{"id":1383,"date":"2026-08-28T16:02:00","date_gmt":"2026-08-28T08:02:00","guid":{"rendered":"https:\/\/blog.5danyuan.com\/?p=1383"},"modified":"2026-09-03T16:05:39","modified_gmt":"2026-09-03T08:05:39","slug":"%e5%a6%82%e4%bd%95%e6%89%be%e5%88%b0%e9%80%82%e5%90%88%e8%87%aa%e5%b7%b1%e7%9a%84-llama-cpp-%e9%85%8d%e7%bd%ae","status":"publish","type":"post","link":"https:\/\/blog.5danyuan.com\/?p=1383","title":{"rendered":"\u5982\u4f55\u627e\u5230\u9002\u5408\u81ea\u5df1\u7684 llama.cpp \u914d\u7f6e"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4f17\u6240\u5468\u77e5\uff0cllama.cpp \u662f\u4e00\u4e2a\u4f7f\u7528 C++ \u6765\u5b9e\u73b0\u7684\u4e00\u4e2a\u5927\u6a21\u578b\u63a8\u7406\u5de5\u5177\uff0c\u4e0d\u4f9d\u8d56 python, pytorch\uff0c\u800c\u4e14\u6027\u80fd\u4e5f\u5f88\u597d\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u7684\u53c2\u6570\u8c03\u6574\u3002Ollama \u5e95\u5c42\u4e5f\u662f\u5c01\u88c5\u4e86\u8fd9\u4e2a\u5e93\uff0c\u63d0\u4f9b\u7ed9\u666e\u901a\u7528\u6237\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ollama \u7684\u8bbe\u7f6e\u5bf9\u4e8e AI\u751f\u6210\u4ee3\u7801\u8fd9\u6837\u7684\u4e13\u4e1a\u573a\u666f\u4e0b\uff0c\u4e0d\u4e00\u5b9a\u53ef\u4ee5\u53d1\u6325\u786c\u4ef6\u7684\u6700\u5927\u6027\u80fd\uff0c\u6240\u4ee5\u6709\u7684\u573a\u666f\uff0c\u8fd8\u662f\u4f1a\u6709\u4eba\u76f4\u63a5\u4f7f\u7528 llama.cpp \u6765\u52a0\u8f7d\u6a21\u578b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e Windows \u5e73\u53f0\uff0c\u6700\u76f4\u63a5\u7684\u65b9\u5f0f\u5c31\u662f\u4f7f\u7528 winget \u6765\u5b89\u88c5:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>winget install llama.cpp<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5929\u7684\u8fd9\u8fb9\u6587\u7ae0\uff0c\u8981\u548c\u5927\u5bb6\u5206\u4eab\u7684\u662f\u666e\u901a\u7684\u5f00\u53d1\u4eba\u5458\uff0c\u5982\u4f55\u7b80\u5355\u5feb\u901f\u5730\u5728\u672c\u5730\u4f7f\u7528 llama.cpp \u642d\u5efa\u8d77\u672c\u5730\u6a21\u578b\u3002\u5f53\u7136\uff0c\u4e0d\u53ef\u5426\u8ba4\uff0cOllama \u4f9d\u7136\u662f\u5f88\u4f18\u79c0\u7684\u5de5\u5177\uff0c\u5b83\u4eec\u662f\u76f8\u4e92\u8865\u5145\u800c\u4e0d\u662f\u66ff\u4ee3\u5176\u4e2d\u7684\u67d0\u4e00\u4e2a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u6b65\u4ece HF \u4e0a\u4e0b\u8f7d GGUF \u6a21\u578b\u6587\u4ef6\uff0c\u4e00\u822c\u800c\u8a00\u5927\u5bb6\u53ef\u4ee5\u4e0b\u8f7d Q4_K_M \u683c\u5f0f\u7684\u6587\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u6b65\uff0c\u8fd0\u884c\u6700\u57fa\u7840\u7684\u547d\u4ee4\uff1allama-server.exe -m .\\Qwen3.8-27B-UD-Q4_K_M.gguf -ngl 0 -fa off &#8211;spec-type none -c 1024\uff0c\u8bb0\u5f97\u6a21\u578b\u540d\u79f0\u6362\u6210\u4f60\u672c\u5730\u5b9e\u9645\u7684\u6a21\u578b\uff0c\u5148\u4fdd\u8bc1\u4f60\u673a\u5668\u53ef\u4ee5\u8dd1\u8d77\u6765\uff0c\u5982\u679c\u4f60\u6a21\u578b\u4e0d\u9002\u7528\u4f60\u7535\u8111\uff0c\u90a3\u4e48\u521d\u59cb\u5316\u5c31\u4f1a\u62a5\u9519\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u6b65\uff0c\u5f53\u53ef\u4ee5\u8fd0\u884c\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u8bbf\u95ee localhost:8080 \u8bbf\u95ee llama.cpp \u63d0\u4f9b\u7684\u7b80\u5355\u7f51\u9875\u7248\u804a\u5929\u5de5\u5177\uff0c\u968f\u4fbf\u8bf4\u70b9\u4ec0\u4e48\uff0c\u5728\u91cc\u9762\u4f60\u4f1a\u770b\u5230\u751f\u6210\u7684 token \u901f\u5ea6\uff0cQwen3.8 \u5728\u6211\u673a\u5668\u4e0a\u53ea\u6709 2t\/s\uff0c\u591f\u6162\u7684\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u56db\u6b65\uff0c\u7ed3\u675f\u5e76\u8fd0\u884c\u65b0\u7684\u547d\u4ee4\uff1allama-server.exe -m .\\Qwen3.8-27B-UD-Q4_K_M.gguf -ngl 10 -fa off &#8211;spec-type none -c 1024\uff0c\u53ef\u4ee5\u770b\u5230\u53d8\u5316\u662f ngl \u4ece 0 \u53d8\u5230\u4e86 10\uff0c\u4f60\u5c31\u53ef\u4ee5\u89c2\u5bdf\u5185\u5b58\u548c\u663e\u5b58\u7684\u5360\u7528\u60c5\u51b5\uff0c\u5982\u679c\u5141\u8bb8\u6ca1\u6709\u95ee\u9898\uff0c\u5c31\u4ee5\u6b65\u957f 10\uff0c\u9010\u6b65\u6dfb\u52a0\uff0c\u540c\u65f6\u4e5f\u589e\u52a0 -c \u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e94\u6b65\uff0c\u6253\u5f00 mtp\uff0c\u6267\u884c\u4e0b\u9762\u7684\u547d\u4ee4 llama-server.exe -m .\\Qwen3.8-27B-UD-Q4_K_M.gguf -ngl 20 -fa on &#8211;spec-type draft-mtp -c 1024, \u53ef\u4ee5\u770b\u5f00\u542f mtp \u540e\uff0c\u662f\u5426\u53ef\u4ee5\u521d\u59cb\u5316\u6210\u529f\uff0c\u4e00\u822c\u800c\u8a00\u542f\u7528\u4e86 mtp \uff0c\u751f\u6210 token \u7684\u901f\u5ea6\u4f1a\u589e\u52a0\uff0c\u5982\u679c\u4f60\u53d1\u73b0\u6ca1\u6709\u6548\u679c\uff0c\u5e94\u8be5\u53ca\u65f6\u5173\u95ed\uff0c\u5426\u5219\u5f97\u4e0d\u507f\u5931\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u6211\u7684\u673a\u5668\uff0c\u6700\u540e\u505c\u7559\u5728 llama-server.exe -m .\\Qwen3.8-27B-UD-Q4_K_M.gguf -ngl 10 -fa on &#8211;spec-type draft-mtp -c 32768 \u8fd9\u4e2a\u53c2\u6570\u4e0a\u9762\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u5bb6\u53ef\u4ee5\u81ea\u5df1\u8bd5\u4e00\u8bd5\uff0c\u6ca1\u6709\u6700\u597d\u7684\uff0c\u53ea\u6709\u5408\u9002\u7684\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f17\u6240\u5468\u77e5\uff0cllama.cpp \u662f\u4e00\u4e2a\u4f7f\u7528 C++ \u6765\u5b9e\u73b0\u7684\u4e00\u4e2a\u5927\u6a21\u578b\u63a8\u7406\u5de5\u5177\uff0c\u4e0d\u4f9d\u8d56 python, pyto [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[321,308,5],"tags":[364],"class_list":["post-1383","post","type-post","status-publish","format-standard","hentry","category-ai","category-308","category-daily","tag-ai"],"_links":{"self":[{"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=\/wp\/v2\/posts\/1383","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1383"}],"version-history":[{"count":1,"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=\/wp\/v2\/posts\/1383\/revisions"}],"predecessor-version":[{"id":1384,"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=\/wp\/v2\/posts\/1383\/revisions\/1384"}],"wp:attachment":[{"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1383"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1383"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.5danyuan.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}