{"id":21116,"date":"2025-02-14T22:57:59","date_gmt":"2025-02-14T14:57:59","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21116"},"modified":"2025-02-14T22:57:59","modified_gmt":"2025-02-14T14:57:59","slug":"ruguobendebushude","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/ruguobendebushude\/","title":{"rendered":"\u5982\u679c\u672c\u5730\u90e8\u7f72deepseek\u6a21\u578b,\u6700\u4f4e\u786c\u4ef6\u8981\u6c42\u662f\u4ec0\u4e48?"},"content":{"rendered":"<h3>DeepSeek\u6a21\u578b\u672c\u5730\u90e8\u7f72\u786c\u4ef6\u9700\u6c42\u5206\u6790<\/h3>\n<ol>\n<li>\u6838\u5fc3\u786c\u4ef6\u8981\u7d20\u89e3\u6790<\/li>\n<\/ol>\n<p>\u6a21\u578b\u90e8\u7f72\u7684\u786c\u4ef6\u9700\u6c42\u4e3b\u8981\u53d6\u51b3\u4e8e\u4e09\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n<ul>\n<li><strong>\u53c2\u6570\u91cf\u7ea7<\/strong>\uff1a7B\/67B\u7b49\u4e0d\u540c\u89c4\u6a21\u6a21\u578b\u5bf9\u663e\u5b58\u8981\u6c42\u5dee\u5f02\u6781\u5927\uff0c\u6700\u5927\u7684 <a href=\"https:\/\/www.kdjingpai.com\/deepseek-r1-671b-ben\/\">DeepSeek R1 671B \u672c\u5730\u90e8\u7f72\u6559\u7a0b\uff1a\u57fa\u4e8e Ollama \u548c\u52a8\u6001\u91cf\u5316<\/a><\/li>\n<li><strong>\u63a8\u7406\u6a21\u5f0f<\/strong>\uff1aFP16\/INT8\u91cf\u5316\u53ef\u964d\u4f4e40-60%\u663e\u5b58\u5360\u7528<\/li>\n<li><strong>\u4f7f\u7528\u573a\u666f<\/strong>\uff1a\u5bf9\u8bdd\u5f0f\u63a8\u7406\u4e0e\u6279\u91cf\u63a8\u7406\u7684\u8d44\u6e90\u6d88\u8017\u5dee\u5f02\u53ef\u8fbe5-10\u500d<\/li>\n<\/ul>\n<h4>2. \u5178\u578b\u914d\u7f6e\u793a\u4f8b\uff08\u4ee5FP16\u7cbe\u5ea6\u4e3a\u4f8b\uff09<\/h4>\n<p>\u5bf9\u4e8e\u4e0d\u7406\u89e3FP16\u7684\u53ef\u4ee5\u9605\u8bfb\uff1a<a href=\"https:\/\/www.kdjingpai.com\/moxinglianghuashishencheng\/\">\u6a21\u578b\u91cf\u5316\u662f\u4ec0\u4e48\uff1aFP32, FP16, INT8, INT4 \u6570\u636e\u7c7b\u578b\u8be6\u89e3<\/a>\uff0c\u56e0\u6b64\u76f8\u5bf9\u6709\u5f88\u591a\u66f4\u4f18\u5316\u7684\u7248\u672c\uff0c\u6bd4\u5982\uff1a<a href=\"https:\/\/www.kdjingpai.com\/jinxuyao-14gb-xianbao\/\">\u4ec5\u9700\u8981 14GB \u663e\u5b58\u672c\u5730\u8fd0\u884c DeepSeek-Coder V3\/R1 (Q4_K_M \u91cf\u5316)<\/a><\/p>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u578b\u89c4\u6a21<\/th>\n<th>\u6700\u4f4e\u663e\u5b58\u9700\u6c42<\/th>\n<th>\u63a8\u8350\u663e\u5361<\/th>\n<th>CPU\u66ff\u4ee3\u65b9\u6848<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>7B<\/td>\n<td>14GB<\/td>\n<td>RTX3090<\/td>\n<td>64GB DDR4 + AVX512\u6307\u4ee4\u96c6<\/td>\n<\/tr>\n<tr>\n<td>20B<\/td>\n<td>40GB<\/td>\n<td>A100-40G<\/td>\n<td>\u9700\u5206\u5e03\u5f0f\u63a8\u7406\u6846\u67b6<\/td>\n<\/tr>\n<tr>\n<td>67B<\/td>\n<td>134GB<\/td>\n<td>8\u00d7A100<\/td>\n<td>\u4e0d\u63a8\u8350\u7eafCPU\u65b9\u6848<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote><p>\ud83d\udca1 \u663e\u5b58\u8ba1\u7b97\u516c\u5f0f\uff1a\u53c2\u6570\u91cf \u00d7 2\u5b57\u8282\uff08FP16\uff09 \u00d7 1.2\uff08\u5b89\u5168\u7cfb\u6570\uff09<\/p><\/blockquote>\n<h4>3. \u5173\u952e\u4f18\u5316\u6280\u672f<\/h4>\n<pre><code># \u91cf\u5316\u6280\u672f\u793a\u4f8b\uff08\u4f2a\u4ee3\u7801\uff09\r\nmodel = load_model(\"deepseek-7b\")\r\nquantized_model = apply_quantization(model, precision='int8')  # \u663e\u5b58\u964d\u4f4e40%\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u663e\u5b58\u538b\u7f29\u6280\u672f<\/strong>\uff1a\n<ul>\n<li><strong>vLLM\u6846\u67b6<\/strong>\uff1a\u901a\u8fc7PageAttention\u673a\u5236\u63d0\u534720%\u541e\u5410\u91cf<\/li>\n<li><strong>FlashAttention-2<\/strong>\uff1a\u964d\u4f4e30%\u663e\u5b58\u5360\u7528<\/li>\n<li><strong>AWQ\u91cf\u5316<\/strong>\uff1a\u4fdd\u630197%\u7cbe\u5ea6\u7684\u540c\u65f6\u51cf\u5c1150%\u663e\u5b58<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>4. \u771f\u5b9e\u90e8\u7f72\u6848\u4f8b\u5bf9\u6bd4<\/h4>\n<table>\n<thead>\n<tr>\n<th>\u9879\u76ee<\/th>\n<th>RTX3060(12G)<\/th>\n<th>RTX4090(24G)<\/th>\n<th>A100(80G)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>DeepSeek-7B<\/td>\n<td>\u9700\u91cf\u5316\u90e8\u7f72<\/td>\n<td>\u539f\u751f\u652f\u6301<\/td>\n<td>\u652f\u6301\u591a\u5b9e\u4f8b<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u7406\u901f\u5ea6<\/td>\n<td>8 tokens\/s<\/td>\n<td>24 tokens\/s<\/td>\n<td>50+ tokens\/s<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u5927\u4e0a\u4e0b\u6587<\/td>\n<td>2K <a href=\"https:\/\/www.kdjingpai.com\/pt\/tokenization\/\">tokens<\/a><\/td>\n<td>8K tokens<\/td>\n<td>32K tokens<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>5. \u5b58\u50a8\u4e0e\u7cfb\u7edf\u8981\u6c42<\/h4>\n<ul>\n<li><strong>\u78c1\u76d8\u7a7a\u95f4<\/strong>\uff1a\n<ul>\n<li>\u57fa\u7840\u6a21\u578b\uff1a\u53c2\u6570\u91cf \u00d7 2\uff08\u59827B\u970014GB\uff09<\/li>\n<li>\u5b8c\u6574\u90e8\u7f72\u5305\uff1a\u5efa\u8bae\u9884\u755950GB\u7a7a\u95f4<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u64cd\u4f5c\u7cfb\u7edf<\/strong>\uff1a\n<ul>\n<li>Ubuntu 20.04+\uff08\u63a8\u8350\uff09<\/li>\n<li>Windows\u9700WSL2\u652f\u6301<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8f6f\u4ef6\u4f9d\u8d56<\/strong>\uff1a\n<ul>\n<li>CUDA 11.7+<\/li>\n<li>PyTorch 2.0+<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u63a8\u8350\u9605\u8bfb<\/strong><\/p>\n<p><a href=\"https:\/\/www.kdjingpai.com\/wuxubendegpujiai\/\">\u65e0\u9700\u672c\u5730GPU\u5373\u53ef\u79c1\u6709\u5316\u90e8\u7f72 DeepSeek-R1 32B<\/a><\/p>\n<p><a href=\"https:\/\/www.kdjingpai.com\/bikengzhinantaoan\/\">\u907f\u5751\u6307\u5357\uff1a\u6dd8\u5b9d DeepSeek R1 \u5b89\u88c5\u5305\u4ed8\u8d39\u5012\u5356\uff1f\u514d\u8d39\u6559\u4f60\u672c\u5730\u90e8\u7f72\uff08\u9644\u4e00\u952e\u5b89\u88c5\u5305\uff09<\/a><\/p>\n<blockquote><p><strong>\u5b9e\u8df5\u5efa\u8bae<\/strong>\uff1a\u5bf9\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\uff0cRTX3090+64GB\u5185\u5b58\u914d\u7f6e\u53ef\u6ee1\u8db37B\u6a21\u578b\u6d41\u7545\u8fd0\u884c\u3002\u4f01\u4e1a\u7ea7\u90e8\u7f72\u5efa\u8bae\u91c7\u7528A100\/H100\u96c6\u7fa4\uff0c\u914d\u5408vLLM\u7b49\u4f18\u5316\u6846\u67b6\u5b9e\u73b0\u9ad8\u6548\u63a8\u7406\u3002\u91cf\u5316\u90e8\u7f72\u65f6\u9700\u6ce8\u610f\u7cbe\u5ea6\u635f\u5931\u5bf9\u4e1a\u52a1\u7684\u5f71\u54cd\uff0c\u5efa\u8bae\u8fdb\u884c\u4e25\u683c\u7684\u6d4b\u8bd5\u9a8c\u8bc1\u3002<\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>DeepSeek\u6a21\u578b\u672c\u5730\u90e8\u7f72\u786c\u4ef6\u9700\u6c42\u5206\u6790 \u6838\u5fc3\u786c\u4ef6\u8981\u7d20\u89e3\u6790 \u6a21\u578b\u90e8\u7f72\u7684\u786c\u4ef6\u9700\u6c42\u4e3b\u8981\u53d6\u51b3\u4e8e\u4e09\u4e2a\u7ef4\u5ea6\uff1a \u53c2\u6570\u91cf\u7ea7\uff1a7B\/67B\u7b49\u4e0d\u540c\u89c4\u6a21\u6a21\u578b\u5bf9\u663e\u5b58\u8981\u6c42\u5dee\u5f02\u6781\u5927\uff0c\u6700\u5927\u7684 DeepSeek R1 671B \u672c\u5730\u90e8\u7f72\u6559\u7a0b\uff1a\u57fa\u4e8e Ollama \u548c\u52a8\u6001\u91cf&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[364],"tags":[],"class_list":["post-21116","post","type-post","status-publish","format-standard","hentry","category-aidayi"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/21116","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=21116"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/21116\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=21116"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=21116"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=21116"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}