{"id":49044,"date":"2025-07-30T15:14:41","date_gmt":"2025-07-30T07:14:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/49044.html"},"modified":"2025-07-30T15:14:41","modified_gmt":"2025-07-30T07:14:41","slug":"llm%e9%82%a3%e4%ba%9b%e4%ba%8b%e5%84%bf%ef%bc%9afine-tuning%e4%b8%8elora","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/49044.html","title":{"rendered":"LLM\u90a3\u4e9b\u4e8b\u513f\uff1aFine-tuning\u4e0eLoRA"},"content":{"rendered":"<p>Fine-tuning\u5bf9\u4e8e\u63a5\u89e6\u8fc7\u5927\u6a21\u578b\u539f\u7406\u7684\u540c\u5b66\u6765\u8bf4\u662f\u4e00\u4e2a\u4e0d\u964c\u751f\u7684\u8bcd&#xff0c;\u901a\u5e38\u6765\u8bf4\u6211\u4eec\u4f1a\u9996\u5148\u52a0\u8f7d\u4e00\u4e2a\u9884\u8bad\u7ec3\u597d\u7684\u57fa\u5ea7\u6a21\u578b&#xff0c;\u518d\u7528\u81ea\u5df1\u7684\u6570\u636e\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\u8bad\u7ec3\u3002\u5982\u679c\u6211\u4eec\u5e0c\u671b\u7ee7\u7eed\u4fdd\u6301\u4ed6\u7684\u6587\u672c\u5bf9\u8bdd\u529f\u80fd&#xff0c;\u4e00\u822c\u901a\u8fc7\u6784\u5efa\u5bf9\u5e94\u7684\u5fae\u8c03\u6307\u4ee4&#043;\u63d0\u793a\u5de5\u7a0b\u5bf9\u9f50\u8fdb\u884c\u6307\u4ee4\u5fae\u8c03&#xff1b;\u5982\u679c\u6211\u4eec\u5e0c\u671b\u5c06\u5176\u53d8\u6210\u4e00\u4e2a\u5206\u7c7b\u6a21\u578b&#xff0c;\u6211\u4eec\u53ef\u4ee5\u5728\u539f\u6a21\u578b\u57fa\u7840\u4e0a\u589e\u52a0\u6620\u5c04\u5c42\u7b49\u7b49\u3002\u5404\u5f0f\u5404\u6837\u7684\u65b9\u5f0f&#xff0c;\u90fd\u9762\u5411\u6211\u4eec\u7684\u9700\u6c42\u3002<\/p>\n<p>\u76f8\u6bd4\u4f20\u7edf\u7684Fine-tuning&#xff0c;LoRA&#xff08;Low-Rank 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