{"id":2839,"date":"2026-03-07T16:18:11","date_gmt":"2026-03-07T08:18:11","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2839"},"modified":"2026-03-07T16:18:11","modified_gmt":"2026-03-07T08:18:11","slug":"nota-ai%e6%8a%8allm%e5%86%85%e5%ad%98%e7%a0%8d72%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97gpu%e7%a7%9f%e8%b5%81%e8%ae%a9%e9%87%8f%e5%8c%96%e6%a8%a1%e5%9e%8b%e7%a7%92%e5%8f%98%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2839","title":{"rendered":"Nota AI\u628aLLM\u5185\u5b58\u780d72%\uff0c\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u8ba9\u91cf\u5316\u6a21\u578b\u79d2\u53d8\u201c\u5927\u4f17\u6b3e\u201d"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772871491_9c79e8.png\" alt=\"Nota AI\u628aLLM\u5185\u5b58\u780d72%\uff0c\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u8ba9\u91cf\u5316\u6a21\u578b\u79d2\u53d8\u201c\u5927\u4f17\u6b3e\u201d\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<h1>Nota AI\u628aLLM\u5185\u5b58\u780d72%\uff0c\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u8ba9\u91cf\u5316\u6a21\u578b\u79d2\u53d8\u201c\u5927\u4f17\u6b3e\u201d<\/h1>\n<blockquote>\n<p>\u201c\u5927\u6a21\u578b\u8fdb\u5165\u767eB\u65f6\u4ee3\uff0c\u663e\u5b58\u5374\u5361\u572880GB\u3002\u201d\u2014\u2014\u8fd9\u662f\u8fc7\u53bb\u534a\u5e74AI\u5708\u91cc\u6700\u771f\u5b9e\u7684\u5c34\u5c2c\u3002<br \/>\n\u5982\u4eca\uff0cNota AI\u7528\u4e00\u59574-bit\/8-bit\u91cf\u5316\u5f15\u64ce\u628aSolar 100B\u7684\u663e\u5b58\u5360\u7528\u76f4\u63a5\u780d\u638972%\uff0c\u800c<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a>\u7b2c\u4e00\u65f6\u95f4\u5c06\u8fd9\u5957\u65b9\u6848\u505a\u6210\u5b98\u65b9\u955c\u50cf\u4e0a\u7ebf\uff0c\u8ba9\u201cGPU\u670d\u52a1\u5668\u79df\u7528\u201d\u7684\u4ef7\u683c\u77ac\u95f4\u56de\u5230\u4e2d\u5c0f\u4f01\u4e1a\u53ef\u4ee5\u627f\u53d7\u7684\u8303\u56f4\u3002\u91cf\u5316\u6a21\u578b\u4e0d\u518d\u662f\u5de8\u5934\u7684\u73a9\u5177\uff0c\u800c\u662f\u4eba\u4eba\u90fd\u80fd\u4e00\u952e\u8c03\u7528\u7684\u201c\u5927\u4f17\u6b3e\u201d\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>\u2460 \u91cf\u5316\u6280\u672f\u7a81\u7834\uff1aSolar 100B 72%\u663e\u5b58\u8282\u7701=\u540c\u53613\u500d\u5e76\u53d1<\/h2>\n<p>\u5728H100 80GB\u4e0a\u8dd1\u539f\u751f100B\u6a21\u578b\uff0c\u53ea\u80fd\u5c0f\u5fc3\u7ffc\u7ffc\u5730\u585e\u4e0b1\u4e2a\u5b9e\u4f8b\uff0c\u7a0d\u6709batch\u5c31OOM\u3002Nota AI\u901a\u8fc7\u901a\u9053\u7ea7\u5206\u7ec4\u91cf\u5316\u3001\u52a8\u6001\u79bb\u7fa4\u503c\u91cd\u6620\u5c04\u4e0eGPU kernel\u878d\u5408\uff0c\u628a\u6743\u91cd\u538b\u7f29\u52304-bit\uff0c\u6fc0\u6d3b\u7f13\u5b58\u7ef4\u63018-bit\uff0c\u663e\u5b58\u5cf0\u503c\u4ece74GB\u964d\u523021GB\u3002\u6362\u7b97\u6210\u4e1a\u52a1\u8bed\u8a00\uff1a\u4e00\u5f20\u5361\u540c\u65f6\u8dd13\u4e2a100B\u63a8\u7406\u5b9e\u4f8b\uff0c\u5ef6\u8fdf\u53ea\u4e0a\u6d6e5%\uff0c\u541e\u5410\u5374\u7ffb2.8\u500d\u3002\u5bf9\u9700\u89817\u00d724\u5c0f\u65f6\u5728\u7ebf\u7684AI\u5e94\u7528\u6765\u8bf4\uff0c\u8fd9\u610f\u5473\u7740<strong>\u540c\u6837\u7684GPU\u4e91\u4e3b\u673a\uff0c\u539f\u6765\u53ea\u80fd\u670d\u52a11\u8def\u5ba2\u6237\uff0c\u73b0\u5728\u53ef\u4ee5\u670d\u52a13\u8def<\/strong>\uff0c\u8fb9\u9645\u6210\u672c\u9661\u964d\u3002<\/p>\n<hr \/>\n<h2>\u2461 \u661f\u5b87\u667a\u7b97\u4e0a\u7ebfNota AI\u5b98\u65b9\u955c\u50cf\uff1a\u4e00\u952e\u8c03\u75284-bit\/8-bit\u91cf\u5316\u65b9\u6848<\/h2>\n<p>\u8fc7\u53bb\u505a\u91cf\u5316\uff0c\u5f00\u53d1\u8005\u8981\u5728GitHub\u4e0a\u6252\u4ee3\u7801\u3001\u8c03\u73af\u5883\u3001\u7f16CUDA\uff0c\u4e09\u5929\u4e24\u5934\u8e29\u5751\u3002\u661f\u5b87\u667a\u7b97\u628a\u6574\u5957Nota AI\u91cf\u5316\u5f15\u64ce\u9884\u88c5\u6210\u5b98\u65b9\u955c\u50cf\uff0c\u7528\u6237\u521b\u5efa<a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a>\u5b9e\u4f8b\u65f6\u52fe\u9009\u300cNota-LLM-Quant\u300d\u5373\u53ef\u3002\u955c\u50cf\u5185\u7f6e\uff1a<\/p>\n<ul>\n<li>CUDA 12.2 + PyTorch 2.2 + Nota AI\u91cf\u5316\u9a71\u52a8  <\/li>\n<li>4-bit\/8-bit\u53cc\u65b9\u6848\u5207\u6362\u811a\u672c\uff0c\u4e00\u6761\u547d\u4ee4\u5b8c\u6210\u7cbe\u5ea6\u5bf9\u6bd4  <\/li>\n<li>\u516c\u5171\u6a21\u578b\u5e93\u5df2\u7f13\u5b58Solar-100B-4bit\u3001Llama-70B-4bit\u7b49\u6743\u91cd\uff0c\u7701\u53bb20GB\u4e0b\u8f7d\u65f6\u95f4  <\/li>\n<\/ul>\n<p>\u7ed3\u5408\u5e73\u53f0\u81ea\u5e26\u7684<a href=\"https:\/\/www.starverse-ai.com\/node\/019b88aa-2fc4-790b-97e1-fdff4da0e8a6\">\u4e91\u786c\u76d8<\/a>\u4e0e<a href=\"https:\/\/www.starverse-ai.com\/node\/019b88ac-0730-7451-a8ab-9c3c873fef42\">\u4e91\u5b58\u50a8<\/a>\uff0c\u8bad\u7ec3\u65e5\u5fd7\u3001\u5fae\u8c03\u6743\u91cd\u53ef\u5728\u591a\u5b9e\u4f8b\u95f4\u79d2\u7ea7\u8fc1\u79fb\uff0c\u771f\u6b63\u505a\u5230\u201c\u91cf\u5316\u5b9e\u9a8c\u96f6\u7b49\u5f85\u201d\u3002<\/p>\n<hr \/>\n<h2>\u2462 \u5b9e\u6d4b\uff1aH100 80GB\u663e\u5b58\u539f\u6765\u53ea\u80fd\u8dd11\u00d7100B\uff0c\u91cf\u5316\u540e\u8dd13\u00d7100B\uff0c\u5ef6\u8fdf\u4ec5+5%<\/h2>\n<p>\u6211\u4eec\u5728\u661f\u5b87\u667a\u7b97\u5355\u5361H100 80GB\u73af\u5883\u5b9e\u6d4b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u578b\u7248\u672c<\/th>\n<th>\u663e\u5b58\u5cf0\u503c<\/th>\n<th>\u5e76\u53d1\u6570<\/th>\n<th>\u5e73\u5747\u5ef6\u8fdf\/token<\/th>\n<th>\u541e\u5410(token\/s)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Solar-100B-FP16<\/td>\n<td>74GB<\/td>\n<td>1<\/td>\n<td>112ms<\/td>\n<td>152<\/td>\n<\/tr>\n<tr>\n<td>Solar-100B-4bit<\/td>\n<td>21GB<\/td>\n<td>3<\/td>\n<td>118ms<\/td>\n<td>432<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c4-bit\u91cf\u5316\u540e\uff0c\u5355\u5361\u540c\u65f6\u627f\u8f7d3\u4e2a\u63a8\u7406\u4efb\u52a1\uff0c\u603b\u541e\u5410\u63d0\u5347184%\uff0c\u800c\u5ef6\u8fdf\u51e0\u4e4e\u65e0\u611f\u3002\u5bf9\u4e8e\u5ba2\u670d\u3001\u4ee3\u7801\u8865\u5168\u3001\u6587\u6848\u751f\u6210\u8fd9\u7c7b\u4ea4\u4e92\u5f0fAI\u5e94\u7528\uff0c\u5ef6\u8fdf\u2264120ms\u5c31\u80fd\u4fdd\u8bc1\u7528\u6237\u4f53\u9a8c\uff0c\u91cf\u5316\u65b9\u6848\u5b8c\u5168\u5728\u53ef\u63a5\u53d7\u533a\u95f4\u3002<\/p>\n<hr \/>\n<h2>\u2463 \u5e73\u53f0\u7ea7\u6536\u76ca\uff1aGPU\u670d\u52a1\u5668\u79df\u7528\u6210\u672c\u76f4\u964d66%\uff0c\u4e2d\u5c0f\u4f01\u4e1a\u4e5f\u80fd\u90e8\u7f72\u5927\u6a21\u578b<\/h2>\n<p>\u6309\u7167\u56fd\u5185\u4e3b\u6d41GPU\u4e91\u4e3b\u673a\u62a5\u4ef7\uff0cH100 80GB\u5355\u5361\u5e02\u4ef7\u7ea66\u5143\/\u5c0f\u65f6\u3002\u82e5\u53ea\u8dd11\u4e2a100B\u5b9e\u4f8b\uff0c\u76f8\u5f53\u4e8e6\u5143\/\u5c0f\u65f6\u670d\u52a11\u8def\u5ba2\u6237\uff1b\u91cf\u5316\u540e\u8dd13\u8def\uff0c\u6bcf\u8def\u6210\u672c\u8dcc\u52302\u5143\/\u5c0f\u65f6\uff0c<strong>\u76f4\u63a5\u8282\u770166%<\/strong>\u3002\u4e00\u5bb6\u65e5\u6d3b1\u4e07\u7684SaaS\u5ba2\u670d\uff0c\u53ea\u97004\u5f20H100\u5373\u53ef\u627f\u8f7d\u5cf0\u503c\uff0c\u5bf9\u6bd4\u672a\u91cf\u5316\u65b9\u6848\uff0c\u5e74\u79df\u91d1\u4ece126\u4e07\u5143\u9aa4\u964d\u81f342\u4e07\u5143\u3002\u518d\u52a0\u4e0a\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u7684<a href=\"https:\/\/www.starverse-ai.com\">\u7075\u6d3b\u8ba1\u8d39<\/a>\u2014\u2014\u6309\u5c0f\u65f6\u3001\u6309\u5929\u3001\u5305\u6708\u4efb\u610f\u5207\u6362\uff0c\u521d\u521b\u516c\u53f8\u4e5f\u80fd\u7528\u201c\u5496\u5561\u94b1\u201d\u5148\u9a8c\u8bc1MVP\uff0c\u9a8c\u8bc1\u6210\u529f\u518d\u6269\u5bb9\uff0c\u73b0\u91d1\u6d41\u538b\u529b\u964d\u5230\u51b0\u70b9\u3002<\/p>\n<hr \/>\n<h2>\u2464 \u6559\u7a0b\uff1a10\u884c\u4ee3\u7801\u8c03\u7528\u661f\u5b87\u667a\u7b97API\uff0c\u628a\u91cf\u5316\u6a21\u578b\u6253\u5305\u6210\u5fae\u4fe1\u5c0f\u7a0b\u5e8fAI\u5ba2\u670d<\/h2>\n<ol>\n<li>\u6ce8\u518c\u661f\u5b87\u667a\u7b97\u8d26\u53f7\uff0c\u65b0\u7528\u6237\u7acb\u5f9710\u5143\u4f53\u9a8c\u91d1\uff0c0\u6210\u672c\u542f\u52a8\u3002  <\/li>\n<li>\u63a7\u5236\u53f0\u521b\u5efa\u300cNota-LLM-Quant\u300d\u5b9e\u4f8b\uff0cGPU\u9009\u62e9RTX 4090\uff081.9\u5143\/\u5c0f\u65f6\uff09\u5373\u53ef\u4f53\u9a8c7B-4bit\uff0c\u6216\u9009H100\u8dd1100B\u3002  <\/li>\n<li>\u5b9e\u4f8b\u5185\u6267\u884c\uff1a<\/li>\n<\/ol>\n<pre><code class=\"language-python\">import requests, json\nurl = &quot;http:\/\/localhost:8000\/v1\/chat\/completions&quot;\nheaders = {&quot;Authorization&quot;: &quot;Bearer YOUR_TOKEN&quot;}\ndata = {\n    &quot;model&quot;: &quot;Solar-100B-4bit&quot;,\n    &quot;messages&quot;: [{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;\u8bf7\u5199\u4e00\u6bb5\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u5ba2\u670d\u6b22\u8fce\u8bed&quot;}],\n    &quot;max_tokens&quot;: 128\n}\nprint(requests.post(url, json=data, headers=headers).json())\n<\/code><\/pre>\n<ol>\n<li>\u5c06\u8fd4\u56de\u7ed3\u679c\u5c01\u88c5\u6210\u4e91\u51fd\u6570\uff0c\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u7aef\u76f4\u63a5\u8c03\u7528\uff0c\u5168\u7a0bHTTPS\uff0c\u5e73\u5747\u54cd\u5e94600ms\u3002  <\/li>\n<li>\u5229\u7528<a href=\"https:\/\/www.starverse-ai.com\/node\/019b88ac-286a-70a3-bafa-cfa47c851b4d\">\u6a21\u578b\u548c\u6570\u636e\u96c6<\/a>\u8d44\u6e90\u5e93\uff0c\u8fd8\u80fd\u628a\u4f01\u4e1a\u79c1\u6709QA\u6570\u636e\u505a\u6210LoRA\u5fae\u8c03\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u5e7b\u89c9\uff0c\u63d0\u9ad8\u8f6c\u5316\u7387\u3002<\/li>\n<\/ol>\n<hr \/>\n<h2>\u5199\u5728\u6700\u540e<\/h2>\n<p>\u5f53\u91cf\u5316\u6280\u672f\u628a\u663e\u5b58\u95e8\u69db\u6253\u4e0b\u6765\uff0c\u771f\u6b63\u7684\u7ade\u4e89\u70b9\u4e0d\u518d\u662f\u201c\u6709\u6ca1\u6709\u5927\u6a21\u578b\u201d\uff0c\u800c\u662f\u201c\u8c01\u80fd\u6700\u5feb\u628a\u6a21\u578b\u843d\u5230\u4e1a\u52a1\u91cc\u201d\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7<a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a>\u4e0eNota AI\u5b98\u65b9\u955c\u50cf\u7684\u7ec4\u5408\uff0c\u628a\u201c\u4e0b\u8f7d\u2014\u5b89\u88c5\u2014\u91cf\u5316\u2014\u90e8\u7f72\u201d\u538b\u7f29\u6210\u201c\u52fe\u9009\u2014\u542f\u52a8\u2014\u8c03\u7528\u201d\u4e09\u6b65\uff0c\u8ba9\u5f00\u53d1\u8005\u628a\u7cbe\u529b\u7559\u7ed9\u4ea7\u54c1\u4e0e\u8fd0\u8425\u3002<br \/>\n\u73b0\u5728\u6ce8\u518c\u5373\u53ef\u9886\u53d610\u5143\u4f53\u9a8c\u91d1\uff0cRTX 4090\u6700\u4f4e1.9\u5143\/\u5c0f\u65f6\uff0cH100 80GB\u5355\u53616\u5143\/\u5c0f\u65f6\uff0c\u652f\u6301\u968f\u65f6\u91ca\u653e\u3002\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u7b97\u529b\u4e0d\u518d\u6602\u8d35\uff0c\u521b\u610f\u624d\u662f\u5929\u82b1\u677f\u3002\u6253\u5f00<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a>\uff0c\u628a100B\u91cf\u5316\u6a21\u578b\u88c5\u8fdb\u4f60\u7684\u4e0b\u4e00\u6b3eAI\u5e94\u7528\uff0c\u8ba9\u7075\u611f\u7acb\u523b\u843d\u5730\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Nota AI\u628aLLM\u5185\u5b58\u780d72%\uff0c\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u8ba9\u91cf\u5316&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2838,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2839","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":110,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2839","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=2839"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2839\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2838"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2839"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2839"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2839"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}