{"id":1798,"date":"2026-04-10T03:04:39","date_gmt":"2026-04-10T03:04:39","guid":{"rendered":"https:\/\/www.inforstack.com\/?p=1798"},"modified":"2026-04-10T03:04:41","modified_gmt":"2026-04-10T03:04:41","slug":"%e6%8a%80%e6%9c%af%e6%8c%87%e5%8d%97%ef%bc%9a%e7%ab%af%e4%be%a7-ai-%e7%9a%84%e6%96%b0%e6%a0%87%e6%9d%86-ministral-3b-14b-%e9%83%a8%e7%bd%b2%e4%b8%8e%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/www.inforstack.com\/index.php\/1798\/","title":{"rendered":"\u6280\u672f\u6307\u5357\uff1a\u7aef\u4fa7 AI \u7684\u65b0\u6807\u6746 \u2014\u2014 Ministral 3B &amp; 14B \u90e8\u7f72\u4e0e\u5b9e\u8df5"},"content":{"rendered":"\n<p><strong>1. \u6982\u8ff0\uff1a\u4e3a\u4ec0\u4e48\u9009\u62e9 Ministral \u7cfb\u5217\uff1f<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u968f\u7740 <strong>Ministral 3B<\/strong>&nbsp;\u548c <strong>Ministral 14B<\/strong>\uff08\u4ee3\u53f7\u201cLes Ministraux\u201d\uff09\u7684\u53d1\u5e03\uff0cMistral AI \u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u8fb9\u7f18\u4fa7\u6a21\u578b\u201d\u7684\u6027\u80fd\u4e0a\u9650\u3002\u8be5\u7cfb\u5217\u6a21\u578b\u4e13\u4e3a\u5b50\u8bed\u8a00\u4efb\u52a1\u8bbe\u8ba1\uff0c\u5728\u4fdd\u6301\u6781\u4f4e\u5ef6\u8fdf\u7684\u540c\u65f6\uff0c\u5728\u63a8\u7406\u3001\u89c4\u5212\u53ca\u6307\u4ee4\u9075\u5faa\u65b9\u9762\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u6c34\u5e73\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ministral 3B\uff1a<\/strong>\u00a0\u6781\u81f4\u7684\u6548\u7387\u3002\u9002\u7528\u4e8e\u667a\u80fd\u624b\u673a\u3001\u5d4c\u5165\u5f0f\u8bbe\u5907\u6216\u4f4e\u529f\u8017\u7b14\u8bb0\u672c\uff0c\u662f\u5b9e\u65f6\u7ffb\u8bd1\u548c\u7aef\u4fa7\u5206\u7c7b\u4efb\u52a1\u7684\u9996\u9009\u3002<\/li>\n\n\n\n<li><strong>Ministral 14B\uff1a<\/strong>\u00a0\u6027\u80fd\u4e0e\u529f\u8017\u7684\u5e73\u8861\u70b9\u3002\u5177\u5907 128k \u751a\u81f3\u66f4\u957f\uff08\u53d6\u51b3\u4e8e\u7248\u672c\uff09\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u80fd\u591f\u5904\u7406\u590d\u6742\u7684 RAG \u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>2. \u6838\u5fc3\u6280\u672f\u4f18\u52bf<\/strong><strong><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8d85\u957f\u4e0a\u4e0b\u6587\u611f\u77e5\uff1a<\/strong>\u00a0\u539f\u751f\u652f\u6301 <strong>128K<\/strong>\u00a0\u4e0a\u4e0b\u6587\uff0c\u6ee1\u8db3\u5904\u7406\u957f\u6587\u6863\u6216\u4ee3\u7801\u5e93\u7684\u9700\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u6307\u4ee4\u9075\u5faa\u4e13\u5bb6\uff1a<\/strong>\u00a0\u7ecf\u8fc7\u6df1\u5ea6\u6307\u4ee4\u5fae\u8c03\uff0c\u5728\u590d\u6742\u7684\u591a\u8f6e\u5bf9\u8bdd\u548c\u5de5\u5177\u8c03\u7528\uff08Function Calling\uff09\u4e2d\u8868\u73b0\u6781\u5176\u7a33\u5b9a\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6a21\u6001\u517c\u5bb9\u6027\uff1a<\/strong>\u00a0\u80fd\u591f\u65e0\u7f1d\u96c6\u6210\u5230\u591a\u6a21\u6001\u5de5\u4f5c\u6d41\u4e2d\uff0c\u4f5c\u4e3a\u5f3a\u5927\u7684\u903b\u8f91\u5904\u7406\u6838\u5fc3\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>3. \u672c\u5730\u5316\u90e8\u7f72\u6307\u5357<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5728\u672c\u5730\u73af\u5883\u83b7\u5f97\u6700\u4f73\u6027\u80fd\uff0c\u6211\u4eec\u63a8\u8350\u4f7f\u7528 <strong>Ollama<\/strong>&nbsp;\u6216 <strong>vLLM<\/strong>&nbsp;\u8fdb\u884c\u90e8\u7f72\u3002<\/p>\n\n\n\n<p><strong>3.1 \u73af\u5883\u51c6\u5907<\/strong><strong><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ministral 3B\uff1a<\/strong>\u00a0\u5efa\u8bae\u914d\u5907 8GB \u4ee5\u4e0a\u5185\u5b58\uff0c\u663e\u5b58 4GB \u5373\u53ef\u6d41\u7545\u8fd0\u884c\u3002<\/li>\n\n\n\n<li><strong>Ministral 14B\uff1a<\/strong>\u00a0\u5efa\u8bae\u914d\u5907 32GB \u4ee5\u4e0a\u5185\u5b58\uff0c\u663e\u5b58 12GB+\uff08\u5982 RTX 3060\/4070 \u53ca\u4ee5\u4e0a\uff09\u53ef\u83b7\u5f97\u6781\u901f\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>3.2 \u4f7f\u7528 Ollama \u4e00\u952e\u542f\u52a8<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u5728\u7ec8\u7aef\u4e2d\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n\n\n\n<p>Bash<\/p>\n\n\n\n<p># \u90e8\u7f72 3B \u7248\u672c\uff08\u9002\u5408\u5927\u591a\u6570\u666e\u901a\u8bbe\u5907\uff09<\/p>\n\n\n\n<p>ollama run ministral:3b<\/p>\n\n\n\n<p># \u90e8\u7f72 14B \u7248\u672c\uff08\u9002\u5408\u5f00\u53d1\u8005\u5de5\u4f5c\u7ad9\uff09<\/p>\n\n\n\n<p>ollama run ministral:14b<\/p>\n\n\n\n<p><strong>3.3 \u8fdb\u9636\u914d\u7f6e\uff1a\u4f7f\u7528 Docker \u4e0e vLLM<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u5bf9\u4e8e\u751f\u4ea7\u73af\u5883\uff0c\u53ef\u4ee5\u4f7f\u7528 vLLM \u8fdb\u884c\u9ad8\u5e76\u53d1\u90e8\u7f72\uff1a<\/p>\n\n\n\n<p>Bash<\/p>\n\n\n\n<p>docker run &#8211;gpus all \\<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;-v ~\/.cache\/huggingface:\/root\/.cache\/huggingface \\<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;-p 8000:8000 \\<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&#8211;ipc=host \\<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;vllm\/vllm-openai \\<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&#8211;model mistralai\/Ministral-14B-Instruct-2512<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>4. \u6027\u80fd\u8c03\u4f18\u5efa\u8bae (Optimization)<\/strong><strong><\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u91cf\u5316\u9009\u62e9\uff1a<\/strong>\u00a0\u4e3a\u4e86\u5728\u6709\u9650\u7684\u663e\u5b58\u4e2d\u8fd0\u884c 14B \u6a21\u578b\uff0c\u5efa\u8bae\u4f7f\u7528 <strong>Q4_K_M<\/strong>\u00a0\u6216 <strong>Q6_K<\/strong>\u00a0\u91cf\u5316\u683c\u5f0f\uff0c\u8fd9\u80fd\u5728\u6781\u5c0f\u7684\u7cbe\u5ea6\u635f\u5931\u4e0b\u663e\u8457\u63d0\u5347\u63a8\u7406\u901f\u5ea6\uff08Token\/s\uff09\u3002<\/li>\n\n\n\n<li><strong>KV \u7f13\u5b58\u4f18\u5316\uff1a<\/strong>\u00a0\u5728\u5904\u7406\u957f\u6587\u672c\u65f6\uff0c\u901a\u8fc7\u8bbe\u7f6e max_model_len \u548c\u542f\u7528 PagedAttention \u6280\u672f\uff0c\u53ef\u4ee5\u6709\u6548\u964d\u4f4e\u663e\u5b58\u538b\u529b\u5e76\u9632\u6b62 OOM\u3002<\/li>\n\n\n\n<li><strong>\u5e76\u53d1\u7b56\u7565\uff1a<\/strong>\u00a0\u5bf9\u4e8e Ministral 3B\uff0c\u7531\u4e8e\u5176\u53c2\u6570\u91cf\u6781\u5c0f\uff0c\u5efa\u8bae\u5f00\u542f\u591a\u8def\u5e76\u53d1\u5904\u7406\uff0c\u4ee5\u6700\u5927\u5316\u5229\u7528 CPU\/GPU \u7684\u541e\u5410\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>5. \u7ed3\u8bed\uff1a\u8ba9 AI \u89e6\u624b\u53ef\u53ca<\/strong><strong><\/strong><\/p>\n\n\n\n<p><strong>Ministral 3B &amp; 14B<\/strong>&nbsp;\u7684\u51fa\u73b0\u6807\u5fd7\u7740 AI \u6b63\u5728\u4ece\u4e2d\u5fc3\u5316\u7684\u4e91\u7aef\u52a0\u901f\u6d41\u5411\u5206\u6563\u7684\u8fb9\u7f18\u7aef\u3002\u65e0\u8bba\u662f\u6784\u5efa\u9690\u79c1\u4f18\u5148\u7684\u4e2a\u4eba\u52a9\u7406\uff0c\u8fd8\u662f\u5f00\u53d1\u4f4e\u5ef6\u8fdf\u7684\u5de5\u4e1a\u81ea\u52a8\u5316\u667a\u80fd\u4f53\uff0cMinistral \u7cfb\u5217\u90fd\u63d0\u4f9b\u4e86\u76ee\u524d\u5e02\u573a\u4e0a\u6700\u6210\u719f\u3001\u6700\u53ef\u9760\u7684\u6280\u672f\u65b9\u6848\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u76f8\u5173\u8d44\u6e90<\/strong><strong><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u6743\u91cd\uff1a<\/strong>\u00a0<a href=\"https:\/\/huggingface.co\/mistralai\"><u>Hugging Face \u5b98\u65b9\u4ed3\u5e93<\/u><\/a><\/li>\n\n\n\n<li><strong>\u5b9e\u6d4b\u6570\u636e\uff1a<\/strong>\u00a0<a href=\"https:\/\/www.aivi.fyi\/llms\/deploy-ministral-3-14b\"><u>Ministral vs. Llama 3.2 \u6df1\u5ea6\u8bc4\u6d4b\u62a5\u544a<\/u><\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u6280\u672f\u8d34\u58eb\uff1a<\/strong>&nbsp;\u5728\u90e8\u7f72 14B \u7248\u672c\u8fdb\u884c\u4ee3\u7801\u5f00\u53d1\u65f6\uff0c\u5efa\u8bae\u642d\u914d <strong>OpenClaw<\/strong>&nbsp;\u6216 <strong>Claude Code<\/strong>&nbsp;\u4f7f\u7528\uff0cMinistral \u7684\u6307\u4ee4\u5bf9\u9f50\u80fd\u529b\u4f1a\u663e\u8457\u63d0\u5347\u81ea\u52a8\u91cd\u6784\u4efb\u52a1\u7684\u6210\u529f\u7387\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>1. \u6982\u8ff0\uff1a\u4e3a\u4ec0\u4e48\u9009\u62e9 Ministral \u7cfb\u5217\uff1f \u968f\u7740 Ministral 3B&nbsp;\u548c Minist [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[23,1],"tags":[113,110,109,114,112,111],"class_list":["post-1798","post","type-post","status-publish","format-standard","hentry","category-23","category-1","tag-llm","tag-ministral","tag-mistralai","tag-ollama","tag-112","tag-111"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u6280\u672f\u6307\u5357\uff1a\u7aef\u4fa7 AI \u7684\u65b0\u6807\u6746 \u2014\u2014 Ministral 3B &amp; 14B \u90e8\u7f72\u4e0e\u5b9e\u8df5 \u4e0a\u6d77\u4e45\u6e5b\u4fe1\u606f\u79d1\u6280\u6709\u9650\u516c\u53f8<\/title>\n<meta name=\"description\" content=\"\u4e45\u6e5b,inforstack,\u4e0a\u6d77\u4e45\u6e5b,\u4e45\u6e5b\u79d1\u6280,\u5927\u6570\u636e\u5e94\u7528\u5e73\u53f0,\u751f\u6210\u5f0fBI,\u8d44\u4ea7\u8bc4\u7ea7,\u52a8\u7269\u623f\u7cfb\u7edf,\u5927\u8bed\u8a00\u6a21\u578b,\u673a\u5668\u5b66\u4e60,\u7535\u5b50\u5b9e\u9a8c\u8bb0\u5f55\u672c,ELN,IDBS,XLFIT,EWORKBOOK,\u6280\u672f\u6307\u5357,\u7aef\u4fa7 AI ,Ministral\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.inforstack.com\/index.php\/1798\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6280\u672f\u6307\u5357\uff1a\u7aef\u4fa7 AI \u7684\u65b0\u6807\u6746 \u2014\u2014 Ministral 3B &amp; 14B \u90e8\u7f72\u4e0e\u5b9e\u8df5 \u4e0a\u6d77\u4e45\u6e5b\u4fe1\u606f\u79d1\u6280\u6709\u9650\u516c\u53f8\" \/>\n<meta property=\"og:description\" content=\"\u4e45\u6e5b,inforstack,\u4e0a\u6d77\u4e45\u6e5b,\u4e45\u6e5b\u79d1\u6280,\u5927\u6570\u636e\u5e94\u7528\u5e73\u53f0,\u751f\u6210\u5f0fBI,\u8d44\u4ea7\u8bc4\u7ea7,\u52a8\u7269\u623f\u7cfb\u7edf,\u5927\u8bed\u8a00\u6a21\u578b,\u673a\u5668\u5b66\u4e60,\u7535\u5b50\u5b9e\u9a8c\u8bb0\u5f55\u672c,ELN,IDBS,XLFIT,EWORKBOOK,\u6280\u672f\u6307\u5357,\u7aef\u4fa7 AI ,Ministral\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.inforstack.com\/index.php\/1798\/\" \/>\n<meta property=\"og:site_name\" content=\"\u4e0a\u6d77\u4e45\u6e5b\u4fe1\u606f\u79d1\u6280\u6709\u9650\u516c\u53f8\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-10T03:04:39+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-10T03:04:41+00:00\" \/>\n<meta name=\"author\" content=\"inforstack\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"inforstack\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.inforstack.com\/index.php\/1798\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.inforstack.com\/index.php\/1798\/\"},\"author\":{\"name\":\"inforstack\",\"@id\":\"https:\/\/www.inforstack.com\/#\/schema\/person\/7527cd58ff72c2e945bb64ec92e992cc\"},\"headline\":\"\u6280\u672f\u6307\u5357\uff1a\u7aef\u4fa7 AI \u7684\u65b0\u6807\u6746 \u2014\u2014 Ministral 3B &amp; 14B 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