{"id":30647,"date":"2025-04-20T23:50:59","date_gmt":"2025-04-20T15:50:59","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/30647.html"},"modified":"2025-04-20T23:50:59","modified_gmt":"2025-04-20T15:50:59","slug":"%e6%88%91%e6%83%b3%e8%87%aa%e5%b7%b1%e7%bb%84%e8%a3%85%e4%b8%80%e5%8f%b0%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%8c%e5%be%ae%e8%b0%83%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%80%9a%e4%b9%89%e5%8d%83%e9%97%ae2-5-omni-72","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/30647.html","title":{"rendered":"\u6211\u60f3\u81ea\u5df1\u7ec4\u88c5\u4e00\u53f0\u670d\u52a1\u5668\uff0c\u5fae\u8c03\u5927\u6a21\u578b\u901a\u4e49\u5343\u95ee2.5 Omni 72B\uff0c\u4f46\u662f\u6211\u662f\u4e2a\u4eba\u8d2d\u4e70\uff0c\u8d44\u91d1\u975e\u5e38\u6709\u9650\uff0c\u6700\u7701\u7684\u65b9\u6848"},"content":{"rendered":"<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%F0%9F%A7%A0%20%E9%A6%96%E5%85%88%E6%88%91%E4%BB%AC%E8%A6%81%E6%90%9E%E6%B8%85%E6%A5%9A%E5%87%A0%E4%B8%AA%E6%A0%B8%E5%BF%83%E7%82%B9%EF%BC%9A-toc\" style=\"margin-left:40px\">\ud83e\udde0 \u9996\u5148\u6211\u4eec\u8981\u641e\u6e05\u695a\u51e0\u4e2a\u6838\u5fc3\u70b9\uff1a<\/p>\n<p id=\"%F0%9F%8E%AF%20%E7%9B%AE%E6%A0%87%EF%BC%9A%E5%BE%AE%E8%B0%83%20Qwen2.5-Omni-72B-toc\" style=\"margin-left:80px\">\ud83c\udfaf \u76ee\u6807\uff1a\u5fae\u8c03 Qwen2.5-Omni-72B<\/p>\n<p id=\"%F0%9F%9A%A8%20%E7%8E%B0%E5%AE%9E%E9%97%AE%E9%A2%98%EF%BC%9A%E4%BD%9C%E4%B8%BA%E4%B8%AA%E4%BA%BA%E7%94%A8%E6%88%B7%EF%BC%8C72B%20%E6%A8%A1%E5%9E%8B%E5%87%A0%E4%B9%8E%E6%97%A0%E6%B3%95%E8%B4%9F%E6%8B%85%E5%85%A8%E9%87%8F%E5%BE%AE%E8%B0%83-toc\" style=\"margin-left:40px\">\ud83d\udea8 \u73b0\u5b9e\u95ee\u9898\uff1a\u4f5c\u4e3a\u4e2a\u4eba\u7528\u6237\uff0c72B \u6a21\u578b\u51e0\u4e4e\u65e0\u6cd5\u8d1f\u62c5\u5168\u91cf\u5fae\u8c03<\/p>\n<p id=\"%F0%9F%92%B8%20%E5%85%A8%E9%87%8F%E5%BE%AE%E8%B0%83%E7%A1%AC%E4%BB%B6%E9%9C%80%E6%B1%82%EF%BC%9A-toc\" style=\"margin-left:80px\">\ud83d\udcb8 \u5168\u91cf\u5fae\u8c03\u786c\u4ef6\u9700\u6c42\uff1a<\/p>\n<p id=\"%E2%9C%85%20%E6%9C%80%E7%9C%81%E7%9A%84%E4%B8%AA%E4%BA%BA%E6%96%B9%E6%A1%88%EF%BC%9A%E4%B8%8D%E7%BB%84%2072B%EF%BC%8C%E5%8F%AA%E8%AE%AD%E7%BB%83%20Qwen2.5-Omni-7B%20%E6%88%96%2014B-toc\" style=\"margin-left:40px\">\u2705 \u6700\u7701\u7684\u4e2a\u4eba\u65b9\u6848\uff1a\u4e0d\u7ec4 72B\uff0c\u53ea\u8bad\u7ec3 Qwen2.5-Omni-7B \u6216 14B<\/p>\n<p id=\"%F0%9F%92%A1%20%E6%8E%A8%E8%8D%90%E6%96%B9%E6%A1%88%20A%EF%BC%9A%E4%B8%AA%E4%BA%BA%E6%A1%8C%E9%9D%A2%E7%BA%A7%E5%A4%9A%E5%8D%A1%E8%AE%AD%E7%BB%83%E6%9C%8D%E5%8A%A1%E5%99%A8%EF%BC%88%E6%80%A7%E4%BB%B7%E6%AF%94%E6%9C%80%E9%AB%98%EF%BC%89-toc\" style=\"margin-left:40px\">\ud83d\udca1 \u63a8\u8350\u65b9\u6848 A\uff1a\u4e2a\u4eba\u684c\u9762\u7ea7\u591a\u5361\u8bad\u7ec3\u670d\u52a1\u5668\uff08\u6027\u4ef7\u6bd4\u6700\u9ad8\uff09<\/p>\n<p id=\"%F0%9F%A7%B1%20%E9%85%8D%E7%BD%AE%E6%B8%85%E5%8D%95%EF%BC%88%E6%8E%A8%E8%8D%90%203090%2F4090%20%E6%88%96%E4%BA%8C%E6%89%8B%20A6000%EF%BC%89-toc\" style=\"margin-left:80px\">\ud83e\uddf1 \u914d\u7f6e\u6e05\u5355\uff08\u63a8\u8350 3090\/4090 \u6216\u4e8c\u624b A6000\uff09<\/p>\n<p id=\"%F0%9F%AA%84%20%E6%8E%A8%E8%8D%90%E8%AE%AD%E7%BB%83%E6%96%B9%E5%BC%8F%EF%BC%88%E7%9C%81%E8%B5%84%E6%BA%90%EF%BC%89-toc\" style=\"margin-left:40px\">\ud83e\ude84 \u63a8\u8350\u8bad\u7ec3\u65b9\u5f0f\uff08\u7701\u8d44\u6e90\uff09<\/p>\n<p id=\"1.%20%E7%94%A8%20QLoRA%20%2B%20PEFT%20%E6%96%B9%E5%BC%8F%E5%BE%AE%E8%B0%83%207B%20%2F%2014B-toc\" style=\"margin-left:80px\">1. \u7528 QLoRA + PEFT \u65b9\u5f0f\u5fae\u8c03 7B \/ 14B<\/p>\n<p id=\"2.%20%E9%87%87%E7%94%A8%20Exllama%2C%20llama.cpp%2C%20vLLM%20%E5%81%9A%E6%8E%A8%E7%90%86-toc\" style=\"margin-left:80px\">2. \u91c7\u7528 Exllama, llama.cpp, vLLM \u505a\u63a8\u7406<\/p>\n<p id=\"%F0%9F%9A%80%20%E6%8F%90%E5%8D%87%E5%BB%BA%E8%AE%AE%EF%BC%88%E9%80%89%E9%85%8D%EF%BC%89-toc\" style=\"margin-left:40px\">\ud83d\ude80 \u63d0\u5347\u5efa\u8bae\uff08\u9009\u914d\uff09<\/p>\n<p id=\"%E2%9C%85%20%E6%80%BB%E7%BB%93%EF%BC%9A%E6%9C%80%E7%9C%81%E6%96%B9%E6%A1%88%E8%B7%AF%E7%BA%BF%E5%9B%BE-toc\" style=\"margin-left:40px\">\u2705 \u603b\u7ed3\uff1a\u6700\u7701\u65b9\u6848\u8def\u7ebf\u56fe<\/p>\n<hr id=\"hr-toc\">\n<\/p>\n<p>\u4f60\u8981\u5fae\u8c03 \u901a\u4e49\u5343\u95ee2.5 Omni 72B\uff0c\u4f46\u9884\u7b97\u6709\u9650\uff0c\u60f3\u81ea\u5df1 \u7ec4\u88c5\u4e00\u53f0\u670d\u52a1\u5668\u3002\u8fd9\u4e2a\u76ee\u6807\u5f88\u786c\u6838\uff0c\u4f46\u6211\u5b8c\u5168\u53ef\u4ee5\u5e2e\u4f60\u89c4\u5212\u51fa\u6700\u7701\u94b1\u3001\u53ef\u884c\u7684\u4e2a\u4eba\u90e8\u7f72\u65b9\u6848\u3002<\/p>\n<hr>\n<h3 id=\"%F0%9F%A7%A0%20%E9%A6%96%E5%85%88%E6%88%91%E4%BB%AC%E8%A6%81%E6%90%9E%E6%B8%85%E6%A5%9A%E5%87%A0%E4%B8%AA%E6%A0%B8%E5%BF%83%E7%82%B9%EF%BC%9A\">\ud83e\udde0 \u9996\u5148\u6211\u4eec\u8981\u641e\u6e05\u695a\u51e0\u4e2a\u6838\u5fc3\u70b9\uff1a<\/h3>\n<h4 id=\"%F0%9F%8E%AF%20%E7%9B%AE%E6%A0%87%EF%BC%9A%E5%BE%AE%E8%B0%83%20Qwen2.5-Omni-72B\">\ud83c\udfaf \u76ee\u6807\uff1a\u5fae\u8c03 Qwen2.5-Omni-72B<\/h4>\n<ul>\n<li>\n<p>\u8fd9\u4e2a\u6a21\u578b\u662f\u8d85\u5927\u578b\u6a21\u578b\uff0872B \u53c2\u6570\uff09<\/p>\n<\/li>\n<li>\n<p>FP16 \u6743\u91cd\u5927\u7ea6\u9700\u8981 140GB \u663e\u5b58<\/p>\n<\/li>\n<li>\n<p>INT4\/INT8 \u63a8\u7406\u53ef\u4ee5\u7528 48GB~80GB<\/p>\n<\/li>\n<li>\n<p>\u60f3\u5fae\u8c03\u7684\u8bdd\uff1a\u6700\u5c0f\u9700\u8981 2 \u5f20 80GB GPU\uff08\u5982 A100 80G x2\uff09<\/p>\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"%F0%9F%9A%A8%20%E7%8E%B0%E5%AE%9E%E9%97%AE%E9%A2%98%EF%BC%9A%E4%BD%9C%E4%B8%BA%E4%B8%AA%E4%BA%BA%E7%94%A8%E6%88%B7%EF%BC%8C72B%20%E6%A8%A1%E5%9E%8B%E5%87%A0%E4%B9%8E%E6%97%A0%E6%B3%95%E8%B4%9F%E6%8B%85%E5%85%A8%E9%87%8F%E5%BE%AE%E8%B0%83\">\ud83d\udea8 \u73b0\u5b9e\u95ee\u9898\uff1a\u4f5c\u4e3a\u4e2a\u4eba\u7528\u6237\uff0c72B \u6a21\u578b\u51e0\u4e4e\u65e0\u6cd5\u8d1f\u62c5\u5168\u91cf\u5fae\u8c03<\/h3>\n<h4 id=\"%F0%9F%92%B8%20%E5%85%A8%E9%87%8F%E5%BE%AE%E8%B0%83%E7%A1%AC%E4%BB%B6%E9%9C%80%E6%B1%82%EF%BC%9A\">\ud83d\udcb8 \u5168\u91cf\u5fae\u8c03\u786c\u4ef6\u9700\u6c42\uff1a<\/h4>\n<table>\n<tr>\n   \u9879\u76ee<br \/>\n   \u6700\u4f4e\u914d\u7f6e\u5efa\u8bae<br \/>\n  <\/tr>\n<tbody>\n<tr>\n<td>GPU<\/td>\n<td>2 \u00d7 A100 80GB\uff08\u6216 H100\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>256GB ECC DDR4<\/td>\n<\/tr>\n<tr>\n<td>CPU<\/td>\n<td>\u81f3\u5c11 16 \u6838 32 \u7ebf\u7a0b\uff08\u5982 AMD Threadripper\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8<\/td>\n<td>2TB NVMe SSD\uff08\u7528\u4e8e\u6570\u636e+\u6743\u91cd\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u4e3b\u677f\u3001\u7535\u6e90\u3001\u6c34\u51b7\u3001\u673a\u7bb1<\/td>\n<td>\u5747\u9700\u4e13\u4e1a\u7ea7\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>\u9884\u7b97<\/td>\n<td>\u81f3\u5c11 10~15 \u4e07\u4eba\u6c11\u5e01\uff08\u5f88\u4fdd\u5b88\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb814\u6b21\uff0c\u70b9\u8d5e11\u6b21\uff0c\u6536\u85cf12\u6b21\u3002\u9636\u6bb5\u52a8\u4f5c\u2705 \u63a8\u7406\u7528 GGUF + llama.cpp + 4090 \u52a0\u8f7d 14B INT4\u2705 \u5fae\u8c03\u8bad\u7ec3 Qwen2.5-7B-Chat\uff0c\u4f7f\u7528 LoRA \/ QLoRA\u274c \u653e\u5f03Qwen2.5-Omni-72B \u5168\u91cf\u5fae\u8c03\uff08\u663e\u5b58\u9700\u6c42 &gt;160G\uff0c\u4e0d\u73b0\u5b9e\uff09_qwen2.50vl\u672c\u5730\u90e8\u7f72 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