{"id":50008,"date":"2025-07-30T20:52:40","date_gmt":"2025-07-30T12:52:40","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/50008.html"},"modified":"2025-07-30T20:52:40","modified_gmt":"2025-07-30T12:52:40","slug":"%e4%b8%80%e5%8f%b0%e6%9c%8d%e5%8a%a1%e5%99%a8%e6%92%91%e8%b5%b7%e4%b8%80%e4%b8%aaai%e5%9b%a2%e9%98%9f%ef%bc%9a%e4%b8%ad%e5%b0%8f%e4%bc%81%e4%b8%9a%e5%a6%82%e4%bd%95%e9%83%a8%e7%bd%b2%e7%a7%81","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/50008.html","title":{"rendered":"# \u4e00\u53f0\u670d\u52a1\u5668\u6491\u8d77\u4e00\u4e2aAI\u56e2\u961f\uff1a\u4e2d\u5c0f\u4f01\u4e1a\u5982\u4f55\u90e8\u7f72\u79c1\u6709\u5927\u6a21\u578b\uff1f\uff08\u975e\u5e38\u8be6\u7ec6\uff09\u4ece\u96f6\u57fa\u7840\u5230\u7cbe\u901a\uff0c\u6536\u85cf\u8fd9\u7bc7\u5c31\u591f\u4e86\uff01"},"content":{"rendered":"<p>\u201c\u6211\u4eec\u80fd\u4e0d\u80fd\u6709\u81ea\u5df1\u7684ChatGPT&#xff1f;\u201d \u201c\u4e70\u4e0d\u8d77100\u5f20\u5361&#xff0c;\u641e\u4e0d\u5b9a\u5927\u6570\u636e\u4e2d\u5fc3&#xff0c;\u4e5f\u80fd\u505aAI\u5417&#xff1f;\u201d \u201c\u4e00\u53f0\u670d\u52a1\u5668&#xff0c;\u5230\u5e95\u80fd\u6491\u8d77\u591a\u5c11\u667a\u80fd\u5e94\u7528&#xff1f;\u201d<\/p>\n<p>\u522b\u89c9\u5f97\u8fd9\u662f\u5e7b\u60f3&#xff0c;\u73b0\u5728\u8d8a\u6765\u8d8a\u591a\u7684\u4e2d\u5c0f\u4f01\u4e1a&#xff0c;\u6b63\u5728\u7528\u4e00\u53f0\u670d\u52a1\u5668&#xff0c;\u6084\u6084\u642d\u5efa\u5c5e\u4e8e\u81ea\u5df1\u7684\u201c\u79c1\u6709\u5927\u6a21\u578b\u201d&#xff0c;\u8dd1\u901a\u4ece\u8bad\u7ec3\u3001\u5fae\u8c03\u5230\u63a8\u7406\u843d\u5730\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n<p>\u4f60\u4ee5\u4e3a\u53ea\u6709\u5de8\u5934\u624d\u80fd\u641eAI&#xff1f;\u5176\u5b9e&#xff0c;\u7b97\u529b\u5e73\u6743\u65f6\u4ee3&#xff0c;\u521a\u521a\u5f00\u59cb\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u4e3a\u5565\u8fde\u4e2d\u5c0f\u4f01\u4e1a\u90fd\u5728\u641e\u5927\u6a21\u578b&#xff1f;<\/h3>\n<p>2025\u5e74\u4ee5\u540e&#xff0c;\u201c\u5927\u6a21\u578b\u5e73\u6c11\u5316\u201d\u8d8b\u52bf\u8d8a\u6765\u8d8a\u660e\u663e&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u56fd\u5185\u5916\u5f00\u6e90\u6a21\u578b\u4e95\u55b7&#xff1a;ChatGLM\u3001Baichuan\u3001Yi\u3001LLaMA\u3001Mistral\u2026\u2026<\/p>\n<\/li>\n<li>\n<p>\u5fae\u8c03\u6280\u672f\u95e8\u69db\u5927\u5e45\u964d\u4f4e&#xff1a;LoRA\u3001QLoRA\u7b49\u8ba9\u8bad\u7ec3\u53ea\u9700\u51e0\u4e2a\u5c0f\u65f6<\/p>\n<\/li>\n<li>\n<p>\u786c\u4ef6\u6210\u672c\u9aa4\u964d&#xff1a;\u9ad8\u6027\u4ef7\u6bd4\u663e\u5361\u5982RTX 4090\u3001\u4e8c\u624bA100\u5e02\u573a\u706b\u70ed<\/p>\n<\/li>\n<li>\n<p>\u6846\u67b6\u751f\u6001\u5b8c\u5584&#xff1a;\u4e00\u952e\u90e8\u7f72\u3001\u63a8\u7406\u670d\u52a1\u6210\u719f\u5316&#xff08;\u5982TextGen WebUI\u3001FastChat\u3001TGI&#xff09;<\/p>\n<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\u603b\u7ed3&#xff1a;\u4e0d\u662fAI\u95e8\u69db\u964d\u4f4e\u4e86&#xff0c;\u662f\u201c\u5165\u95e8\u7684\u8def\u5f84\u201d\u88ab\u6253\u901a\u4e86\u3002<\/p>\n<p>\u5f88\u591a\u4e2d\u5c0f\u4f01\u4e1a\u5f00\u59cb\u610f\u8bc6\u5230&#xff1a;\u4e0d\u5fc5\u7b49\u5de8\u5934\u5f00API&#xff0c;\u4f60\u81ea\u5df1\u4e5f\u80fd\u90e8\u7f72\u201c\u4f01\u4e1a\u7ea7\u667a\u80fd\u52a9\u624b\u201d&#xff0c;\u800c\u4e14\u2014\u2014\u6570\u636e\u4e0d\u51fa\u672c\u5730&#xff0c;\u8fd8\u66f4\u5b89\u5168\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u6700\u5c0f\u53ef\u884c\u7b97\u529b\u65b9\u6848&#xff1a;\u5361\u8981\u9009\u5bf9&#xff0c;\u522b\u4e71\u70e7\u94b1<\/h3>\n<p>\u6709\u4eba\u4e00\u542c\u90e8\u7f72\u5927\u6a21\u578b&#xff0c;\u8111\u5b50\u91cc\u7acb\u523b\u6d6e\u73b0\u201c\u4e0a\u767e\u5f20H100\u201d\u7684\u666f\u8c61\u3002\u5176\u5b9e&#xff0c;\u4e0d\u662f\u6240\u6709\u6a21\u578b\u90fd\u8981\u4e0a\u4e91\u3001\u4e0a\u96c6\u7fa4\u3002<\/p>\n<h4>\u2705 \u5b9e\u6218\u914d\u7f6e\u63a8\u8350&#xff08;\u4ee5\u4e2d\u5c0f\u4f01\u4e1a\/\u56e2\u961f\u7ea7\u4e3a\u4f8b&#xff09;&#xff1a;<\/h4>\n<table>\n<tr>\u9884\u7b97\u7ea7\u522b\u63a8\u8350\u663e\u5361\u663e\u5b58\u6027\u80fd\u9002\u914d\u6a21\u578b\u5907\u6ce8<\/tr>\n<tbody>\n<tr>\n<td>\u5165\u95e8\u7ea7<\/td>\n<td>RTX 4090<\/td>\n<td>24G<\/td>\n<td>Baichuan-7B \/ ChatGLM2<\/td>\n<td>\u4e00\u53f0\u673a\u5668\u641e\u5b9a&#xff0c;\u6027\u4ef7\u6bd4\u738b\u8005<\/td>\n<\/tr>\n<tr>\n<td>\u8fdb\u9636\u7ea7<\/td>\n<td>A100 40G&#xff08;\u4e8c\u624b&#xff09;<\/td>\n<td>40G<\/td>\n<td>ChatGLM3 \/ Yi-34B<\/td>\n<td>\u652f\u6301\u4e2d\u5927\u578b\u6a21\u578b\u63a8\u7406&#043;\u5fae\u8c03<\/td>\n<\/tr>\n<tr>\n<td>\u9ad8\u9636\u7ea7<\/td>\n<td>H100&#xff08;\u5355\u5361&#xff09;<\/td>\n<td>80G<\/td>\n<td>\u591a\u6a21\u6001&#043;\u9ad8\u541e\u5410\u9700\u6c42<\/td>\n<td>\u6210\u672c\u9ad8&#xff0c;\u4f46\u80fd\u62c9\u6ee1\u6027\u80fd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#x1f4cc; \u6ce8\u610f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e00\u5f20RTX 4090 &#043; 128G\u5185\u5b58 &#043; 2T NVMe SSD&#xff0c;\u5c31\u53ef\u4ee5\u641e\u5b9aChatGLM3\u63a8\u7406&#043;LoRA\u5fae\u8c03&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u82e5\u505a\u8bad\u7ec3&#xff0c;\u53ef\u8003\u8651\u4e24\u5f204090\u6216\u4e00\u5f20A100&#xff0c;\u642d\u914dNVLink\u6865\u63a5\u63d0\u5347\u6548\u7387&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5343\u4e07\u522b\u4e00\u4e0a\u6765\u5c31\u4e0a\u96c6\u7fa4&#xff0c;\u5148\u8dd1\u901a\u95ed\u73af\u518d\u8bf4&#xff01;<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e09\u3001\u4ece\u96f6\u642d\u5efa\u79c1\u6709\u5927\u6a21\u578b&#xff1a;\u4e00\u6761\u9f99\u6559\u7a0b<\/h3>\n<p>\u4f60\u4e5f\u53ef\u4ee5\u50cf\u4e0b\u9762\u8fd9\u6837&#xff0c;\u4e00\u6b65\u4e00\u6b65\u641e\u5b9a\u79c1\u6709\u5927\u6a21\u578b\u7cfb\u7edf&#xff1a;<\/p>\n<h4>\u2705 Step 1&#xff1a;\u7cfb\u7edf\u51c6\u5907<\/h4>\n<ul>\n<li>\n<p>Ubuntu 22.04 &#043; CUDA 12.1 &#043; Pytorch 2.1<\/p>\n<\/li>\n<li>\n<p>\u5b89\u88c5Miniconda&#xff0c;\u9694\u79bb\u73af\u5883<\/p>\n<\/li>\n<li>\n<p>\u9a71\u52a8\u3001\u4f9d\u8d56\u4e00\u6b21\u88c5\u5168&#xff08;\u63a8\u8350\u4f7f\u7528automatic1111\u6216Text Generation WebUI&#xff09;<\/p>\n<\/li>\n<\/ul>\n<h4>\u2705 Step 2&#xff1a;\u62c9\u6a21\u578b<\/h4>\n<ul>\n<li>\n<p>\u53bb HuggingFace \u4e0b\u8f7d ChatGLM3\u3001Baichuan \u7b49\u6743\u91cd<\/p>\n<\/li>\n<li>\n<p>\u6216\u4f7f\u7528\u955c\u50cf\u7ad9&#xff08;\u9632\u6b62\u901f\u5ea6\u592a\u6162&#xff09;<\/p>\n<\/li>\n<\/ul>\n<h4>\u2705 Step 3&#xff1a;\u5fae\u8c03\u8bad\u7ec3<\/h4>\n<ul>\n<li>\n<p>\u4f7f\u7528QLoRA\u7b49\u4f4e\u79e9\u5fae\u8c03\u6280\u672f<\/p>\n<\/li>\n<li>\n<p>\u672c\u5730\u8dd1&#xff1a;\u4ee57B\u6a21\u578b\u4e3a\u4f8b&#xff0c;\u8bad\u7ec3\u51e0\u4e2a\u5c0f\u65f6\u5373\u53ef\u5b8c\u6210\u7279\u5b9a\u4e1a\u52a1\u5fae\u8c03&#xff08;\u5982\u5ba2\u670d\u3001\u5408\u89c4\u5ba1\u67e5\u7b49&#xff09;<\/p>\n<\/li>\n<\/ul>\n<h4>\u2705 Step 4&#xff1a;\u90e8\u7f72\u4e0a\u7ebf<\/h4>\n<ul>\n<li>\n<p>\u4f7f\u7528 FastChat \/ TGI \u7b49\u63a8\u7406\u670d\u52a1\u6846\u67b6<\/p>\n<\/li>\n<li>\n<p>\u63d0\u4f9b REST API \/ Web UI \u63a5\u53e3&#xff0c;\u652f\u6301\u4f01\u4e1a\u5185\u90e8\u8c03\u7528<\/p>\n<\/li>\n<li>\n<p>\u53ef\u4ee5\u63a5\u5165\u98de\u4e66\u3001\u9489\u9489\u7b49\u529e\u516c\u5e73\u53f0&#xff0c;\u6253\u9020\u201c\u4f01\u4e1a\u79c1\u6709GPT\u52a9\u624b\u201d<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u56db\u3001\u81ea\u5efa VS \u4e91\u79df&#xff1a;3\u4e2a\u6708\u56de\u672c\u7684\u771f\u5b9e\u6848\u4f8b<\/h3>\n<p>\u4e00\u4e2a\u521b\u4e1a\u56e2\u961f\u505aSaaS\u5ba2\u670d\u52a9\u624b&#xff0c;\u7528\u4e86\u4e0b\u9762\u8fd9\u5957\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u91c7\u8d2d\u786c\u4ef6&#xff1a;1\u53f0\u53cc\u8def\u670d\u52a1\u5668 &#043; 2\u5f20RTX 4090 &#043; 128G\u5185\u5b58&#xff0c;\u603b\u8ba1\u7ea65\u4e07\u5143<\/p>\n<\/li>\n<li>\n<p>\u672c\u5730\u90e8\u7f72Baichuan2-13B&#xff0c;\u7ed3\u5408\u77e5\u8bc6\u5e93\u5fae\u8c03<\/p>\n<\/li>\n<li>\n<p>\u66ff\u4ee3\u539f\u5148\u6708\u79df2\u4e07\u5143\u7684OpenAI\u8c03\u7528\u6210\u672c<\/p>\n<\/li>\n<\/ul>\n<p>&#x1f4ca; \u6548\u679c\u5982\u4f55&#xff1f;<\/p>\n<ul>\n<li>\n<p>\u6a21\u578b\u54cd\u5e94\u5ef6\u8fdf\u964d\u4f4e\u5230800ms\u4ee5\u5185&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u6bcf\u6708\u8282\u7701\u8c03\u7528\u6210\u672c2\u4e07&#043;&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u672c\u5730\u6570\u636e\u4e0d\u51fa\u7f51&#xff0c;\u6ee1\u8db3\u5408\u89c4\u9700\u6c42&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u4ec52.5\u4e2a\u6708\u5b9e\u73b0\u6210\u672c\u56de\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u4e91\u670d\u52a1\u867d\u7136\u5f39\u6027\u597d&#xff0c;\u4f46\u6210\u672c\u9ad8\u3001\u4e0d\u53ef\u63a7&#xff0c;\u6570\u636e\u5916\u4f20\u98ce\u9669\u66f4\u5927\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u522b\u53ea\u76ef\u663e\u5361&#xff0c;\u641e\u61c2\u201c\u5e26\u5bbd&#043;\u8c03\u5ea6\u201d\u624d\u662f\u771f\u529f\u592b<\/h3>\n<p>\u5728\u5b9e\u9645\u90e8\u7f72\u8fc7\u7a0b\u4e2d&#xff0c;\u5f88\u591a\u4eba\u8e29\u5751\u4e0d\u662f\u56e0\u4e3a\u5361\u4e0d\u591f&#xff0c;\u800c\u662f\u5ffd\u89c6\u4e86&#xff1a;<\/p>\n<h4>\u26a0\ufe0f \u6570\u636e\u5e26\u5bbd\u74f6\u9888<\/h4>\n<ul>\n<li>\n<p>\u6a21\u578b\u63a8\u7406\u65f6&#xff0c;IO\u548c\u5185\u5b58\u5e26\u5bbd\u53ef\u80fd\u6210\u4e3a\u65b0\u74f6\u9888&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u786e\u4fddNVMe SSD\u8bfb\u5199 &gt;3000MB\/s&#xff0c;\u5185\u5b58\u5e26\u5bbd\u5145\u8db3\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>\u26a0\ufe0f \u4efb\u52a1\u8c03\u5ea6\u6df7\u4e71<\/h4>\n<ul>\n<li>\n<p>\u591a\u4efb\u52a1\u5e76\u53d1\u5bb9\u6613\u9020\u6210\u663e\u5361\u7a7a\u8f6c&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u63a8\u8350\u7528CUDA_VISIBLE_DEVICES &#043; nvidia-smi &#043; 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AI\u5de5\u7a0b\u5b9e\u8df5\u3002<\/p>\n<p>\u4f60\u4e0d\u9700\u8981\u4e00\u5f00\u59cb\u5c31\u505a\u641c\u7d22\u5f15\u64ce\u7ea7\u522b\u7684\u7cfb\u7edf&#xff0c;\u53ea\u8981&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7528\u4e00\u5f20\u5361\u8dd1\u901a\u6a21\u578b<\/p>\n<\/li>\n<li>\n<p>\u7528\u4e00\u4e2a\u5fae\u8c03\u6539\u51fa\u6548\u679c<\/p>\n<\/li>\n<li>\n<p>\u7528\u4e00\u4e2aAPI\u5b8c\u6210\u5185\u90e8\u96c6\u6210<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u5c31\u6bd490%\u7684\u4f01\u4e1a\u5feb\u4e86\u4e24\u6b65\u3002<\/p>\n<hr \/>\n<h3>&#x1f9e0; \u603b\u7ed3\u4e00\u4e0b&#xff1a;<\/h3>\n<table>\n<tr>\u6a21\u5757\u5b9e\u6218\u5efa\u8bae<\/tr>\n<tbody>\n<tr>\n<td>\u786c\u4ef6\u9009\u578b<\/td>\n<td>\u4f18\u5148\u7528RTX 4090\u6216A100&#xff0c;H100\u975e\u521a\u9700<\/td>\n<\/tr>\n<tr>\n<td>\u6846\u67b6\u751f\u6001<\/td>\n<td>HuggingFace &#043; FastChat \/ TGI 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