{"id":688,"date":"2026-01-29T13:39:32","date_gmt":"2026-01-29T05:39:32","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=688"},"modified":"2026-01-29T13:40:29","modified_gmt":"2026-01-29T05:40:29","slug":"voxcpm%e6%9c%ac%e5%9c%b0%e9%83%a8%e7%bd%b2%e6%95%99%e7%a8%8b%e9%85%8d%e7%bd%ae","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/688","title":{"rendered":"voxcpm\u672c\u5730\u90e8\u7f72\u6559\u7a0b\u914d\u7f6e(\u514d\u8d39\u8bd5\u7528)"},"content":{"rendered":"\n

\u5728\u8fd1\u5e74\u6765\u7684\u8bed\u97f3\u548c\u591a\u6a21\u6001\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\uff0cVoxCPM \u6a21\u578b\u51ed\u501f\u5176\u5f3a\u5927\u7684\u8bed\u97f3\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\uff0c\u9010\u6e10\u6210\u4e3a\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u5173\u6ce8\u7684\u91cd\u70b9\u3002\u4e0d\u540c\u4e8e\u4f9d\u8d56\u4e91\u7aef API \u7684\u6a21\u578b\uff0c\u672c\u5730\u90e8\u7f72 VoxCPM \u4e0d\u4ec5\u80fd\u591f\u4fdd\u8bc1\u6570\u636e\u9690\u79c1\uff0c\u4e5f\u53ef\u4ee5\u66f4\u7075\u6d3b\u5730\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\u548c\u4efb\u52a1\u5b9a\u5236\u3002\u4ee5\u4e0b\u662f\u6211\u5728\u672c\u5730\u90e8\u7f72 VoxCPM \u7684\u5b9e\u8df5\u7ecf\u9a8c\u4e0e\u914d\u7f6e\u5fc3\u5f97\uff0c\u5e0c\u671b\u4e3a\u540c\u6837\u6709\u9700\u6c42\u7684\u670b\u53cb\u63d0\u4f9b\u53c2\u8003\u3002<\/p>\n\n\n\n

\u4e00\u3001\u73af\u5883\u51c6\u5907<\/p>\n\n\n\n

\u90e8\u7f72 VoxCPM \u7684\u7b2c\u4e00\u6b65\u662f\u73af\u5883\u642d\u5efa\u3002\u672c\u5730\u8fd0\u884c\u9ad8\u6027\u80fd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u9700\u8981\u6ee1\u8db3\u4e00\u5b9a\u7684\u786c\u4ef6\u6761\u4ef6\u3002\u6211\u7684\u90e8\u7f72\u73af\u5883\u4e3b\u8981\u5305\u62ec\u4e00\u53f0 GPU \u578b\u53f7\u4e3a RTX 4090 \u7684\u5de5\u4f5c\u7ad9\uff0c\u5185\u5b58 128GB\uff0c\u7cfb\u7edf\u4e3a Ubuntu 22.04.GPU \u80fd\u591f\u5927\u5e45\u52a0\u5feb\u6a21\u578b\u63a8\u7406\u901f\u5ea6\uff0c\u800c\u5145\u8db3\u7684\u5185\u5b58\u5219\u4fdd\u8bc1\u4e86\u6570\u636e\u52a0\u8f7d\u548c\u6a21\u578b\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n

\u5728\u8f6f\u4ef6\u73af\u5883\u65b9\u9762\uff0c\u9996\u5148\u9700\u8981\u5b89\u88c5 Python 3.10 \u6216\u4ee5\u4e0a\u7248\u672c\uff0c\u5e76\u63a8\u8350\u4f7f\u7528\u865a\u62df\u73af\u5883\u6765\u9694\u79bb\u4f9d\u8d56\u3002\u6211\u4f7f\u7528\u4e86 venv \u521b\u5efa\u72ec\u7acb\u73af\u5883\uff0c\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u4e0e\u7cfb\u7edf\u5176\u4ed6\u9879\u76ee\u7684\u4f9d\u8d56\u51b2\u7a81\u3002\u6fc0\u6d3b\u865a\u62df\u73af\u5883\u540e\uff0c\u9700\u8981\u5b89\u88c5 PyTorch \u5e76\u786e\u4fdd\u5176\u652f\u6301 GPU \u52a0\u901f\u3002\u5b89\u88c5\u547d\u4ee4\u901a\u5e38\u662f\u901a\u8fc7\u5b98\u65b9\u63d0\u4f9b\u7684\u5b89\u88c5\u6307\u4ee4\uff0c\u6839\u636e CUDA \u7248\u672c\u9009\u62e9\u5bf9\u5e94\u7684 PyTorch \u7248\u672c\uff0c\u4ee5\u786e\u4fdd\u4e0e GPU \u9a71\u52a8\u517c\u5bb9\u3002<\/p>\n\n\n

\n
\"\"<\/figure>\n<\/div>\n\n\n

\u6b64\u5916\uff0c\u8fd8\u9700\u8981\u5b89\u88c5\u4e00\u4e9b\u57fa\u7840\u4f9d\u8d56\uff0c\u5982 transformers\u3001torchaudio\u3001numpy\u3001soundfile \u7b49\u3002\u8fd9\u4e9b\u5e93\u8d1f\u8d23\u6a21\u578b\u52a0\u8f7d\u3001\u97f3\u9891\u5904\u7406\u4ee5\u53ca\u6570\u636e\u7ba1\u7406\u3002\u5728\u5b89\u88c5\u8fc7\u7a0b\u4e2d\uff0c\u6211\u5efa\u8bae\u5f00\u542f pip \u7684\u7f13\u5b58\u529f\u80fd\uff0c\u5e76\u5c3d\u91cf\u4f7f\u7528\u56fd\u5185\u955c\u50cf\u6e90\u4ee5\u52a0\u5feb\u4e0b\u8f7d\u901f\u5ea6\uff0c\u5c24\u5176\u662f\u5728\u5927\u6a21\u578b\u6743\u91cd\u4e0b\u8f7d\u65f6\uff0c\u8fd9\u4e00\u70b9\u975e\u5e38\u5b9e\u7528\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6a21\u578b\u83b7\u53d6\u4e0e\u6743\u91cd\u914d\u7f6e<\/p>\n\n\n\n

VoxCPM \u7684\u672c\u5730\u90e8\u7f72\u6838\u5fc3\u5728\u4e8e\u83b7\u53d6\u6a21\u578b\u6743\u91cd\u5e76\u6b63\u786e\u52a0\u8f7d\u3002\u5728\u5b98\u65b9\u6216\u793e\u533a\u63d0\u4f9b\u7684\u6743\u91cd\u57fa\u7840\u4e0a\uff0c\u53ef\u4ee5\u9009\u62e9\u5168\u91cf\u6743\u91cd\u6216\u91cf\u5316\u540e\u7684\u8f7b\u91cf\u5316\u7248\u672c\u3002\u5168\u91cf\u6743\u91cd\u80fd\u591f\u4fdd\u8bc1\u6a21\u578b\u8f93\u51fa\u8d28\u91cf\uff0c\u4f46\u663e\u5b58\u5360\u7528\u9ad8;\u8f7b\u91cf\u5316\u7248\u672c\u9002\u5408\u663e\u5b58\u6709\u9650\u7684\u8bbe\u5907\uff0c\u4f46\u5728\u751f\u6210\u590d\u6742\u8bed\u97f3\u6216\u591a\u6a21\u6001\u4efb\u52a1\u65f6\u53ef\u80fd\u7a0d\u6709\u6027\u80fd\u4e0b\u964d\u3002<\/p>\n\n\n\n

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\n
\"GPU\u7b97\u529b\u670d\u52a1\u5668\u514d\u8d39\u8bd5\u7528\"<\/a><\/figure>\n<\/div>\n\n\n

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\u6a21\u578b\u52a0\u8f7d\u65f6\uff0c\u8fd8\u9700\u8981\u6ce8\u610f\u4f9d\u8d56\u7248\u672c\u5339\u914d\u3002\u5982\u679c transformers \u7248\u672c\u8fc7\u4f4e\uff0c\u53ef\u80fd\u4f1a\u62a5\u9519\u6216\u8005\u65e0\u6cd5\u8bc6\u522b VoxCPM \u7279\u5b9a\u7684\u5c42\u7ed3\u6784\u3002\u6211\u5efa\u8bae\u4f7f\u7528\u6700\u65b0\u7a33\u5b9a\u7248\u7684 transformers\uff0c\u5e76\u7ed3\u5408 torchaudio \u7684\u6700\u65b0\u7248\u672c\uff0c\u4ee5\u786e\u4fdd\u97f3\u9891\u6570\u636e\u80fd\u591f\u987a\u5229\u8f93\u5165\u6a21\u578b\u3002<\/p>\n\n\n\n

\u4e09\u3001\u6570\u636e\u9884\u5904\u7406<\/p>\n\n\n\n

\u5728\u672c\u5730\u8fd0\u884c VoxCPM \u8fdb\u884c\u8bed\u97f3\u4efb\u52a1\u524d\uff0c\u6570\u636e\u9884\u5904\u7406\u4e0d\u53ef\u6216\u7f3a\u3002\u8bed\u97f3\u6570\u636e\u901a\u5e38\u4e3a WAV \u6216 FLAC \u683c\u5f0f\uff0c\u9700\u8981\u7edf\u4e00\u91c7\u6837\u7387\u3001\u58f0\u9053\u548c\u957f\u5ea6\u3002\u6211\u5c06\u6240\u6709\u97f3\u9891\u7edf\u4e00\u91c7\u6837\u7387\u4e3a 16kHz\uff0c\u5355\u58f0\u9053\u5904\u7406\uff0c\u5e76\u8fdb\u884c\u5f52\u4e00\u5316\uff0c\u4ee5\u4fdd\u8bc1\u8f93\u5165\u7279\u5f81\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n

\u6587\u672c\u6570\u636e\u90e8\u5206\uff0c\u5982\u679c\u6d89\u53ca\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u8fd8\u9700\u8fdb\u884c\u5206\u8bcd\u3001\u7f16\u7801\u548c\u5bf9\u9f50\u64cd\u4f5c\u3002VoxCPM \u652f\u6301\u591a\u79cd\u5206\u8bcd\u5668\u548c tokenizer\uff0c\u6211\u9009\u62e9\u4e86\u5b98\u65b9\u63a8\u8350\u7684 tokenizer\uff0c\u4ee5\u4fdd\u8bc1\u6587\u672c\u8f93\u5165\u80fd\u88ab\u6a21\u578b\u51c6\u786e\u7406\u89e3\u3002\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\uff0c\u6211\u53d1\u73b0\u6587\u672c\u8fc7\u957f\u6216\u97f3\u9891\u957f\u5ea6\u8fc7\u5927\u65f6\uff0c\u6a21\u578b\u52a0\u8f7d\u548c\u63a8\u7406\u4f1a\u51fa\u73b0\u663e\u5b58\u5cf0\u503c\u8fc7\u9ad8\u95ee\u9898\uff0c\u56e0\u6b64\u5bf9\u6570\u636e\u8fdb\u884c\u5206\u6bb5\u5904\u7406\u975e\u5e38\u91cd\u8981\u3002\u901a\u8fc7\u5c06\u957f\u97f3\u9891\u5207\u5206\u4e3a\u5408\u7406\u7247\u6bb5\uff0c\u65e2\u4fdd\u8bc1\u4e86\u63a8\u7406\u7a33\u5b9a\u6027\uff0c\u4e5f\u63d0\u5347\u4e86\u6a21\u578b\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n\n\n\n

\u56db\u3001\u6a21\u578b\u63a8\u7406\u4e0e\u5fae\u8c03<\/p>\n\n\n\n

\u5b8c\u6210\u73af\u5883\u548c\u6570\u636e\u51c6\u5907\u540e\uff0c\u53ef\u4ee5\u8fdb\u884c\u672c\u5730\u63a8\u7406\u6d4b\u8bd5\u3002\u63a8\u7406\u8fc7\u7a0b\u901a\u5e38\u5305\u62ec\u97f3\u9891\u52a0\u8f7d\u3001\u7279\u5f81\u63d0\u53d6\u3001\u6a21\u578b\u8f93\u5165\u51c6\u5907\u4ee5\u53ca\u751f\u6210\u8f93\u51fa\u3002\u6211\u4f7f\u7528 torchaudio \u8bfb\u53d6\u97f3\u9891\uff0c\u518d\u5c06\u5176\u8f6c\u6362\u4e3a\u6a21\u578b\u8981\u6c42\u7684\u5f20\u91cf\u683c\u5f0f\uff0c\u6700\u540e\u8c03\u7528 VoxCPM \u7684\u63a8\u7406\u63a5\u53e3\u751f\u6210\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n\n\n\n

\u5728\u63a8\u7406\u6d4b\u8bd5\u7a33\u5b9a\u540e\uff0c\u53ef\u4ee5\u8003\u8651\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u6216 LoRA \u5f0f\u9002\u914d\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u6216\u53e3\u97f3\u8bc6\u522b\u4e0a\u7684\u8868\u73b0\u3002\u5fae\u8c03\u65f6\uff0c\u6211\u91c7\u7528\u5c0f\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u548c\u4f4e\u5b66\u4e60\u7387\u7b56\u7565\uff0c\u4fdd\u8bc1\u6a21\u578b\u5728\u6709\u9650\u6570\u636e\u4e0a\u7684\u8bad\u7ec3\u6548\u679c\uff0c\u540c\u65f6\u9632\u6b62\u8fc7\u62df\u5408\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cVoxCPM \u7684\u5fae\u8c03\u76f8\u5bf9\u7075\u6d3b\uff0c\u53ef\u4ee5\u4ec5\u9488\u5bf9\u7279\u5b9a\u5c42\u8fdb\u884c\u4f4e\u79e9\u9002\u914d\uff0c\u8fd9\u5927\u5927\u51cf\u5c11\u4e86\u663e\u5b58\u6d88\u8017\uff0c\u540c\u65f6\u63d0\u9ad8\u4e86\u8bad\u7ec3\u901f\u5ea6\u3002<\/p>\n\n\n\n

\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u6211\u8fd8\u7ed3\u5408\u4e86\u6570\u636e\u589e\u5f3a\u65b9\u6cd5\uff0c\u5982\u968f\u673a\u566a\u58f0\u53e0\u52a0\u3001\u97f3\u8c03\u8f7b\u5fae\u53d8\u6362\u7b49\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002\u7ecf\u8fc7\u6570\u8f6e\u5fae\u8c03\uff0c\u6a21\u578b\u5728\u7279\u5b9a\u53e3\u97f3\u8bc6\u522b\u548c\u8bed\u97f3\u5408\u6210\u4efb\u52a1\u4e0a\u6709\u660e\u663e\u63d0\u5347\uff0c\u540c\u65f6\u4fdd\u6301\u539f\u6709\u901a\u7528\u80fd\u529b\u3002<\/p>\n\n\n\n

\u4e94\u3001\u672c\u5730\u90e8\u7f72\u4f18\u5316\u6280\u5de7<\/p>\n\n\n\n

\u4e3a\u4e86\u4fdd\u8bc1 VoxCPM \u5728\u672c\u5730\u957f\u671f\u7a33\u5b9a\u8fd0\u884c\uff0c\u6211\u603b\u7ed3\u4e86\u51e0\u4e2a\u4f18\u5316\u6280\u5de7\uff1a<\/p>\n\n\n\n

\u663e\u5b58\u7ba1\u7406<\/p>\n\n\n\n

\u5bf9\u957f\u97f3\u9891\u6216\u5927 batch \u5904\u7406\u65f6\uff0c\u663e\u5b58\u5360\u7528\u9ad8\u5cf0\u5bb9\u6613\u5bfc\u81f4 OOM(Out of Memory)\u3002\u901a\u8fc7\u5206\u6bb5\u63a8\u7406\u3001\u68af\u5ea6\u7d2f\u79ef\u548c\u9009\u62e9 int8 \u6743\u91cd\u52a0\u8f7d\uff0c\u53ef\u4ee5\u6709\u6548\u7f13\u89e3\u663e\u5b58\u538b\u529b\u3002<\/p>\n\n\n\n

\u591a\u7ebf\u7a0b\u4e0e\u5f02\u6b65\u52a0\u8f7d<\/p>\n\n\n\n

\u97f3\u9891\u6587\u4ef6\u8f83\u591a\u65f6\uff0c\u6570\u636e\u52a0\u8f7d\u6210\u4e3a\u74f6\u9888\u3002\u6211\u4f7f\u7528 Python \u7684\u591a\u7ebf\u7a0b\u548c\u5f02\u6b65\u8bfb\u53d6\uff0c\u5c06\u97f3\u9891\u9884\u52a0\u8f7d\u5230\u5185\u5b58\u4e2d\uff0c\u663e\u8457\u63d0\u5347\u63a8\u7406\u541e\u5410\u91cf\u3002<\/p>\n\n\n\n

\u7f13\u5b58\u673a\u5236<\/p>\n\n\n\n

\u5bf9\u4e8e\u91cd\u590d\u8f93\u5165\u6216\u5e38\u89c1\u8bed\u97f3\u7247\u6bb5\uff0c\u53ef\u4ee5\u5728\u672c\u5730\u5efa\u7acb\u7f13\u5b58\uff0c\u907f\u514d\u6bcf\u6b21\u91cd\u590d\u8ba1\u7b97\uff0c\u4ece\u800c\u964d\u4f4e\u8ba1\u7b97\u5f00\u9500\uff0c\u63d0\u9ad8\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n\n\n\n

\u65e5\u5fd7\u4e0e\u76d1\u63a7<\/p>\n\n\n\n

\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u5efa\u7acb\u65e5\u5fd7\u7cfb\u7edf\uff0c\u8bb0\u5f55\u6a21\u578b\u63a8\u7406\u65f6\u95f4\u3001\u9519\u8bef\u4fe1\u606f\u53ca\u8d44\u6e90\u5360\u7528\u60c5\u51b5\uff0c\u6709\u52a9\u4e8e\u540e\u7eed\u4f18\u5316\u548c\u95ee\u9898\u6392\u67e5\u3002<\/p>\n\n\n\n

\u901a\u8fc7\u8fd9\u4e9b\u4f18\u5316\u63aa\u65bd\uff0cVoxCPM \u5728\u672c\u5730\u8fd0\u884c\u7a33\u5b9a\uff0c\u5e76\u80fd\u591f\u5728\u5b9e\u65f6\u8bed\u97f3\u751f\u6210\u548c\u591a\u6a21\u6001\u7406\u89e3\u4efb\u52a1\u4e2d\u63d0\u4f9b\u53ef\u9760\u652f\u6301\u3002<\/p>\n\n\n\n

\u516d\u3001\u5fc3\u5f97\u603b\u7ed3<\/p>\n\n\n\n

\u5728\u672c\u5730\u90e8\u7f72 VoxCPM \u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u6df1\u523b\u4f53\u4f1a\u5230\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n\n\n\n

\u73af\u5883\u4e0e\u4f9d\u8d56\u7248\u672c\u81f3\u5173\u91cd\u8981<\/p>\n\n\n\n

GPU\u3001Python \u7248\u672c\u548c\u5e93\u7248\u672c\u7684\u5339\u914d\u5173\u7cfb\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u80fd\u5426\u6b63\u5e38\u52a0\u8f7d\u548c\u8fd0\u884c\u3002\u63d0\u524d\u89c4\u5212\u73af\u5883\u53ef\u907f\u514d\u5927\u91cf\u8c03\u8bd5\u65f6\u95f4\u3002<\/p>\n\n\n\n

\u6570\u636e\u9884\u5904\u7406\u662f\u5173\u952e<\/p>\n\n\n\n

\u65e0\u8bba\u662f\u97f3\u9891\u8fd8\u662f\u6587\u672c\uff0c\u7edf\u4e00\u683c\u5f0f\u3001\u91c7\u6837\u7387\u548c\u7f16\u7801\u65b9\u5f0f\uff0c\u662f\u4fdd\u8bc1\u6a21\u578b\u751f\u6210\u8d28\u91cf\u7684\u524d\u63d0\u3002<\/p>\n\n\n\n

\u5fae\u8c03\u548c\u9002\u914d\u7b56\u7565\u7075\u6d3b\u591a\u6837<\/p>\n\n\n\n

LoRA \u5f0f\u5fae\u8c03\u548c\u4f4e\u79e9\u9002\u914d\u65b9\u6cd5\u53ef\u4ee5\u5728\u6709\u9650\u663e\u5b58\u4e0b\u63d0\u5347\u7279\u5b9a\u4efb\u52a1\u80fd\u529b\uff0c\u540c\u65f6\u4fdd\u7559\u539f\u6a21\u578b\u901a\u7528\u80fd\u529b\u3002<\/p>\n\n\n\n

\u4f18\u5316\u4e0e\u76d1\u63a7\u4e0d\u53ef\u5ffd\u89c6<\/p>\n\n\n\n

\u663e\u5b58\u7ba1\u7406\u3001\u5f02\u6b65\u52a0\u8f7d\u548c\u7f13\u5b58\u673a\u5236\uff0c\u80fd\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u63a8\u7406\u6548\u7387;\u65e5\u5fd7\u76d1\u63a7\u53ef\u4ee5\u5e2e\u52a9\u5feb\u901f\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n\n\n\n

\u603b\u4e4b\uff0c\u672c\u5730\u90e8\u7f72 VoxCPM \u867d\u7136\u524d\u671f\u51c6\u5907\u5de5\u4f5c\u8f83\u591a\uff0c\u4f46\u5176\u6570\u636e\u9690\u79c1\u3001\u5b89\u5168\u6027\u548c\u53ef\u63a7\u6027\u4f18\u52bf\u660e\u663e\u3002\u5728\u5b8c\u6210\u57fa\u7840\u90e8\u7f72\u548c\u5fae\u8c03\u540e\uff0c\u6a21\u578b\u5728\u8bed\u97f3\u751f\u6210\u3001\u8bed\u97f3\u7406\u89e3\u4ee5\u53ca\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u8868\u73b0\u7a33\u5b9a\u53ef\u9760\u3002<\/p>\n\n\n\n

FAQ<\/p>\n\n\n\n

Q1\uff1aVoxCPM \u672c\u5730\u90e8\u7f72\u5bf9\u786c\u4ef6\u8981\u6c42\u9ad8\u5417\uff1f<\/p>\n\n\n\n

A1\uff1aGPU \u578b\u53f7\u548c\u663e\u5b58\u5f71\u54cd\u663e\u8457\u3002\u5efa\u8bae\u81f3\u5c11\u914d\u5907 24GB \u663e\u5b58\u7684\u9ad8\u6027\u80fd GPU\uff0c\u5426\u5219\u63a8\u7406\u957f\u97f3\u9891\u6216\u5fae\u8c03\u4efb\u52a1\u53ef\u80fd\u53d7\u9650\u3002CPU \u4e3b\u8981\u5f71\u54cd\u6570\u636e\u9884\u5904\u7406\u901f\u5ea6\u3002<\/p>\n\n\n\n

Q2\uff1a\u53ef\u4ee5\u53ea\u7528 CPU \u90e8\u7f72\u5417\uff1f<\/p>\n\n\n\n

A2\uff1a\u53ef\u4ee5\uff0c\u4f46\u901f\u5ea6\u4f1a\u660e\u663e\u4e0b\u964d\u3002CPU \u90e8\u7f72\u9002\u5408\u5c0f\u89c4\u6a21\u6d4b\u8bd5\u6216\u4f4e\u9891\u63a8\u7406\u4efb\u52a1\uff0c\u4e0d\u9002\u5408\u957f\u97f3\u9891\u6216\u5b9e\u65f6\u5e94\u7528\u3002<\/p>\n\n\n\n

Q3\uff1a\u5982\u4f55\u964d\u4f4e\u663e\u5b58\u5360\u7528\uff1f<\/p>\n\n\n\n

A3\uff1a\u4f7f\u7528 int8 \u6743\u91cd\u91cf\u5316\u3001\u5206\u6bb5\u63a8\u7406\u3001\u68af\u5ea6\u7d2f\u79ef\u548c\u5408\u7406 batch size\uff0c\u53ef\u6709\u6548\u964d\u4f4e\u663e\u5b58\u6d88\u8017\u3002<\/p>\n\n\n\n

Q4\uff1a\u6a21\u578b\u5fae\u8c03\u9700\u8981\u5927\u91cf\u6570\u636e\u5417\uff1f<\/p>\n\n\n\n

A4\uff1a\u4e0d\u4e00\u5b9a\u3002\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\uff0c\u5c11\u91cf\u9ad8\u8d28\u91cf\u6570\u636e\u7ed3\u5408 LoRA \u5f0f\u5fae\u8c03\u5373\u53ef\u83b7\u5f97\u660e\u663e\u63d0\u5347\uff0c\u65e0\u9700\u5168\u91cf\u6570\u636e\u8bad\u7ec3\u3002<\/p>\n\n\n\n

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