{"id":101189,"date":"2026-09-06T11:57:00","date_gmt":"2026-09-06T03:57:00","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/101189.html"},"modified":"2026-09-06T11:57:00","modified_gmt":"2026-09-06T03:57:00","slug":"github%e6%af%8f%e6%97%a5%e7%83%ad%e8%af%84%ef%bd%9c2-78-%e4%b8%87%e4%ba%bf%e5%8f%82%e6%95%b0%e5%a6%82%e4%bd%95%e5%9c%a8-8-24-gb-%e5%86%85%e5%ad%98%e4%b8%ad%e8%bf%90%e8%a1%8c%ef%bc%9akimi-k3-in-c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/101189.html","title":{"rendered":"GitHub\u6bcf\u65e5\u70ed\u8bc4\uff5c2.78 \u4e07\u4ebf\u53c2\u6570\u5982\u4f55\u5728 8.24 GB \u5185\u5b58\u4e2d\u8fd0\u884c\uff1akimi-k3-in-c \u7684\u6d41\u5f0f\u63a8\u7406\u5b9e\u8df5"},"content":{"rendered":"<h2>GitHub\u6bcf\u65e5\u70ed\u8bc4&#xff5c;2.78 \u4e07\u4ebf\u53c2\u6570\u5982\u4f55\u5728 8.24 GB \u5185\u5b58\u4e2d\u8fd0\u884c&#xff1a;kimi-k3-in-c \u7684\u6d41\u5f0f\u63a8\u7406\u5b9e\u8df5<\/h2>\n<p>\u672c\u6587\u5206\u6790 FareedKhan-dev\/kimi-k3-in-c \u6307\u5b9a\u4ed3\u5e93\u5feb\u7167 117e9d29bde1\u3002\u6587\u4e2d\u6027\u80fd\u6570\u636e\u6765\u81ea\u9879\u76ee\u4f5c\u8005\u516c\u5f00\u7684 README\u3001\u6587\u6863\u548c\u63a7\u5236\u53f0\u8bb0\u5f55&#xff0c;\u672a\u5728\u672c\u6587\u73af\u5883\u4e2d\u91cd\u65b0\u4e0b\u8f7d 1.56 TB \u6743\u91cd\u5e76\u590d\u8dd1\u63a8\u7406\u3002<br \/>\n\u4f5c\u8005&#xff1a;Valhalla Matrix\u6cbb\u7406\u5b9e\u9a8c\u5ba4<br \/>\n\u8bc4\u6d4b\u65b9\u5f0f&#xff1a;\u8bc1\u636e\u9a71\u52a8\u00b7\u53ea\u8bfb\u9759\u6001\u6e90\u7801\u5ba1\u9605&#xff0c;\u65e0\u8fd0\u884c\u65f6\u6267\u884c&#xff0c;\u7ed3\u8bba\u53ef\u590d\u73b0<br \/>\n\u9762\u5411\u8bfb\u8005&#xff1a;CTO\u3001\u7cfb\u7edf\u5de5\u7a0b\u5e08\u3001\u684c\u9762\u7231\u597d\u8005\u3001\u79c1\u6709\u5316\u5de5\u4f5c\u7ad9\u9009\u578b\u3001\u67b6\u6784\u8bc4\u5ba1\u4eba\u5458<br \/>\n\u9605\u8bfb\u65f6\u957f&#xff1a;12\u5206\u949f<\/p>\n<p>\u201c\u5355 CPU \u8fd0\u884c\u6570\u4e07\u4ebf\u53c2\u6570\u6a21\u578b\u201d\u542c\u8d77\u6765\u5f88\u5bb9\u6613\u8ba9\u4eba\u4ea7\u751f\u8bef\u89e3\u3002<\/p>\n<p>\u901a\u5e38\u6211\u4eec\u4f1a\u628a\u5b83\u7406\u89e3\u6210&#xff1a;<\/p>\n<p>\u628a\u5b8c\u6574\u6a21\u578b\u52a0\u8f7d\u8fdb\u5185\u5b58<br \/>\n    \u2193<br \/>\n\u4f7f\u7528 CPU \u5b8c\u6210\u63a8\u7406<br \/>\n    \u2193<br \/>\n\u83b7\u5f97\u53ef\u4ea4\u4e92\u7684\u751f\u6210\u901f\u5ea6<\/p>\n<p>\u4f46 kimi-k3-in-c \u7684\u5b9e\u73b0\u5e76\u4e0d\u662f\u8fd9\u6837\u3002<\/p>\n<p>\u5b83\u91c7\u7528 C99 \u7f16\u5199&#xff0c;\u6ca1\u6709\u4f9d\u8d56 BLAS\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u6216 GPU\u3002\u6a21\u578b\u6743\u91cd\u4fdd\u5b58\u5728\u78c1\u76d8\u4e0a&#xff0c;\u63a8\u7406\u8fc7\u7a0b\u4e2d\u6839\u636e\u8ba1\u7b97\u9700\u8981\u8bfb\u53d6\u6570\u636e&#xff0c;\u56e0\u6b64\u53ef\u4ee5\u5728\u8fdc\u5c0f\u4e8e\u6a21\u578b\u6743\u91cd\u4f53\u79ef\u7684\u5185\u5b58\u4e2d\u8fd0\u884c\u3002<\/p>\n<p>\u4ee3\u4ef7\u4e5f\u5f88\u660e\u786e&#xff1a;<\/p>\n<p>\u5185\u5b58\u5360\u7528\u8f83\u4f4e<br \/>\n\u78c1\u76d8\u5360\u7528\u5de8\u5927<br \/>\n\u5355 token \u5ef6\u8fdf\u5f88\u9ad8<br \/>\n\u541e\u5410\u91cf\u4e0d\u9002\u5408\u65e5\u5e38\u5bf9\u8bdd<\/p>\n<p>\u8fd9\u4e0d\u662f\u4e00\u4e2a\u201c\u8ba9\u666e\u901a\u7535\u8111\u6d41\u7545\u8fd0\u884c\u8d85\u5927\u6a21\u578b\u201d\u7684\u9879\u76ee&#xff0c;\u800c\u662f\u4e00\u6b21\u5f88\u6709\u4ee3\u8868\u6027\u7684\u7cfb\u7edf\u5de5\u7a0b\u5b9e\u9a8c&#xff1a;<\/p>\n<p>\u5f53\u5b8c\u6574\u6a21\u578b\u65e0\u6cd5\u88c5\u5165\u5185\u5b58\u65f6&#xff0c;\u80fd\u5426\u901a\u8fc7\u78c1\u76d8\u6d41\u5f0f\u8bfb\u53d6&#xff0c;\u5728\u6709\u9650 RAM \u548c\u5355 CPU \u73af\u5883\u4e2d\u5b8c\u6210\u786e\u5b9a\u6027\u7684\u6a21\u578b\u63a8\u7406&#xff1f;<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u5148\u533a\u5206\u4e09\u4e2a\u5bb9\u6613\u6df7\u6dc6\u7684\u6570\u5b57<\/h3>\n<p>\u8ba8\u8bba\u8fd9\u4e2a\u9879\u76ee\u4e4b\u524d&#xff0c;\u9700\u8981\u628a\u4e09\u4e2a\u6982\u5ff5\u5206\u5f00&#xff1a;<\/p>\n<p>\u6a21\u578b\u53c2\u6570\u91cf<br \/>\n\u6a21\u578b\u6743\u91cd\u6587\u4ef6\u5927\u5c0f<br \/>\n\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u5cf0\u503c\u5185\u5b58<\/p>\n<p>\u5b83\u4eec\u4e0d\u662f\u540c\u4e00\u4e2a\u6307\u6807\u3002<\/p>\n<p>\u6839\u636e\u9879\u76ee\u516c\u5f00\u4fe1\u606f&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u516c\u5f00\u6570\u636e<\/tr>\n<tbody>\n<tr>\n<td>\u6a21\u578b\u53c2\u6570\u91cf<\/td>\n<td align=\"right\">\u7ea6 2.78 \u4e07\u4ebf<\/td>\n<\/tr>\n<tr>\n<td>\u6743\u91cd\u6587\u4ef6\u4f53\u79ef<\/td>\n<td align=\"right\">\u7ea6 1.56 TB<\/td>\n<\/tr>\n<tr>\n<td>\u67d0\u6b21\u8fd0\u884c\u5cf0\u503c RSS<\/td>\n<td align=\"right\">\u7ea6 8.24 GB<\/td>\n<\/tr>\n<tr>\n<td>\u666e\u901a\u7b14\u8bb0\u672c\u5355 token \u8017\u65f6<\/td>\n<td align=\"right\">\u7ea6 26.5 \u79d2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u201c8.24 GB \u5185\u5b58\u8fd0\u884c 2.78 \u4e07\u4ebf\u53c2\u6570\u201d\u51c6\u786e\u7684\u7406\u89e3\u5e94\u8be5\u662f&#xff1a;<\/p>\n<p>\u63a8\u7406\u8fdb\u7a0b\u4e0d\u9700\u8981\u628a 1.56 TB \u7684\u5b8c\u6574\u6743\u91cd\u540c\u65f6\u52a0\u8f7d\u8fdb RAM&#xff0c;\u800c\u662f\u901a\u8fc7\u6d41\u5f0f\u65b9\u5f0f\u4ece\u78c1\u76d8\u8bfb\u53d6\u8ba1\u7b97\u6240\u9700\u6570\u636e\u3002<\/p>\n<p>\u5b83\u5e76\u4e0d\u610f\u5473\u7740&#xff1a;<\/p>\n<ul>\n<li>1.56 TB \u6a21\u578b\u88ab\u538b\u7f29\u6210\u4e86 8 GB&#xff1b;<\/li>\n<li>2.78 \u4e07\u4ebf\u53c2\u6570\u5168\u90e8\u5e38\u9a7b\u5185\u5b58&#xff1b;<\/li>\n<li>\u666e\u901a\u7b14\u8bb0\u672c\u53ef\u4ee5\u6d41\u7545\u8fd0\u884c\u8fd9\u4e2a\u6a21\u578b&#xff1b;<\/li>\n<li>\u5b83\u80fd\u591f\u66ff\u4ee3 GPU \u63a8\u7406\u670d\u52a1&#xff1b;<\/li>\n<li>\u901f\u5ea6\u53ef\u4ee5\u63a5\u8fd1\u5e38\u89c4\u91cf\u5316\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u533a\u522b\u975e\u5e38\u91cd\u8981\u3002\u5426\u5219\u6587\u7ae0\u6807\u9898\u867d\u7136\u5438\u5f15\u4eba&#xff0c;\u8bfb\u8005\u5f97\u5230\u7684\u5374\u662f\u9519\u8bef\u9884\u671f\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u9879\u76ee\u7684\u57fa\u672c\u4fe1\u606f<\/h3>\n<p>\u6307\u5b9a\u5feb\u7167\u4e2d\u7684\u9879\u76ee\u5b9a\u4f4d\u5927\u81f4\u5982\u4e0b&#xff1a;<\/p>\n<ul>\n<li>\u9879\u76ee&#xff1a;FareedKhan-dev\/kimi-k3-in-c<\/li>\n<li>\u5b9e\u73b0\u8bed\u8a00&#xff1a;C99<\/li>\n<li>\u8bb8\u53ef\u8bc1&#xff1a;Apache-2.0<\/li>\n<li>\u8fd0\u884c\u65b9\u5f0f&#xff1a;CPU \u63a8\u7406<\/li>\n<li>GPU&#xff1a;\u4e0d\u4f9d\u8d56 GPU<\/li>\n<li>BLAS&#xff1a;\u4e0d\u4f9d\u8d56 BLAS<\/li>\n<li>\u5f15\u64ce\u4f53\u79ef&#xff1a;\u7ea6 176 KB<\/li>\n<li>\u6a21\u578b\u6743\u91cd&#xff1a;\u7ea6 1.56 TB<\/li>\n<li>\u6a21\u578b\u7c7b\u578b&#xff1a;Base Model&#xff0c;\u800c\u4e0d\u662f\u9762\u5411\u804a\u5929\u4f18\u5316\u7684\u5bf9\u8bdd\u6a21\u578b<\/li>\n<\/ul>\n<p>\u4ece\u4f9d\u8d56\u5173\u7cfb\u770b&#xff0c;\u5b83\u7684\u76ee\u6807\u4e0d\u662f\u642d\u5efa\u4e00\u5957\u5b8c\u6574\u7684\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0&#xff0c;\u800c\u662f\u628a\u6a21\u578b\u63a8\u7406\u9700\u8981\u7684\u6838\u5fc3\u903b\u8f91\u5c3d\u53ef\u80fd\u538b\u7f29\u5230\u4e00\u4e2a\u4fbf\u643a\u3001\u53ef\u7f16\u8bd1\u548c\u53ef\u9a8c\u8bc1\u7684 C \u7a0b\u5e8f\u4e2d\u3002<\/p>\n<p>\u8fd9\u7c7b\u9879\u76ee\u7684\u4ef7\u503c\u4e0d\u4e00\u5b9a\u4f53\u73b0\u5728\u65e5\u5e38\u4f7f\u7528\u4f53\u9a8c\u4e0a&#xff0c;\u66f4\u504f\u5411\u4ee5\u4e0b\u65b9\u5411&#xff1a;<\/p>\n<p>\u63a8\u7406\u673a\u5236\u7814\u7a76<br \/>\n\u5185\u5b58\u53d7\u9650\u73af\u5883\u5b9e\u9a8c<br \/>\n\u8de8\u5e73\u53f0\u7f16\u8bd1<br \/>\n\u786e\u5b9a\u6027\u56de\u5f52\u6d4b\u8bd5<br \/>\n\u5927\u6a21\u578b\u7cfb\u7edf\u5de5\u7a0b\u7814\u7a76<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u5b83\u4e3a\u4ec0\u4e48\u80fd\u5728 8 GB \u7ea7\u522b\u5185\u5b58\u4e2d\u8fd0\u884c<\/h3>\n<h4>1. \u6743\u91cd\u4e0d\u5168\u90e8\u9a7b\u7559\u5185\u5b58<\/h4>\n<p>\u4f20\u7edf\u63a8\u7406\u65b9\u5f0f\u901a\u5e38\u662f&#xff1a;<\/p>\n<p>\u6253\u5f00\u6a21\u578b\u6587\u4ef6<br \/>\n    \u2193<br \/>\n\u5c06\u6743\u91cd\u6620\u5c04\u6216\u52a0\u8f7d\u5230\u5185\u5b58<br \/>\n    \u2193<br \/>\n\u53cd\u590d\u6267\u884c\u77e9\u9635\u8ba1\u7b97<\/p>\n<p>\u5982\u679c\u6a21\u578b\u6743\u91cd\u6709 1.56 TB&#xff0c;\u800c\u673a\u5668\u53ea\u6709 8 GB RAM&#xff0c;\u8fd9\u79cd\u65b9\u5f0f\u663e\u7136\u65e0\u6cd5\u5b8c\u6210\u3002<\/p>\n<p>\u6d41\u5f0f\u63a8\u7406\u5219\u66f4\u63a5\u8fd1&#xff1a;<\/p>\n<p>\u6253\u5f00\u6743\u91cd\u6587\u4ef6<br \/>\n    \u2193<br \/>\n\u8bfb\u53d6\u5f53\u524d\u8ba1\u7b97\u9636\u6bb5\u9700\u8981\u7684\u6570\u636e<br \/>\n    \u2193<br \/>\n\u6267\u884c\u8ba1\u7b97<br \/>\n    \u2193<br \/>\n\u91ca\u653e\u6216\u590d\u7528\u5185\u5b58<br \/>\n    \u2193<br \/>\n\u8bfb\u53d6\u4e0b\u4e00\u6279\u6570\u636e<\/p>\n<p>\u4f2a\u4ee3\u7801\u53ef\u4ee5\u8868\u793a\u4e3a&#xff1a;<\/p>\n<p><span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span>layer <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span> layer <span class=\"token operator\">&lt;<\/span> layer_count<span class=\"token punctuation\">;<\/span> layer<span class=\"token operator\">&#043;&#043;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token function\">read_weights<\/span><span class=\"token punctuation\">(<\/span>file<span class=\"token punctuation\">,<\/span> layer<span class=\"token punctuation\">,<\/span> buffer<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token function\">run_layer<\/span><span class=\"token punctuation\">(<\/span>input<span class=\"token punctuation\">,<\/span> buffer<span class=\"token punctuation\">,<\/span> output<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token function\">swap<\/span><span class=\"token punctuation\">(<\/span>input<span class=\"token punctuation\">,<\/span> output<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5b9e\u9645\u5b9e\u73b0\u4f1a\u6d89\u53ca\u5f20\u91cf\u5e03\u5c40\u3001\u7f13\u5b58\u3001\u6587\u4ef6\u504f\u79fb\u3001\u5185\u5b58\u590d\u7528\u4ee5\u53ca\u4e0d\u540c\u6a21\u5757\u7684\u8ba1\u7b97\u987a\u5e8f&#xff0c;\u4f46\u6838\u5fc3\u601d\u60f3\u5c31\u662f\u63a7\u5236\u5e38\u9a7b\u6570\u636e\u89c4\u6a21\u3002<\/p>\n<h4>2. \u5185\u5b58\u6362\u6210\u4e86\u78c1\u76d8 I\/O<\/h4>\n<p>\u5728\u8fd9\u79cd\u67b6\u6784\u4e2d&#xff0c;\u5185\u5b58\u538b\u529b\u4e0b\u964d\u4e86&#xff0c;\u4f46\u78c1\u76d8\u8bbf\u95ee\u91cf\u663e\u8457\u4e0a\u5347\u3002<\/p>\n<p>\u6bcf\u751f\u6210\u4e00\u4e2a token&#xff0c;\u6a21\u578b\u90fd\u53ef\u80fd\u9700\u8981\u8bbf\u95ee\u5927\u91cf\u6743\u91cd\u3002\u5bf9\u4e8e\u65e0\u6cd5\u9a7b\u7559\u5185\u5b58\u7684\u90e8\u5206&#xff0c;\u7cfb\u7edf\u5fc5\u987b\u4e0d\u65ad\u4ece NVMe \u6216\u5176\u4ed6\u5b58\u50a8\u8bbe\u5907\u8bfb\u53d6\u6570\u636e\u3002<\/p>\n<p>\u53ef\u4ee5\u628a\u4ee3\u4ef7\u7b80\u5355\u7406\u89e3\u4e3a&#xff1a;<\/p>\n<p>\u8ba1\u7b97\u65f6\u95f4<br \/>\n&#061;<br \/>\n\u7b97\u5b50\u8ba1\u7b97\u65f6\u95f4<br \/>\n&#043;<br \/>\n\u6743\u91cd\u8bfb\u53d6\u65f6\u95f4<br \/>\n&#043;<br \/>\n\u64cd\u4f5c\u7cfb\u7edf\u7f13\u5b58\u547d\u4e2d\u4e0e\u7f3a\u9875\u65f6\u95f4<\/p>\n<p>\u5f53\u6a21\u578b\u8fdc\u5927\u4e8e\u53ef\u7528\u5185\u5b58\u65f6&#xff0c;\u540e\u4e24\u9879\u4f1a\u53d8\u5f97\u975e\u5e38\u7a81\u51fa\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u4f4e\u5185\u5b58\u5e76\u4e0d\u662f\u514d\u8d39\u83b7\u5f97\u7684\u80fd\u529b&#xff0c;\u800c\u662f\u4e00\u79cd\u8d44\u6e90\u4ea4\u6362&#xff1a;<\/p>\n<p>\u66f4\u5c11 RAM<br \/>\n\u6362\u53d6<br \/>\n\u66f4\u591a\u78c1\u76d8\u7a7a\u95f4\u4e0e\u66f4\u9ad8\u5ef6\u8fdf<\/p>\n<h4>3. \u9ad8\u5185\u5b58\u8bbe\u5907\u53ef\u4ee5\u51cf\u5c11\u8bfb\u53d6\u6210\u672c<\/h4>\n<p>\u5f53\u673a\u5668\u62e5\u6709\u66f4\u591a RAM \u65f6&#xff0c;\u66f4\u591a\u6743\u91cd\u53ef\u80fd\u88ab\u64cd\u4f5c\u7cfb\u7edf\u7f13\u5b58\u6216\u76f4\u63a5\u4fdd\u7559\u5728\u5185\u5b58\u4e2d&#xff0c;\u78c1\u76d8\u7b49\u5f85\u4f1a\u51cf\u5c11\u3002<\/p>\n<p>\u9879\u76ee README \u7ed9\u51fa\u7684\u4e0d\u540c\u8bbe\u5907\u6570\u636e\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u8bbe\u5907\u6761\u4ef6\u5185\u5b58\u4f5c\u8005\u62a5\u544a\u7684\u5355 token \u8017\u65f6\u4e3b\u8981\u5dee\u5f02<\/tr>\n<tbody>\n<tr>\n<td>\u666e\u901a\u7b14\u8bb0\u672c<\/td>\n<td align=\"right\">8 GB<\/td>\n<td align=\"right\">\u7ea6 26.5 \u79d2<\/td>\n<td>\u5927\u91cf\u6743\u91cd\u9700\u8981\u4ece\u78c1\u76d8\u8bfb\u53d6<\/td>\n<\/tr>\n<tr>\n<td>\u9ad8\u7aef\u4e2a\u4eba\u7535\u8111<\/td>\n<td align=\"right\">32 GB<\/td>\n<td align=\"right\">\u7ea6 24.2 \u79d2<\/td>\n<td>\u90e8\u5206\u6570\u636e\u53ef\u7559\u5728\u5185\u5b58<\/td>\n<\/tr>\n<tr>\n<td>\u684c\u9762\u8bbe\u5907<\/td>\n<td align=\"right\">64 GB<\/td>\n<td align=\"right\">\u7ea6 19.8 \u79d2<\/td>\n<td>\u7f13\u5b58\u547d\u4e2d\u66f4\u591a<\/td>\n<\/tr>\n<tr>\n<td>\u91cd\u578b\u5de5\u4f5c\u7ad9<\/td>\n<td align=\"right\">128 GB \u4ee5\u4e0a<\/td>\n<td align=\"right\">\u7ea6 5.6 \u79d2<\/td>\n<td>\u66f4\u591a\u6a21\u578b\u6570\u636e\u53ef\u4ee5\u5e38\u9a7b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e9b\u6570\u636e\u5e94\u7406\u89e3\u4e3a\u4f5c\u8005\u73af\u5883\u4e0b\u7684\u53c2\u8003\u7ed3\u679c&#xff0c;\u4e0d\u662f\u6240\u6709\u673a\u5668\u90fd\u80fd\u590d\u73b0\u7684\u6027\u80fd\u627f\u8bfa\u3002<\/p>\n<p>\u5f71\u54cd\u7ed3\u679c\u7684\u56e0\u7d20\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>CPU \u6838\u5fc3\u6570\u91cf&#xff1b;<\/li>\n<li>CPU \u4e3b\u9891\u548c\u5185\u5b58\u5e26\u5bbd&#xff1b;<\/li>\n<li>NVMe \u8bfb\u53d6\u901f\u5ea6&#xff1b;<\/li>\n<li>\u64cd\u4f5c\u7cfb\u7edf\u7f13\u5b58\u7b56\u7565&#xff1b;<\/li>\n<li>\u6743\u91cd\u6587\u4ef6\u662f\u5426\u4f4d\u4e8e\u672c\u5730\u78c1\u76d8&#xff1b;<\/li>\n<li>\u8f93\u5165\u957f\u5ea6&#xff1b;<\/li>\n<li>\u8f93\u51fa\u957f\u5ea6&#xff1b;<\/li>\n<li>\u540c\u65f6\u8fd0\u884c\u7684\u5176\u4ed6\u8fdb\u7a0b&#xff1b;<\/li>\n<li>\u7f16\u8bd1\u9009\u9879\u3002<\/li>\n<\/ul>\n<p>\u5c24\u5176\u8981\u6ce8\u610f&#xff0c;\u201c\u666e\u901a\u7b14\u8bb0\u672c 26.5 \u79d2\/token\u201d\u548c\u63a7\u5236\u53f0\u4e2d\u4e00\u6b21\u201c\u5e73\u5747 32.69 \u79d2\/token\u201d\u7684\u8bb0\u5f55\u5e76\u4e0d\u4e00\u5b9a\u77db\u76fe&#xff0c;\u56e0\u4e3a\u5b83\u4eec\u53ef\u80fd\u5bf9\u5e94\u4e0d\u540c\u7684\u786c\u4ef6\u3001\u78c1\u76d8\u3001\u8f93\u5165\u548c\u6d4b\u8bd5\u9636\u6bb5\u3002\u6bd4\u8f83\u6570\u636e\u65f6&#xff0c;\u5fc5\u987b\u540c\u65f6\u8bb0\u5f55\u5b8c\u6574\u5b9e\u9a8c\u6761\u4ef6\u3002<\/p>\n<hr \/>\n<h3>\u56db\u300126 \u79d2\u4e00\u4e2a token \u5230\u5e95\u610f\u5473\u7740\u4ec0\u4e48<\/h3>\n<p>\u5982\u679c\u5e73\u5747\u901f\u5ea6\u662f 26.5 \u79d2\u751f\u6210\u4e00\u4e2a token&#xff0c;\u90a3\u4e48\u751f\u6210 8 \u4e2a token \u7684\u7406\u8bba\u65f6\u95f4\u7ea6\u4e3a&#xff1a;<\/p>\n<p>26.5 \u00d7 8 &#061; 212 \u79d2<\/p>\n<p>\u5b9e\u9645\u63a7\u5236\u53f0\u8bb0\u5f55\u4e2d&#xff0c;\u9879\u76ee\u4f5c\u8005\u8fd8\u5c55\u793a\u8fc7&#xff1a;<\/p>\n<p>\u751f\u6210 token \u6570&#xff1a;8<br \/>\n\u603b\u8017\u65f6&#xff1a;\u7ea6 261.5 \u79d2<br \/>\n\u5e73\u5747\u8017\u65f6&#xff1a;\u7ea6 32.69 \u79d2\/token<br \/>\n\u5cf0\u503c RSS&#xff1a;\u7ea6 8.24 GB<\/p>\n<p>\u8fd9\u8bf4\u660e\u4e24\u4ef6\u4e8b\u3002<\/p>\n<h4>\u7b2c\u4e00&#xff0c;\u5b83\u786e\u5b9e\u53ef\u4ee5\u5b8c\u6210\u63a8\u7406<\/h4>\n<p>\u5728\u6ee1\u8db3\u78c1\u76d8\u7a7a\u95f4\u3001\u6587\u4ef6\u683c\u5f0f\u548c\u8fd0\u884c\u73af\u5883\u8981\u6c42\u7684\u60c5\u51b5\u4e0b&#xff0c;\u7a0b\u5e8f\u80fd\u591f\u751f\u6210\u6a21\u578b\u8f93\u51fa\u3002<\/p>\n<h4>\u7b2c\u4e8c&#xff0c;\u5b83\u5e76\u4e0d\u9002\u5408\u4ea4\u4e92\u5f0f\u804a\u5929<\/h4>\n<p>\u5e38\u89c4\u804a\u5929\u5e94\u7528\u901a\u5e38\u5e0c\u671b\u9996 token \u548c\u540e\u7eed token \u90fd\u6709\u8f83\u4f4e\u5ef6\u8fdf\u3002\u51e0\u5341\u79d2\u751f\u6210\u4e00\u4e2a token&#xff0c;\u610f\u5473\u7740&#xff1a;<\/p>\n<ul>\n<li>\u751f\u6210\u4e00\u5c0f\u6bb5\u6587\u672c\u4e5f\u9700\u8981\u51e0\u5206\u949f&#xff1b;<\/li>\n<li>\u591a\u8f6e\u5bf9\u8bdd\u6210\u672c\u5f88\u9ad8&#xff1b;<\/li>\n<li>\u957f\u56de\u7b54\u51e0\u4e4e\u65e0\u6cd5\u83b7\u5f97\u826f\u597d\u4f53\u9a8c&#xff1b;<\/li>\n<li>\u5e76\u53d1\u670d\u52a1\u57fa\u672c\u4e0d\u73b0\u5b9e&#xff1b;<\/li>\n<li>\u78c1\u76d8\u6301\u7eed\u8bfb\u53d6\u4f1a\u6210\u4e3a\u4e3b\u8981\u74f6\u9888\u3002<\/li>\n<\/ul>\n<p>\u6240\u4ee5\u8fd9\u4e2a\u9879\u76ee\u7684\u201c\u80fd\u8fd0\u884c\u201d\u4e0e\u201c\u9002\u5408\u4f7f\u7528\u201d\u5fc5\u987b\u5206\u5f00\u8ba8\u8bba\u3002<\/p>\n<p>\u80fd\u8fd0\u884c&#xff1a;\u662f<br \/>\n\u4f4e\u5185\u5b58\u8fd0\u884c&#xff1a;\u662f<br \/>\n\u5b9e\u65f6\u5bf9\u8bdd&#xff1a;\u4e0d\u9002\u5408<br \/>\n\u66ff\u4ee3 GPU \u670d\u52a1&#xff1a;\u4e0d\u9002\u5408<\/p>\n<p>\u8fd9\u4e5f\u662f\u5b83\u6709\u6280\u672f\u4ef7\u503c\u7684\u5730\u65b9&#xff1a;\u5b83\u628a\u201c\u53ef\u8fd0\u884c\u6027\u201d\u548c\u201c\u53ef\u7528\u6027\u201d\u8fd9\u4e24\u4e2a\u7ecf\u5e38\u88ab\u6df7\u6dc6\u7684\u6982\u5ff5\u62c6\u5f00\u4e86\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001Base Model \u4e0d\u662f\u804a\u5929\u6a21\u578b<\/h3>\n<p>\u9879\u76ee\u4f7f\u7528\u7684\u662f Base Model\u3002Base Model \u7684\u4e3b\u8981\u4efb\u52a1\u662f\u6839\u636e\u4e0a\u4e0b\u6587\u7ee7\u7eed\u9884\u6d4b\u6587\u672c&#xff0c;\u800c\u4e0d\u662f\u9075\u5faa\u5b8c\u6574\u7684\u804a\u5929\u6307\u4ee4\u3002<\/p>\n<p>\u4f8b\u5982\u8f93\u5165&#xff1a;<\/p>\n<p>The capital of France is<\/p>\n<p>\u6a21\u578b\u53ef\u80fd\u7ee7\u7eed\u751f\u6210&#xff1a;<\/p>\n<p>Paris.<\/p>\n<p>\u4f46\u5982\u679c\u76f4\u63a5\u8f93\u5165&#xff1a;<\/p>\n<p>\u7528\u6237&#xff1a;\u8bf7\u4ecb\u7ecd\u4e00\u4e0b\u6cd5\u56fd\u9996\u90fd\u3002<br \/>\n\u52a9\u624b&#xff1a;<\/p>\n<p>\u5b83\u4e0d\u4e00\u5b9a\u50cf Chat Model \u4e00\u6837\u7a33\u5b9a\u5730\u9075\u5faa\u89d2\u8272\u3001\u683c\u5f0f\u548c\u4efb\u52a1\u8981\u6c42\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u6d4b\u8bd5\u65f6\u4e0d\u80fd\u53ea\u770b\u201c\u80fd\u4e0d\u80fd\u8f93\u51fa\u6587\u5b57\u201d&#xff0c;\u8fd8\u8981\u786e\u8ba4&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u662f Base Model \u8fd8\u662f Instruct Model&#xff1b;<\/li>\n<li>\u662f\u5426\u9700\u8981\u7279\u5b9a prompt \u683c\u5f0f&#xff1b;<\/li>\n<li>\u662f\u5426\u5b58\u5728\u5bf9\u8bdd\u6a21\u677f&#xff1b;<\/li>\n<li>\u7ec8\u6b62\u7b26\u5982\u4f55\u5904\u7406&#xff1b;<\/li>\n<li>\u91c7\u6837\u53c2\u6570\u662f\u5426\u9002\u914d&#xff1b;<\/li>\n<li>\u8f93\u51fa\u662f\u5426\u9700\u8981\u5916\u90e8\u540e\u5904\u7406\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u628a Base Model \u5f53\u6210\u804a\u5929\u673a\u5668\u4eba\u4f7f\u7528&#xff0c;\u6700\u7ec8\u6548\u679c\u4e0d\u7406\u60f3\u5e76\u4e0d\u4e00\u5b9a\u8bf4\u660e\u63a8\u7406\u5f15\u64ce\u6709\u95ee\u9898&#xff0c;\u53ef\u80fd\u53ea\u662f\u6a21\u578b\u5b9a\u4f4d\u4e0d\u540c\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001C99\u3001\u65e0 BLAS \u548c\u65e0 GPU \u8bf4\u660e\u4e86\u4ec0\u4e48<\/h3>\n<p>\u9879\u76ee\u5f3a\u8c03\u4fbf\u643a C99\u3001\u65e0 BLAS\u3001\u65e0\u6846\u67b6\u548c\u65e0 GPU&#xff0c;\u8fd9\u4e9b\u4fe1\u606f\u5177\u6709\u5de5\u7a0b\u610f\u4e49&#xff0c;\u4f46\u4e0d\u80fd\u88ab\u89e3\u8bfb\u6210\u201c\u5b83\u6bd4\u4e13\u4e1a GPU \u540e\u7aef\u66f4\u5feb\u201d\u3002<\/p>\n<h4>1. \u4f9d\u8d56\u9762\u66f4\u5c0f<\/h4>\n<p>\u4f9d\u8d56\u5c11&#xff0c;\u53ef\u4ee5\u964d\u4f4e\u4ee5\u4e0b\u95ee\u9898\u7684\u590d\u6742\u5ea6&#xff1a;<\/p>\n<ul>\n<li>\u7f16\u8bd1\u73af\u5883\u914d\u7f6e&#xff1b;<\/li>\n<li>GPU \u9a71\u52a8\u517c\u5bb9&#xff1b;<\/li>\n<li>CUDA \u6216\u5176\u4ed6\u52a0\u901f\u5e73\u53f0\u4f9d\u8d56&#xff1b;<\/li>\n<li>\u5927\u578b\u8fd0\u884c\u65f6\u5b89\u88c5&#xff1b;<\/li>\n<li>\u4e0d\u540c\u5e73\u53f0\u7684\u90e8\u7f72\u6210\u672c\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u7814\u7a76\u4ee3\u7801\u548c\u5d4c\u5165\u5f0f\u5b9e\u9a8c\u800c\u8a00&#xff0c;\u8fd9\u79cd\u7279\u6027\u5f88\u6709\u4ef7\u503c\u3002<\/p>\n<h4>2. \u4fbf\u4e8e\u68c0\u67e5\u6838\u5fc3\u6267\u884c\u8fc7\u7a0b<\/h4>\n<p>\u4ee3\u7801\u89c4\u6a21\u8f83\u5c0f\u65f6&#xff0c;\u7814\u7a76\u8005\u66f4\u5bb9\u6613\u7406\u89e3&#xff1a;<\/p>\n<p>\u6a21\u578b\u6587\u4ef6\u5982\u4f55\u8bfb\u53d6<br \/>\n\u5f20\u91cf\u5982\u4f55\u5e03\u5c40<br \/>\n\u6bcf\u4e00\u5c42\u5982\u4f55\u6267\u884c<br \/>\n\u5185\u5b58\u5728\u54ea\u91cc\u5206\u914d<br \/>\n\u8f93\u51fa\u5982\u4f55\u751f\u6210<\/p>\n<p>\u8fd9\u5bf9\u5b66\u4e60\u63a8\u7406\u5f15\u64ce\u3001\u8c03\u8bd5\u5185\u5b58\u8bbf\u95ee\u548c\u5206\u6790 I\/O \u74f6\u9888\u5f88\u6709\u5e2e\u52a9\u3002<\/p>\n<h4>3. \u65e0 BLAS \u4e0d\u7b49\u4e8e\u9ad8\u6027\u80fd<\/h4>\n<p>BLAS\u3001SIMD\u3001GPU Kernel \u548c\u4e13\u7528\u63a8\u7406\u540e\u7aef&#xff0c;\u672c\u6765\u5c31\u662f\u4e3a\u4e86\u63d0\u9ad8\u77e9\u9635\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<p>\u4e00\u4e2a\u5b9e\u73b0\u4e0d\u4f9d\u8d56 BLAS&#xff0c;\u901a\u5e38\u610f\u5473\u7740&#xff1a;<\/p>\n<p>\u66f4\u5bb9\u6613\u6784\u5efa<br \/>\n\u66f4\u5bb9\u6613\u79fb\u690d<br \/>\n\u4e0d\u4e00\u5b9a\u66f4\u5feb<\/p>\n<p>\u5bf9\u4e8e\u5927\u89c4\u6a21\u6a21\u578b\u800c\u8a00&#xff0c;\u771f\u6b63\u7684\u6027\u80fd\u8fd8\u53d6\u51b3\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u77e9\u9635\u4e58\u6cd5\u5b9e\u73b0&#xff1b;<\/li>\n<li>SIMD \u4f18\u5316&#xff1b;<\/li>\n<li>\u5185\u5b58\u8bbf\u95ee\u6a21\u5f0f&#xff1b;<\/li>\n<li>\u6743\u91cd\u5e03\u5c40&#xff1b;<\/li>\n<li>\u7f13\u5b58\u547d\u4e2d\u7387&#xff1b;<\/li>\n<li>\u5e76\u884c\u7b56\u7565&#xff1b;<\/li>\n<li>\u78c1\u76d8\u541e\u5410&#xff1b;<\/li>\n<li>\u91cf\u5316\u65b9\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u6240\u4ee5\u201c\u65e0 BLAS\u201d\u5e94\u8be5\u4f5c\u4e3a\u53ef\u79fb\u690d\u6027\u7279\u70b9\u7406\u89e3&#xff0c;\u800c\u4e0d\u662f\u6027\u80fd\u6392\u540d\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001\u786e\u5b9a\u6027\u8f93\u51fa\u7684\u5de5\u7a0b\u4ef7\u503c<\/h3>\n<p>\u9879\u76ee\u5f3a\u8c03\u5728\u76f8\u540c\u6761\u4ef6\u4e0b\u5b9e\u73b0\u5b57\u8282\u7ea7\u4e00\u81f4\u8f93\u51fa\u3002\u5bf9\u4e8e\u5927\u6a21\u578b\u63a8\u7406\u6765\u8bf4&#xff0c;\u8fd9\u5e76\u4e0d\u662f\u9ed8\u8ba4\u80fd\u529b\u3002<\/p>\n<p>\u5f71\u54cd\u786e\u5b9a\u6027\u7684\u56e0\u7d20\u5f88\u591a&#xff1a;<\/p>\n<ul>\n<li>\u968f\u673a\u91c7\u6837&#xff1b;<\/li>\n<li>\u968f\u673a\u79cd\u5b50&#xff1b;<\/li>\n<li>\u6d6e\u70b9\u8fd0\u7b97\u987a\u5e8f&#xff1b;<\/li>\n<li>\u591a\u7ebf\u7a0b\u8c03\u5ea6&#xff1b;<\/li>\n<li>\u4e0d\u540c\u786c\u4ef6\u6307\u4ee4\u96c6&#xff1b;<\/li>\n<li>\u7f16\u8bd1\u5668\u4f18\u5316&#xff1b;<\/li>\n<li>\u6570\u503c\u7cbe\u5ea6&#xff1b;<\/li>\n<li>\u6743\u91cd\u8bfb\u53d6\u987a\u5e8f\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u63a8\u7406\u8fc7\u7a0b\u91c7\u7528\u786e\u5b9a\u6027\u914d\u7f6e&#xff0c;\u56fa\u5b9a\u8f93\u5165\u3001\u6a21\u578b\u548c\u53c2\u6570\u540e&#xff0c;\u53ef\u4ee5\u5f97\u5230\u7a33\u5b9a\u7ed3\u679c\u3002\u8fd9\u5bf9\u4e8e\u56de\u5f52\u6d4b\u8bd5\u5f88\u6709\u5e2e\u52a9&#xff1a;<\/p>\n<p>\u8f93\u5165 prompt<br \/>\n    \u2193<br \/>\n\u6267\u884c\u63a8\u7406<br \/>\n    \u2193<br \/>\n\u4fdd\u5b58\u8f93\u51fa<br \/>\n    \u2193<br \/>\n\u4e0e\u57fa\u51c6\u7ed3\u679c\u6bd4\u8f83<\/p>\n<p>\u4f8b\u5982\u53ef\u4ee5\u7528\u4e8e\u9a8c\u8bc1&#xff1a;<\/p>\n<ul>\n<li>\u4fee\u6539\u5185\u5b58\u7ba1\u7406\u540e&#xff0c;\u8f93\u51fa\u662f\u5426\u6539\u53d8&#xff1b;<\/li>\n<li>\u66f4\u6362\u7f16\u8bd1\u5668\u540e&#xff0c;\u7ed3\u679c\u662f\u5426\u4e00\u81f4&#xff1b;<\/li>\n<li>\u4f18\u5316\u7b97\u5b50\u540e&#xff0c;\u6570\u503c\u8bef\u5dee\u662f\u5426\u53ef\u63a5\u53d7&#xff1b;<\/li>\n<li>\u4e0d\u540c\u673a\u5668\u4e0a\u7684\u63a8\u7406\u7ed3\u679c\u662f\u5426\u7a33\u5b9a&#xff1b;<\/li>\n<li>\u6743\u91cd\u6587\u4ef6\u662f\u5426\u88ab\u610f\u5916\u4fee\u6539\u3002<\/li>\n<\/ul>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u201c\u5b57\u8282\u7ea7\u4e00\u81f4\u201d\u5e94\u660e\u786e\u6d4b\u8bd5\u8fb9\u754c\u3002\u5b83\u53ef\u80fd\u53ea\u5728\u7279\u5b9a\u7f16\u8bd1\u53c2\u6570\u3001\u7ebf\u7a0b\u914d\u7f6e\u3001\u91c7\u6837\u8bbe\u7f6e\u548c\u786c\u4ef6\u73af\u5883\u4e0b\u6210\u7acb&#xff0c;\u4e0d\u80fd\u4e0d\u52a0\u6761\u4ef6\u5730\u63a8\u5bfc\u4e3a\u6240\u6709\u5e73\u53f0\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u4ed3\u5e93\u7ed3\u6784\u53cd\u6620\u51fa\u7684\u5de5\u7a0b\u91cd\u70b9<\/h3>\n<p>\u5728\u6307\u5b9a\u5feb\u7167\u4e2d&#xff0c;\u53ef\u4ee5\u770b\u5230\u4ee5\u4e0b\u7c7b\u578b\u7684\u6587\u4ef6&#xff1a;<\/p>\n<p>CMakeLists.txt<br \/>\nMakefile<br \/>\npyproject.toml<br \/>\nCI \u914d\u7f6e<br \/>\ntools\/budget.py<br \/>\ntools\/_paths.py<br \/>\nbench\/<\/p>\n<p>\u8fd9\u4e9b\u5185\u5bb9\u8bf4\u660e\u9879\u76ee\u4e0d\u53ea\u662f\u4e00\u4e2a\u201c\u80fd\u7f16\u8bd1\u7684\u5355\u6587\u4ef6 Demo\u201d&#xff0c;\u800c\u662f\u540c\u65f6\u5173\u6ce8\u4e86\u51e0\u4e2a\u5b9e\u9645\u95ee\u9898\u3002<\/p>\n<h4>1. \u6784\u5efa\u65b9\u5f0f<\/h4>\n<p>\u540c\u65f6\u63d0\u4f9b CMake \u548c Makefile&#xff0c;\u901a\u5e38\u610f\u5473\u7740\u9879\u76ee\u5e0c\u671b\u8986\u76d6\u4e0d\u540c\u4f7f\u7528\u4e60\u60ef&#xff1a;<\/p>\n<p><span class=\"token function\">make<\/span><\/p>\n<p>\u6216&#xff1a;<\/p>\n<p>cmake <span class=\"token parameter variable\">-S<\/span> <span class=\"token builtin class-name\">.<\/span> <span class=\"token parameter variable\">-B<\/span> build<br \/>\ncmake <span class=\"token parameter variable\">&#8211;build<\/span> build<\/p>\n<p>\u5b9e\u9645\u547d\u4ee4\u4ecd\u5e94\u4ee5\u4ed3\u5e93\u5f53\u524d README \u4e3a\u51c6\u3002<\/p>\n<h4>2. \u5185\u5b58\u9884\u7b97<\/h4>\n<p>tools\/budget.py \u8fd9\u7c7b\u5de5\u5177\u901a\u5e38\u7528\u4e8e\u4f30\u7b97\u8fd0\u884c\u6240\u9700\u7684\u5185\u5b58\u6216\u8f85\u52a9\u751f\u6210\u9884\u7b97\u4fe1\u606f\u3002<\/p>\n<p>\u5bf9\u4e8e\u8d85\u5927\u6a21\u578b\u6765\u8bf4&#xff0c;\u5185\u5b58\u9884\u7b97\u81f3\u5c11\u9700\u8981\u8003\u8651&#xff1a;<\/p>\n<p>\u6743\u91cd\u7f13\u5b58<br \/>\n\u6fc0\u6d3b\u503c<br \/>\nKV Cache<br \/>\n\u8f93\u5165\u4e0a\u4e0b\u6587<br \/>\n\u8f93\u51fa\u7f13\u51b2\u533a<br \/>\n\u8fd0\u884c\u65f6\u81ea\u8eab\u5f00\u9500<br \/>\n\u64cd\u4f5c\u7cfb\u7edf\u548c\u6587\u4ef6\u7f13\u5b58<\/p>\n<p>\u56e0\u6b64&#xff0c;\u201c\u5cf0\u503c RSS 8.24 GB\u201d\u4e0d\u80fd\u7b80\u5355\u7b49\u4ef7\u4e3a\u201c\u673a\u5668\u53ea\u9700\u8981 8.24 GB \u5185\u5b58\u201d\u3002\u5b9e\u9645\u8fd0\u884c\u4ecd\u7136\u9700\u8981\u7ed9\u7cfb\u7edf\u548c\u5176\u4ed6\u8fdb\u7a0b\u7559\u4e0b\u7a7a\u95f4\u3002<\/p>\n<h4>3. Python \u9879\u76ee\u914d\u7f6e\u4e0e\u6d4b\u8bd5<\/h4>\n<p>pyproject.toml \u548c Python \u6d4b\u8bd5\u76ee\u5f55\u8bf4\u660e\u9879\u76ee\u53ef\u80fd\u5305\u542b Python \u7ed1\u5b9a\u6216\u76f8\u5173\u5de5\u5177\u94fe\u3002<\/p>\n<p>\u5bf9\u4e8e\u591a\u8bed\u8a00\u7ed1\u5b9a\u800c\u8a00&#xff0c;\u6d4b\u8bd5\u4e0d\u4ec5\u8981\u9a8c\u8bc1\u201c\u80fd\u4e0d\u80fd\u8c03\u7528\u201d&#xff0c;\u8fd8\u8981\u9a8c\u8bc1&#xff1a;<\/p>\n<ul>\n<li>\u8fd4\u56de\u503c\u662f\u5426\u6b63\u786e&#xff1b;<\/li>\n<li>\u5f02\u5e38\u662f\u5426\u80fd\u4f20\u9012&#xff1b;<\/li>\n<li>\u5b57\u7b26\u4e32\u7f16\u7801\u662f\u5426\u7a33\u5b9a&#xff1b;<\/li>\n<li>\u8d44\u6e90\u662f\u5426\u53ca\u65f6\u91ca\u653e&#xff1b;<\/li>\n<li>\u4e0d\u540c\u5e73\u53f0\u7684\u52a8\u6001\u5e93\u52a0\u8f7d\u662f\u5426\u6b63\u5e38\u3002<\/li>\n<\/ul>\n<h4>4. Benchmark \u76ee\u5f55<\/h4>\n<p>bench\/ \u76ee\u5f55\u901a\u5e38\u4f1a\u5305\u542b\u6027\u80fd\u3001\u8bc4\u6d4b\u548c\u7ed3\u679c\u62a5\u544a\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n<p>\u8fd9\u91cc\u6700\u91cd\u8981\u7684\u4e0d\u662f\u201c\u6709 benchmark \u5c31\u4e00\u5b9a\u5feb\u201d&#xff0c;\u800c\u662f\u9879\u76ee\u63d0\u4f9b\u4e86\u590d\u73b0\u5b9e\u9a8c\u7684\u5165\u53e3\u3002\u4f7f\u7528\u8005\u53ef\u4ee5\u636e\u6b64\u5efa\u7acb\u81ea\u5df1\u7684\u6d4b\u8bd5\u96c6&#xff0c;\u800c\u4e0d\u662f\u53ea\u5f15\u7528\u4e00\u4e2a\u8131\u79bb\u73af\u5883\u7684\u6570\u5b57\u3002<\/p>\n<hr \/>\n<h3>\u4e5d\u3001\u771f\u6b63\u7684\u95e8\u69db\u4e0d\u662f 8 GB \u5185\u5b58&#xff0c;\u800c\u662f 1.56 TB \u78c1\u76d8<\/h3>\n<p>\u5f88\u591a\u6807\u9898\u53ea\u7a81\u51fa\u201c8 GB \u5185\u5b58\u201d&#xff0c;\u5374\u5ffd\u7565\u4e86\u66f4\u73b0\u5b9e\u7684\u5b58\u50a8\u8981\u6c42\u3002<\/p>\n<p>\u5982\u679c\u6a21\u578b\u6743\u91cd\u7ea6\u4e3a 1.56 TB&#xff0c;\u90a3\u4e48\u90e8\u7f72\u524d\u81f3\u5c11\u8981\u786e\u8ba4&#xff1a;<\/p>\n<p>\u78c1\u76d8\u5269\u4f59\u7a7a\u95f4\u662f\u5426\u8db3\u591f<br \/>\n\u6587\u4ef6\u7cfb\u7edf\u662f\u5426\u652f\u6301\u5927\u6587\u4ef6<br \/>\n\u4e0b\u8f7d\u8fc7\u7a0b\u662f\u5426\u652f\u6301\u65ad\u70b9\u7eed\u4f20<br \/>\n\u6743\u91cd\u662f\u5426\u9700\u8981\u89e3\u538b<br \/>\n\u4e34\u65f6\u6587\u4ef6\u662f\u5426\u4f1a\u989d\u5916\u5360\u7528\u7a7a\u95f4<br \/>\nNVMe \u662f\u5426\u80fd\u627f\u53d7\u6301\u7eed\u8bfb\u53d6<\/p>\n<p>\u5b9e\u9645\u90e8\u7f72\u65f6\u8fd8\u5e94\u9884\u7559\u989d\u5916\u7a7a\u95f4&#xff0c;\u7528\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u4e0b\u8f7d\u4e34\u65f6\u6587\u4ef6&#xff1b;<\/li>\n<li>\u6821\u9a8c\u6587\u4ef6&#xff1b;<\/li>\n<li>\u89e3\u538b\u6216\u8f6c\u6362&#xff1b;<\/li>\n<li>\u65e5\u5fd7&#xff1b;<\/li>\n<li>\u64cd\u4f5c\u7cfb\u7edf\u7f13\u5b58&#xff1b;<\/li>\n<li>\u5176\u4ed6\u6a21\u578b\u548c\u6d4b\u8bd5\u6837\u672c\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64&#xff0c;\u78c1\u76d8\u5c0f\u4e8e checkpoint \u4f53\u79ef\u65f6&#xff0c;\u9879\u76ee\u6839\u672c\u65e0\u6cd5\u6b63\u5e38\u843d\u5730\u3002\u78c1\u76d8\u7a7a\u95f4\u4e0d\u662f\u4f18\u5316\u9879&#xff0c;\u800c\u662f\u786c\u95e8\u69db\u3002<\/p>\n<hr \/>\n<h3>\u5341\u3001\u54ea\u4e9b\u4eba\u9002\u5408\u7814\u7a76\u8fd9\u4e2a\u9879\u76ee<\/h3>\n<h4>\u9002\u5408\u7684\u573a\u666f<\/h4>\n<p>kimi-k3-in-c \u66f4\u9002\u5408\u4ee5\u4e0b\u4f7f\u7528\u8005&#xff1a;<\/p>\n<ul>\n<li>\u60f3\u7406\u89e3\u5927\u6a21\u578b\u63a8\u7406\u8fc7\u7a0b\u7684\u7cfb\u7edf\u7814\u7a76\u8005&#xff1b;<\/li>\n<li>\u60f3\u7814\u7a76\u78c1\u76d8\u6d41\u5f0f\u6743\u91cd\u8bbf\u95ee\u7684\u5f00\u53d1\u8005&#xff1b;<\/li>\n<li>\u9700\u8981\u5728\u65e0 GPU \u73af\u5883\u505a\u53ef\u590d\u73b0\u6d4b\u8bd5\u7684\u4eba&#xff1b;<\/li>\n<li>\u5bf9 C99\u3001\u5185\u5b58\u7ba1\u7406\u548c\u8de8\u5e73\u53f0\u6784\u5efa\u611f\u5174\u8da3\u7684\u4eba&#xff1b;<\/li>\n<li>\u60f3\u7814\u7a76\u6a21\u578b\u89c4\u6a21\u4e0e\u786c\u4ef6\u8d44\u6e90\u5173\u7cfb\u7684\u4eba&#xff1b;<\/li>\n<li>\u9700\u8981\u6d4b\u8bd5\u4f4e\u4f9d\u8d56\u63a8\u7406\u7a0b\u5e8f\u7684\u4eba\u3002<\/li>\n<\/ul>\n<h4>\u4e0d\u9002\u5408\u7684\u573a\u666f<\/h4>\n<p>\u4ee5\u4e0b\u9700\u6c42\u4e0d\u5efa\u8bae\u4f18\u5148\u9009\u62e9\u5b83&#xff1a;<\/p>\n<ul>\n<li>\u65e5\u5e38\u804a\u5929&#xff1b;<\/li>\n<li>\u5b9e\u65f6\u8865\u5168&#xff1b;<\/li>\n<li>\u9ad8\u5e76\u53d1 API \u670d\u52a1&#xff1b;<\/li>\n<li>\u4f4e\u5ef6\u8fdf Agent&#xff1b;<\/li>\n<li>\u78c1\u76d8\u5bb9\u91cf\u6709\u9650\u7684\u7b14\u8bb0\u672c&#xff1b;<\/li>\n<li>\u5e0c\u671b\u7528\u6d88\u8d39\u7ea7\u786c\u4ef6\u6d41\u7545\u8fd0\u884c\u8d85\u5927\u6a21\u578b&#xff1b;<\/li>\n<li>\u9700\u8981\u76f4\u63a5\u83b7\u5f97\u9ad8\u8d28\u91cf\u6307\u4ee4\u8ddf\u968f\u6548\u679c\u7684\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<p>\u7b80\u5355\u6982\u62ec&#xff1a;<\/p>\n<p>\u5b83\u9002\u5408\u7814\u7a76\u201c\u80fd\u5426\u8fd0\u884c\u201d<br \/>\n\u4e0d\u9002\u5408\u89e3\u51b3\u201c\u5982\u4f55\u9ad8\u6548\u8fd0\u884c\u201d<\/p>\n<hr \/>\n<h3>\u5341\u4e00\u3001\u5982\u4f55\u8bbe\u8ba1\u4e00\u6b21\u53ef\u590d\u73b0\u6d4b\u8bd5<\/h3>\n<p>\u5982\u679c\u51c6\u5907\u5b9e\u9645\u8bc4\u4f30\u8fd9\u4e2a\u9879\u76ee&#xff0c;\u5efa\u8bae\u4e0d\u8981\u53ea\u6267\u884c\u4e00\u6b21\u547d\u4ee4\u7136\u540e\u8bb0\u5f55\u8017\u65f6\u3002<\/p>\n<p>\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u65b9\u5f0f\u51c6\u5907\u6d4b\u8bd5\u3002<\/p>\n<h4>1. \u56fa\u5b9a\u8f93\u5165<\/h4>\n<p>\u51c6\u5907\u4e00\u7ec4\u56fa\u5b9a prompt&#xff0c;\u4f8b\u5982&#xff1a;<\/p>\n<p>The capital of France is<\/p>\n<p>\u4ee5\u53ca\u957f\u5ea6\u4e0d\u540c\u7684\u8f93\u5165&#xff1a;<\/p>\n<p>\u77ed\u8f93\u5165<br \/>\n\u4e2d\u7b49\u957f\u5ea6\u8f93\u5165<br \/>\n\u957f\u4e0a\u4e0b\u6587\u8f93\u5165<\/p>\n<h4>2. \u56fa\u5b9a\u8fd0\u884c\u53c2\u6570<\/h4>\n<p>\u8bb0\u5f55&#xff1a;<\/p>\n<p>\u6a21\u578b\u6587\u4ef6<br \/>\n\u7f16\u8bd1\u5668\u7248\u672c<br \/>\n\u7f16\u8bd1\u53c2\u6570<br \/>\n\u7ebf\u7a0b\u6570<br \/>\n\u968f\u673a\u79cd\u5b50<br \/>\n\u91c7\u6837\u914d\u7f6e<br \/>\n\u8f93\u5165\u957f\u5ea6<br \/>\n\u8f93\u51fa token \u6570<\/p>\n<h4>3. \u8bb0\u5f55\u5b8c\u6574\u8d44\u6e90\u6307\u6807<\/h4>\n<p>\u81f3\u5c11\u8bb0\u5f55&#xff1a;<\/p>\n<p>\u603b\u8017\u65f6<br \/>\n\u9996 token \u5ef6\u8fdf<br \/>\n\u5e73\u5747 token \u5ef6\u8fdf<br \/>\n\u5cf0\u503c RSS<br \/>\n\u78c1\u76d8\u8bfb\u53d6\u91cf<br \/>\nCPU \u4f7f\u7528\u7387<br \/>\n\u8f93\u51fa\u5185\u5bb9<\/p>\n<h4>4. \u91cd\u590d\u8fd0\u884c<\/h4>\n<p>\u5355\u6b21\u8fd0\u884c\u5bb9\u6613\u53d7\u5230\u4ee5\u4e0b\u56e0\u7d20\u5f71\u54cd&#xff1a;<\/p>\n<ul>\n<li>\u6587\u4ef6\u7f13\u5b58&#xff1b;<\/li>\n<li>\u540e\u53f0\u8fdb\u7a0b&#xff1b;<\/li>\n<li>\u6e29\u5ea6\u964d\u9891&#xff1b;<\/li>\n<li>\u78c1\u76d8\u8d1f\u8f7d&#xff1b;<\/li>\n<li>\u7b2c\u4e00\u6b21\u52a0\u8f7d\u7684\u989d\u5916\u5f00\u9500\u3002<\/li>\n<\/ul>\n<p>\u5efa\u8bae\u5206\u522b\u6d4b\u8bd5&#xff1a;<\/p>\n<p>\u51b7\u7f13\u5b58\u8fd0\u884c<br \/>\n\u70ed\u7f13\u5b58\u8fd0\u884c<br \/>\n\u8fde\u7eed\u591a\u6b21\u8fd0\u884c<br \/>\n\u4e0d\u540c\u7ebf\u7a0b\u6570<\/p>\n<h4>5. \u68c0\u67e5\u8f93\u51fa\u4e00\u81f4\u6027<\/h4>\n<p>\u5c06\u8f93\u51fa\u4fdd\u5b58\u4e3a\u6587\u4ef6&#xff1a;<\/p>\n<p>.\/kimi-k3 <span class=\"token punctuation\">..<\/span>. <span class=\"token operator\">&gt;<\/span> output.txt<br \/>\nsha256sum output.txt<\/p>\n<p>\u591a\u6b21\u8fd0\u884c\u540e\u6bd4\u8f83\u54c8\u5e0c\u503c&#xff0c;\u53ef\u4ee5\u5feb\u901f\u9a8c\u8bc1\u8f93\u51fa\u662f\u5426\u4e00\u81f4&#xff1a;<\/p>\n<p>\u76f8\u540c\u8f93\u5165<br \/>\n\u76f8\u540c\u6a21\u578b<br \/>\n\u76f8\u540c\u53c2\u6570<br \/>\n\u76f8\u540c\u8f93\u51fa\u54c8\u5e0c<\/p>\n<p>\u5982\u679c\u54c8\u5e0c\u53d1\u751f\u53d8\u5316&#xff0c;\u518d\u8fdb\u4e00\u6b65\u6392\u67e5\u7ebf\u7a0b\u3001\u7f16\u8bd1\u9009\u9879\u548c\u91c7\u6837\u914d\u7f6e\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e8c\u3001\u548c\u5e38\u89c4\u63a8\u7406\u65b9\u6848\u5982\u4f55\u9009\u62e9<\/h3>\n<table>\n<tr>\u9700\u6c42\u66f4\u9002\u5408\u7684\u65b9\u6848<\/tr>\n<tbody>\n<tr>\n<td>\u7814\u7a76\u5927\u6a21\u578b\u5982\u4f55\u5728\u4f4e\u5185\u5b58\u73af\u5883\u8fd0\u884c<\/td>\n<td>kimi-k3-in-c<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u5b9e\u65f6\u804a\u5929\u4f53\u9a8c<\/td>\n<td>GPU \u63a8\u7406\u540e\u7aef\u6216\u4e91\u7aef API<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u9ad8\u541e\u5410\u670d\u52a1<\/td>\n<td>\u4e13\u4e1a\u63a8\u7406\u6846\u67b6<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u8de8\u5e73\u53f0\u3001\u4f4e\u4f9d\u8d56\u7f16\u8bd1<\/td>\n<td>C\/C&#043;&#043;\/Rust \u8f7b\u91cf\u63a8\u7406\u5b9e\u73b0<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u786e\u5b9a\u6027\u56de\u5f52\u6d4b\u8bd5<\/td>\n<td>\u56fa\u5b9a\u53c2\u6570\u7684 CPU \u63a8\u7406\u5b9e\u73b0<\/td>\n<\/tr>\n<tr>\n<td>\u78c1\u76d8\u7a7a\u95f4\u6709\u9650<\/td>\n<td>\u66f4\u5c0f\u7684\u91cf\u5316\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u6307\u4ee4\u8ddf\u968f<\/td>\n<td>Instruct \u6216 Chat \u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u9700\u8981\u4f01\u4e1a\u7ea7\u90e8\u7f72<\/td>\n<td>\u7ecf\u8fc7\u538b\u6d4b\u548c\u9694\u79bb\u7684\u670d\u52a1\u5316\u63a8\u7406\u65b9\u6848<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u91cc\u6ca1\u6709\u7edd\u5bf9\u7684\u201c\u6700\u597d\u201d\u3002\u4e0d\u540c\u65b9\u6848\u4f18\u5316\u7684\u662f\u4e0d\u540c\u76ee\u6807&#xff1a;<\/p>\n<p>\u4f4e\u4f9d\u8d56<br \/>\n\u4f4e\u5185\u5b58<br \/>\n\u4f4e\u5ef6\u8fdf<br \/>\n\u9ad8\u541e\u5410<br \/>\n\u9ad8\u8d28\u91cf<br \/>\n\u6613\u90e8\u7f72<\/p>\n<p>\u8fd9\u4e9b\u6307\u6807\u4e4b\u95f4\u901a\u5e38\u5b58\u5728\u53d6\u820d\u3002<\/p>\n<hr \/>\n<h3>\u7ed3\u8bed&#xff1a;\u5b83\u8bc1\u660e\u7684\u662f\u201c\u53ef\u8fd0\u884c\u201d&#xff0c;\u4e0d\u662f\u201c\u53ef\u66ff\u4ee3\u201d<\/h3>\n<p>kimi-k3-in-c \u6700\u503c\u5f97\u5173\u6ce8\u7684\u5730\u65b9&#xff0c;\u4e0d\u662f\u201c2.78 \u4e07\u4ebf\u53c2\u6570\u201d\u8fd9\u4e2a\u6570\u5b57\u672c\u8eab&#xff0c;\u800c\u662f\u5b83\u628a\u8d85\u5927\u6a21\u578b\u63a8\u7406\u4e2d\u7684\u8d44\u6e90\u5173\u7cfb\u5c55\u793a\u5f97\u975e\u5e38\u76f4\u63a5&#xff1a;<\/p>\n<p>\u6a21\u578b\u8d8a\u5927<br \/>\n    \u2193<br \/>\n\u9700\u8981\u8bfb\u53d6\u7684\u6743\u91cd\u8d8a\u591a<br \/>\n    \u2193<br \/>\n\u5185\u5b58\u4e0d\u8db3\u65f6\u53ef\u4ee5\u8f6c\u5411\u78c1\u76d8\u6d41\u5f0f\u8bbf\u95ee<br \/>\n    \u2193<br \/>\n\u4f46\u5ef6\u8fdf\u548c\u5b58\u50a8\u6210\u672c\u4f1a\u663e\u8457\u4e0a\u5347<\/p>\n<p>8.24 GB \u5cf0\u503c\u5185\u5b58\u5e76\u4e0d\u610f\u5473\u7740 8 GB \u7535\u8111\u83b7\u5f97\u4e86\u4e00\u4e2a\u5b9e\u7528\u7684 2.78 \u4e07\u4ebf\u53c2\u6570\u804a\u5929\u6a21\u578b\u3002\u5b83\u610f\u5473\u7740\u5728\u7279\u5b9a\u5b9e\u73b0\u3001\u6a21\u578b\u6587\u4ef6\u548c\u6d4b\u8bd5\u6761\u4ef6\u4e0b&#xff0c;\u7a0b\u5e8f\u53ef\u4ee5\u4e0d\u628a\u5b8c\u6574\u6743\u91cd\u88c5\u8fdb\u5185\u5b58&#xff0c;\u4ecd\u7136\u5b8c\u6210\u63a8\u7406\u3002<\/p>\n<p>\u8fd9\u4e2a\u9879\u76ee\u771f\u6b63\u9002\u5408\u56de\u7b54\u7684\u95ee\u9898\u662f&#xff1a;<\/p>\n<p>\u5f53\u786c\u4ef6\u8d44\u6e90\u4e0d\u8db3\u4ee5\u5bb9\u7eb3\u5b8c\u6574\u6a21\u578b\u65f6&#xff0c;\u6211\u4eec\u80fd\u5426\u901a\u8fc7\u66f4\u6fc0\u8fdb\u7684 I\/O \u548c\u6267\u884c\u7b56\u7565&#xff0c;\u8ba9\u6a21\u578b\u81f3\u5c11\u201c\u8fd0\u884c\u8d77\u6765\u201d&#xff1f;<\/p>\n<p>\u5982\u679c\u76ee\u6807\u662f\u5b66\u4e60\u63a8\u7406\u5f15\u64ce\u3001\u7814\u7a76\u5185\u5b58\u5899\u3001\u89c2\u5bdf\u6743\u91cd\u6d41\u5f0f\u8bfb\u53d6&#xff0c;\u6216\u8005\u5efa\u7acb\u786e\u5b9a\u6027\u56de\u5f52\u6d4b\u8bd5&#xff0c;\u5b83\u5f88\u503c\u5f97\u9605\u8bfb\u548c\u5b9e\u9a8c\u3002<\/p>\n<p>\u5982\u679c\u76ee\u6807\u662f\u672c\u5730\u804a\u5929\u3001\u5b9e\u65f6\u751f\u6210\u6216\u642d\u5efa\u9ad8\u5e76\u53d1\u670d\u52a1&#xff0c;\u5219\u5e94\u4f18\u5148\u8003\u8651\u66f4\u5c0f\u7684\u91cf\u5316\u6a21\u578b\u3001\u4e13\u7528 CPU\/GPU \u63a8\u7406\u6846\u67b6&#xff0c;\u6216\u8005\u6258\u7ba1\u63a8\u7406\u670d\u52a1\u3002<\/p>\n<p>\u5728\u4ecb\u7ecd\u8fd9\u7c7b\u9879\u76ee\u65f6&#xff0c;\u81f3\u5c11\u5e94\u540c\u65f6\u5199\u6e05\u695a\u4e09\u4ef6\u4e8b&#xff1a;<\/p>\n<p>\u6743\u91cd\u6709\u591a\u5927<br \/>\n\u673a\u5668\u9700\u8981\u591a\u5c11\u78c1\u76d8<br \/>\n\u6bcf\u4e2a token \u9700\u8981\u7b49\u5f85\u591a\u4e45<\/p>\n<p>\u53ea\u5199\u201c8 GB \u5185\u5b58\u8dd1 2.78 \u4e07\u4ebf\u53c2\u6570\u201d&#xff0c;\u662f\u4e0d\u5b8c\u6574\u7684&#xff1b;\u628a\u78c1\u76d8\u3001\u5ef6\u8fdf\u3001\u6a21\u578b\u7c7b\u578b\u548c\u6d4b\u8bd5\u6761\u4ef6\u4e00\u8d77\u5199\u51fa\u6765&#xff0c;\u624d\u662f\u5bf9\u8bfb\u8005\u8d1f\u8d23\u7684\u6280\u672f\u8bc4\u6d4b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>GitHub\u6bcf\u65e5\u70ed\u8bc4&#xff5c;2.78 \u4e07\u4ebf\u53c2\u6570\u5982\u4f55\u5728 8.24 GB \u5185\u5b58\u4e2d\u8fd0\u884c&#xff1a;kimi-k3-in-c \u7684\u6d41\u5f0f\u63a8\u7406\u5b9e\u8df5\u672c\u6587\u5206\u6790 FareedKhan-dev\/kimi-k3-in-c \u6307\u5b9a\u4ed3\u5e93\u5feb\u7167 117e9d29bde1\u3002\u6587\u4e2d\u6027\u80fd\u6570\u636e\u6765\u81ea\u9879\u76ee\u4f5c\u8005\u516c\u5f00\u7684 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