u751f\u652f\u6301 128K \u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u53ef\u5904\u7406\u957f\u7bc7\u6587\u6863\u4e0e\u591a\u8f6e\u5bf9\u8bdd\u3002<\/li>\n<li><strong>\u5f00\u6e90\u53ef\u63a7<\/strong>\uff1a\u63d0\u4f9b\u5b8c\u6574\u6a21\u578b\u6743\u91cd\u4e0e\u63a8\u7406\u4ee3\u7801\uff0c\u652f\u6301\u672c\u5730\u79c1\u6709\u5316\u90e8\u7f72\uff0c\u4fdd\u969c\u6570\u636e\u5b89\u5168\u3002<\/li>\n<li><strong>\u9ad8\u6548\u63a8\u7406<\/strong>\uff1a\u901a\u8fc7\u7a00\u758f\u6ce8\u610f\u529b\u4e0e\u91cf\u5316\u6280\u672f\uff0c\u5728\u6d88\u8d39\u7ea7 GPU \u4e0a\u5373\u53ef\u5b9e\u73b0\u6d41\u7545\u63a8\u7406\u3002<\/li>\n<\/ul>\n<h2>\u90e8\u7f72\u524d\u7684\u73af\u5883\u51c6\u5907<\/h2>\n<p>\u5728\u5f00\u59cb\u90e8\u7f72\u524d\uff0c\u8bf7\u786e\u4fdd\u6ee1\u8db3\u4ee5\u4e0b\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u8981\u6c42\uff1a<\/p>\n<h3>\u786c\u4ef6\u8981\u6c42<\/h3>\n<ul>\n<li>\u63a8\u8350\u663e\u5b58 \u2265 24GB \u7684 GPU\uff08\u5982 NVIDIA RTX 4090\u3001A100 \u7b49\uff09\uff0c7B \u6a21\u578b\u91cf\u5316\u540e\u4ec5\u9700\u7ea6 6GB \u663e\u5b58\u3002<\/li>\n<li>\u81f3\u5c11 32GB \u7cfb\u7edf\u5185\u5b58\uff0cSSD \u5b58\u50a8\u7a7a\u95f4\u5efa\u8bae 100GB \u4ee5\u4e0a\u3002<\/li>\n<\/ul>\n<h3>\u8f6f\u4ef6\u73af\u5883<\/h3>\n<ul>\n<li>\u64cd\u4f5c\u7cfb\u7edf\uff1aUbuntu 20.04 \u6216\u66f4\u9ad8\u7248\u672c\uff0cWindows 11 \u4ea6\u652f\u6301\u3002<\/li>\n<li>Python 3.9+\uff0cCUDA 12.1+\uff0cPyTorch 2.1+\u3002<\/li>\n<li>\u63a8\u8350\u4f7f\u7528 Docker \u5bb9\u5668\u5316\u90e8\u7f72\uff0c\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\u3002<\/li>\n<\/ul>\n<h2>\u8be6\u7ec6\u90e8\u7f72\u6b65\u9aa4<\/h2>\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528 transformers \u5e93\u5feb\u901f\u90e8\u7f72 DeepSeek-R1 \u7684\u6807\u51c6\u6d41\u7a0b\uff1a<\/p>\n<h3>\u7b2c\u4e00\u6b65\uff1a\u4e0b\u8f7d\u6a21\u578b\u4e0e\u4f9d\u8d56<\/h3>\n<p>\u901a\u8fc7 Hugging Face \u6216\u5b98\u65b9\u7f51\u7ad9\u83b7\u53d6\u6a21\u578b\u6743\u91cd\uff0c\u5e76\u5b89\u88c5\u5fc5\u8981\u4f9d\u8d56\uff1a<\/p>\n<pre>pip install transformers torch accelerate<\/pre>\n<p>\u82e5\u4f7f\u7528 vLLM \u8fdb\u884c\u9ad8\u6027\u80fd\u63a8\u7406\uff0c\u53ef\u989d\u5916\u5b89\u88c5\uff1a<\/p>\n<pre>pip install vllm<\/pre>\n<h3>\u7b2c\u4e8c\u6b65\uff1a\u52a0\u8f7d\u6a21\u578b\u5e76\u8fdb\u884c\u63a8\u7406<\/h3>\n<p>\u4ee5\u4e0b Python \u4ee3\u7801\u5c55\u793a\u6700\u5c0f\u5316\u63a8\u7406\u793a\u4f8b\uff1a<\/p>\n<pre>from transformers import AutoModelForCausalLM, AutoTokenizer\nmodel = AutoModelForCausalLM.from_pretrained(\"deepseek-ai\/DeepSeek-R1-Distill\", device_map=\"auto\")\ntokenizer = AutoTokenizer.from_pretrained(\"deepseek-ai\/DeepSeek-R1-Distill\")\ninput_text = \"\u8bc1\u660e\u8d28\u6570\u6709\u65e0\u7a77\u591a\u4e2a\u3002\"\ninputs = tokenizer(input_text, return_tensors=\"pt\").to(\"cuda\")\noutputs = model.generate(**inputs, max_new_tokens=512)\nprint(tokenizer.decode(outputs[0]))<\/pre>\n<h3>\u7b2c\u4e09\u6b65\uff1a\u4f18\u5316\u63a8\u7406\u6027\u80fd<\/h3>\n<p>\u9488\u5bf9\u751f\u4ea7\u73af\u5883\uff0c\u5efa\u8bae\u91c7\u7528\u4ee5\u4e0b\u4f18\u5316\u624b\u6bb5\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528 <strong>vLLM<\/strong> \u5b9e\u73b0 PagedAttention\uff0c\u663e\u8457\u63d0\u5347\u541e\u5410\u91cf\u3002<\/li>\n<li>\u91c7\u7528 <strong>AWQ \u6216 GPTQ \u91cf\u5316<\/strong>\uff0c\u5c06\u6a21\u578b\u7cbe\u5ea6\u964d\u81f3 4-bit\uff0c\u51cf\u5c11\u663e\u5b58\u5360\u7528\u3002<\/li>\n<li>\u90e8\u7f72\u65f6\u5f00\u542f <strong>FlashAttention-2<\/strong> \u52a0\u901f\u957f\u5e8f\u5217\u63a8\u7406\u3002<\/li>\n<\/ul>\n<h2>\u5e94\u7528\u573a\u666f\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h2>\n<p>DeepSeek-R1 \u9002\u7528\u4e8e\u4ee5\u4e0b\u5178\u578b\u573a\u666f\uff1a<\/p>\n<ul>\n<li><strong>\u4ee3\u7801\u667a\u80fd\u52a9\u624b<\/strong>\uff1a\u81ea\u52a8\u751f\u6210\u3001\u8865\u5168\u548c\u8c03\u8bd5\u4ee3\u7801\uff0c\u63d0\u5347\u5f00\u53d1\u6548\u7387\u3002<\/li>\n<li><strong>\u6570\u5b66\u4e0e\u79d1\u5b66\u89e3\u9898<\/strong>\uff1a\u4e3a\u6559\u80b2\u5e73\u53f0\u63d0\u4f9b\u5206\u6b65\u89e3\u9898\u4e0e\u903b\u8f91\u63a8\u5bfc\u80fd\u529b\u3002<\/li>\n<li><strong>\u6587\u6863\u667a\u80fd\u5206\u6790<\/strong>\uff1a\u7ed3\u5408 RAG \u6280\u672f\uff0c\u5bf9\u4f01\u4e1a\u79c1\u6709\u6587\u6863\u8fdb\u884c\u6df1\u5ea6\u95ee\u7b54\u4e0e\u6458\u8981\u3002<\/li>\n<\/ul>\n<p>\u5efa\u8bae\u5728\u90e8\u7f72\u521d\u671f\u4f7f\u7528\u5b98\u65b9\u63d0\u4f9b\u7684 <a href=\"https:\/\/www.deepseek.com\/\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a> \u4e2d\u7684\u793a\u4f8b\u6570\u636e\u96c6\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5\uff0c\u5e76\u6839\u636e\u5b9e\u9645\u8bf7\u6c42\u91cf\u52a8\u6001\u8c03\u6574\u8d44\u6e90\u5206\u914d\u3002\u901a\u8fc7\u5408\u7406\u7684\u6a21\u578b\u91cf\u5316\u4e0e\u63a8\u7406\u5f15\u64ce\u9009\u62e9\uff0cDeepSeek-R1 \u80fd\u591f\u5728\u4f4e\u6210\u672c\u786c\u4ef6\u4e0a\u5b9e\u73b0\u63a5\u8fd1\u4e13\u4e1a\u7ea7\u7684\u6548\u679c\uff0c\u662f\u5f53\u524d\u5f00\u6e90\u63a8\u7406\u6a21\u578b\u4e2d\u7684\u4f18\u9009\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u5728\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\uff0cDeepSeek-R1 \u4ee5\u5176\u5353\u8d8a\u7684\u6570\u5b66\u3001\u4ee3\u7801\u548c\u903b\u8f91\u63a8\u7406\u80fd\u529b\u6210\u4e3a\u5f00\u53d1\u8005\u5173\u6ce8 [&hellip;]<\/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":[10201,10877,18684,4154,18683],"class_list":["post-15460","post","type-post","status-publish","format-standard","hentry","category-4","tag-ai","tag-deepseek-r1","tag-18684","tag-4154","tag-18683"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/15460","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=15460"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/15460\/revisions"}],"predecessor-version":[{"id":15461,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/15460\/revisions\/15461"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=15460"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=15460"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=15460"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}