{"id":106,"date":"2026-06-06T12:22:43","date_gmt":"2026-06-06T12:22:43","guid":{"rendered":"https:\/\/blog.joezhou.top\/lora\/"},"modified":"2026-06-06T12:22:43","modified_gmt":"2026-06-06T12:22:43","slug":"lora","status":"publish","type":"post","link":"https:\/\/www.joezhou.top\/?p=106","title":{"rendered":"\u5927\u6a21\u578b\u5fae\u8c03\u6280\u672f\u5b9e\u6218\uff1a\u4eceLoRA\u5230\u5168\u53c2\u5fae\u8c03\u7684\u9009\u62e9\u7b56\u7565"},"content":{"rendered":"<p><strong>\u4e00\u3001\u4e3a\u4ec0\u4e48\u9700\u8981\u5fae\u8c03\uff1f<\/strong><\/p>\n<p>2023\u5e74\u4ee5\u6765\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u57fa\u5ea7\u80fd\u529b\u7ecf\u5386\u4e86\u7206\u53d1\u5f0f\u589e\u957f\uff0cGPT-4\u3001Claude\u3001Gemini\u3001Qwen\u7b49\u6a21\u578b\u7684\u901a\u7528\u80fd\u529b\u5df2\u7ecf\u4ee4\u4eba\u77a9\u76ee\u3002\u4f46\u5728\u4f01\u4e1a\u7ea7\u843d\u5730\u4e2d\uff0c\u4e00\u4e2a\u6b8b\u9177\u7684\u73b0\u5b9e\u662f\uff1a\u901a\u7528\u6a21\u578b\u5728\u7279\u5b9a\u4e1a\u52a1\u573a\u666f\u4e0b\u5f80\u5f80&#8221;\u4e0d\u591f\u7528&#8221;\u3002<\/p>\n<p>\u5178\u578b\u573a\u666f\u4e3e\u4f8b\uff1a<br \/>\n&#8211; \u67d0\u91d1\u878d\u673a\u6784\u9700\u8981\u6a21\u578b\u51c6\u786e\u8bc6\u522b\u5408\u89c4\u5ba1\u67e5\u4e2d\u7684\u4e13\u4e1a\u672f\u8bed\uff08\u5982&#8221;\u53cd\u6d17\u94b1&#8221;\u3001&#8221;KYC&#8221;\u3001&#8221;\u7a7f\u900f\u5f0f\u76d1\u7ba1&#8221;\uff09<br \/>\n&#8211; \u67d0\u5236\u9020\u4f01\u4e1a\u5e0c\u671b\u6a21\u578b\u80fd\u7406\u89e3\u5185\u90e8\u8d28\u91cf\u7ba1\u7406\u4f53\u7cfb\u7684\u4e13\u6709\u7f29\u5199\u548c\u6d41\u7a0b\u7f16\u7801<br \/>\n&#8211; \u67d0\u533b\u9662\u7684\u77e5\u8bc6\u5e93\u9700\u8981\u6a21\u578b\u638c\u63e1\u7279\u5b9a\u79d1\u5ba4\u7684\u8bca\u7597\u89c4\u8303\u548c\u7528\u836f\u6307\u5357<\/p>\n<p>\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u901a\u7528\u6a21\u578b\u7684\u56de\u7b54\u5f80\u5f80\u6d6e\u4e8e\u8868\u9762\uff0c\u751a\u81f3\u56e0\u4e3a\u8bad\u7ec3\u6570\u636e\u4e2d\u7f3a\u4e4f\u9886\u57df\u8bed\u6599\u800c\u4ea7\u751f&#8221;\u5e7b\u89c9&#8221;\u5f0f\u7684\u9519\u8bef\u56de\u7b54\u3002\u4e8e\u662f\uff0c<strong>\u5fae\u8c03\uff08Fine-tuning\uff09<\/strong> \u6210\u4e3a\u5f25\u5408&#8221;\u901a\u7528\u80fd\u529b&#8221;\u4e0e&#8221;\u4e13\u4e1a\u9700\u6c42&#8221;\u4e4b\u95f4\u9e3f\u6c9f\u7684\u6838\u5fc3\u6280\u672f\u624b\u6bb5\u3002<\/p>\n<p><strong>\u4e8c\u3001\u5fae\u8c03\u6280\u672f\u8def\u7ebf\u5168\u666f<\/strong><\/p>\n<p>\u4ece\u6280\u672f\u6f14\u8fdb\u6765\u770b\uff0c\u5927\u6a21\u578b\u5fae\u8c03\u5927\u81f4\u7ecf\u5386\u4e86\u4e09\u4e2a\u4ee3\u9645\uff1a<\/p>\n<p><strong>\u7b2c\u4e00\u4ee3\uff1a\u5168\u53c2\u5fae\u8c03\uff08Full Fine-tuning\uff09<\/strong><br \/>\n\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u57fa\u7840\u4e0a\uff0c\u5bf9\u6a21\u578b\u7684\u6240\u6709\u53c2\u6570\u8fdb\u884c\u66f4\u65b0\u8bad\u7ec3\u3002\u8fd9\u662f\u6700&#8221;\u66b4\u529b&#8221;\u4f46\u4e5f\u6700\u6709\u6548\u7684\u5fae\u8c03\u65b9\u5f0f\uff0c\u5c24\u5176\u9002\u5408\u6570\u636e\u91cf\u5145\u8db3\uff0810\u4e07\u7ea7\u4ee5\u4e0a\u4f18\u8d28\u6837\u672c\uff09\u3001\u8ba1\u7b97\u8d44\u6e90\u5145\u6c9b\u7684\u573a\u666f\u3002\u7f3a\u70b9\u662f\u8bad\u7ec3\u6210\u672c\u6781\u9ad8\u2014\u2014\u4ee5LLaMA-65B\u4e3a\u4f8b\uff0c\u4e00\u6b21\u5168\u53c2\u5fae\u8c03\u7684GPU\u5185\u5b58\u9700\u6c42\u8d85\u8fc7600GB\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u4ee3\uff1a\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09<\/strong><br \/>\n\u4e3a\u4e86\u89e3\u51b3\u5168\u53c2\u5fae\u8c03\u7684\u6210\u672c\u95ee\u9898\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u591a\u79cd\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u65b9\u6cd5\uff0c\u5176\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u51bb\u7ed3\u5927\u90e8\u5206\u9884\u8bad\u7ec3\u53c2\u6570\uff0c\u53ea\u66f4\u65b0\u5c11\u91cf\u65b0\u589e\u6216\u9009\u62e9\u7684\u53c2\u6570\u3002\u4ee3\u8868\u6027\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>LoRA\uff08Low-Rank Adaptation\uff09<\/strong> \uff1a\u5728\u9884\u8bad\u7ec3\u6743\u91cd\u77e9\u9635\u65c1\u63d2\u5165\u4f4e\u79e9\u5206\u89e3\u77e9\u9635\uff0c\u53ea\u8bad\u7ec3\u8fd9\u4e9b\u4f4e\u79e9\u77e9\u9635\u3002\u53c2\u6570\u91cf\u4ec5\u4e3a\u539f\u6a21\u578b\u76840.1%-1%\u3002<\/li>\n<li><strong>Adapter<\/strong>\uff1a\u5728Transformer\u5c42\u4e2d\u63d2\u5165\u5c0f\u578b\u9002\u914d\u5668\u6a21\u5757\u3002<\/li>\n<li><strong>Prefix Tuning \/ Prompt Tuning<\/strong>\uff1a\u5728\u8f93\u5165\u5e8f\u5217\u524d\u6dfb\u52a0\u53ef\u5b66\u4e60\u7684\u865a\u62dftoken\u5d4c\u5165\u3002<\/li>\n<li><strong>Q-LoRA<\/strong>\uff1a\u5728LoRA\u57fa\u7840\u4e0a\u5f15\u51654\u4f4d\u91cf\u5316\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u663e\u5b58\u9700\u6c42\u81f3\u53ef\u4ee5\u7528\u5355\u5f20\u6d88\u8d39\u7ea7\u663e\u5361\u5fae\u8c0365B\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p><strong>\u7b2c\u4e09\u4ee3\uff1a\u6df7\u5408\u7b56\u7565\u5fae\u8c03<\/strong><br \/>\n\u524d\u4e24\u4ee3\u7684\u878d\u5408\u4e0e\u521b\u65b0\u3002\u4f8b\u5982\u540c\u65f6\u4f7f\u7528LoRA\u548c\u91cf\u5316\uff08QLoRA\uff09\uff0c\u6216\u5728\u7279\u5b9a\u5c42\u505a\u5168\u53c2\u5fae\u8c03\u800c\u5728\u5176\u4ed6\u5c42\u4f7f\u7528PEFT\u3002\u6b64\u5916\uff0c\u8bad\u7ec3\u540e\u91cf\u5316\uff08PTQ\uff09\u3001\u77e5\u8bc6\u84b8\u998f\u7b49\u6280\u672f\u4e5f\u5728\u5fae\u8c03\u6d41\u7a0b\u4e2d\u626e\u6f14\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\u89d2\u8272\u3002<\/p>\n<p><strong>\u4e09\u3001LoRA\uff1a\u5f53\u524d\u6700\u4e3b\u6d41\u7684\u5fae\u8c03\u65b9\u6cd5\u8be6\u89e3<\/strong><\/p>\n<p>LoRA\uff08Low-Rank Adaptation\uff09\u7531\u5fae\u8f6f\u7814\u7a76\u9662\u4e8e2021\u5e74\u63d0\u51fa\uff0c\u76ee\u524d\u5df2\u6210\u4e3a\u5f00\u6e90\u793e\u533a\u6700\u5e7f\u6cdb\u91c7\u7528\u7684\u5fae\u8c03\u65b9\u6848\u3002\u5b83\u7684\u6838\u5fc3\u5047\u8bbe\u662f\uff1a\u9884\u8bad\u7ec3\u6a21\u578b\u5177\u6709\u8f83\u4f4e\u7684\u5185\u5728\u7ef4\u5ea6\uff08intrinsic dimension\uff09\uff0c\u53c2\u6570\u66f4\u65b0\u53ef\u4ee5\u9650\u5236\u5728\u4f4e\u79e9\u5b50\u7a7a\u95f4\u5185\u3002<\/p>\n<p><strong>\u6280\u672f\u539f\u7406\u7b80\u8ff0\uff1a<\/strong><br \/>\n\u5bf9\u4e8e\u9884\u8bad\u7ec3\u6743\u91cd\u77e9\u9635 W \u2208 R^(d\u00d7k)\uff0cLoRA\u51bb\u7ed3W\u5e76\u5728\u5176\u65c1\u6dfb\u52a0\u4e24\u4e2a\u5c0f\u578b\u77e9\u9635 A \u2208 R^(d\u00d7r) \u548c B \u2208 R^(r\u00d7k)\uff0c\u5176\u4e2d r &lt;&lt; min(d,k)\u3002\u524d\u5411\u4f20\u64ad\u65f6\uff0c\u8f93\u51fa\u4e3a h = Wx + BAx\u3002\u8bad\u7ec3\u65f6\u53ea\u66f4\u65b0A\u548cB\uff0c\u53c2\u6570\u91cf\u4ece d\u00d7k \u964d\u4e3a d\u00d7r + r\u00d7k\u3002<\/p>\n<p><strong>LoRA\u7684\u5173\u952e\u8d85\u53c2\u6570\uff1a<\/strong><\/p>\n<ol>\n<li>\n<p><strong>rank\uff08\u79e9r\uff09<\/strong>\uff1a\u51b3\u5b9a\u4e86\u4f4e\u79e9\u5206\u89e3\u7684\u7ef4\u5ea6\u3002\u4e00\u822c\u4efb\u52a1r=8\u5373\u53ef\uff0c\u590d\u6742\u4efb\u52a1\u53ef\u5c1d\u8bd5r=16\u6216r=32\u3002r\u503c\u8d8a\u5927\uff0c\u53ef\u5b66\u4e60\u7684\u53c2\u6570\u91cf\u8d8a\u5927\uff0c\u6548\u679c\u901a\u5e38\u8d8a\u597d\uff0c\u4f46\u663e\u5b58\u5360\u7528\u4e5f\u968f\u4e4b\u589e\u52a0\u3002<\/p>\n<\/li>\n<li>\n<p><strong>alpha\uff08\u7f29\u653e\u7cfb\u6570\u03b1\uff09<\/strong>\uff1a\u63a7\u5236\u4f4e\u79e9\u77e9\u9635\u7684\u66f4\u65b0\u5e45\u5ea6\u3002\u7ecf\u9a8c\u503c\u4e3a r \u76842\u500d\uff0c\u5982r=16\u65f6\u03b1=32\u3002\u03b1\u8d8a\u5927\uff0c\u5fae\u8c03\u5bf9\u539f\u59cb\u6a21\u578b\u7684\u5f71\u54cd\u8d8a\u5f3a\u3002<\/p>\n<\/li>\n<li>\n<p><strong>target_modules\uff08\u76ee\u6807\u6a21\u5757\uff09<\/strong>\uff1a\u6307\u5b9a\u5728\u54ea\u4e9b\u5c42\u7684\u6743\u91cd\u77e9\u9635\u4e0a\u6302\u8f7dLoRA\u9002\u914d\u5668\u3002\u901a\u5e38\u9009\u62e9\u6240\u6709\u6ce8\u610f\u529b\u5c42\u7684query\u548cvalue\u77e9\u9635\u5373\u53ef\uff08q_proj, v_proj\uff09\uff0c\u9700\u8981\u66f4\u5f3a\u8868\u73b0\u65f6\u53ef\u52a0\u5165key\u548coutput\u77e9\u9635\u3002<\/p>\n<\/li>\n<li>\n<p><strong>dropout\uff08\u4e22\u5f03\u7387\uff09<\/strong>\uff1aLoRA\u5c42\u7684Dropout\u7387\uff0c\u9ed8\u8ba4\u4e3a0.05-0.1\uff0c\u9632\u6b62\u8fc7\u62df\u5408\u3002<\/p>\n<\/li>\n<\/ol>\n<p><strong>\u5b9e\u6218\u7ecf\u9a8c\uff1a\u4e09\u6b65\u641e\u5b9aLoRA\u5fae\u8c03<\/strong><\/p>\n<p>Step 1\uff1a\u6570\u636e\u51c6\u5907<br \/>\n&#8211; \u683c\u5f0f\uff1a\u4e3b\u6d41\u6846\u67b6\uff08\u5982Hugging Face TRL\u3001Unsloth\u3001LLaMA-Factory\uff09\u90fd\u652f\u6301Alpaca\u6216ShareGPT\u683c\u5f0f<br \/>\n&#8211; \u6700\u5c0f\u6837\u672c\u91cf\uff1a\u5efa\u8bae\u4e0d\u4f4e\u4e8e500\u6761\u9ad8\u8d28\u91cf\u6570\u636e\uff1b\u4f4e\u4e8e200\u6761\u65f6\u4f18\u5148\u8003\u8651Prompt Engineering\u800c\u975e\u5fae\u8c03<br \/>\n&#8211; \u6570\u636e\u8d28\u91cf\u8fdc\u91cd\u8981\u4e8e\u6570\u91cf\u2014\u2014\u4e00\u6761\u7cbe\u5fc3\u6807\u6ce8\u7684\u6837\u672c\u80dc\u8fc710\u6761\u6a21\u677f\u5316\u6570\u636e<\/p>\n<p>Step 2\uff1a\u8bad\u7ec3\u914d\u7f6e<br \/>\n&#8211; \u6279\u6b21\u5927\u5c0f\uff1a\u6839\u636e\u663e\u5b58\u8c03\u6574\uff0cQLoRA+4bit\u91cf\u5316\u4e0b\u5355\u5f20RTX 4090\u53ef\u652f\u6301\u6279\u6b21\u5927\u5c0f\u4e3a2-4\u76847B\u6a21\u578b\u5fae\u8c03<br \/>\n&#8211; \u5b66\u4e60\u7387\uff1a1e-4\u52302e-5\u4e4b\u95f4\uff0cLoRA\u5b66\u4e60\u7387\u901a\u5e38\u6bd4\u5168\u53c2\u5fae\u8c03\u9ad8\u4e00\u4e2a\u6570\u91cf\u7ea7<br \/>\n&#8211; \u5b66\u4e60\u7387\u8c03\u5ea6\uff1a\u5efa\u8bae\u7528\u4f59\u5f26\u9000\u706b\uff08Cosine Annealing\uff09\uff0c\u914d\u5408\u9884\u70ed\u6b65\u6570\uff08warmup_steps=\u6a21\u578b\u603b\u6b65\u6570\u768410%\uff09<\/p>\n<p>Step 3\uff1a\u8bc4\u4f30\u4e0e\u8fed\u4ee3<br \/>\n&#8211; \u4f7f\u7528\u4fdd\u7559\u7684\u9a8c\u8bc1\u96c6\uff08\u7ea610%-20%\u6570\u636e\uff09\u8bc4\u4f30\u5fae\u8c03\u6548\u679c<br \/>\n&#8211; \u8bc4\u4f30\u7ef4\u5ea6\uff1a\u751f\u6210\u8d28\u91cf\u3001\u4e8b\u5b9e\u6027\u3001\u683c\u5f0f\u5408\u89c4\u6027\u3001\u6307\u4ee4\u9075\u5faa\u5ea6<br \/>\n&#8211; \u5fae\u8c03\u4e0d\u662f\u4e00\u6b21\u6027\u7684\uff0c\u901a\u5e38\u9700\u89812-3\u8f6e&#8221;\u8bad\u7ec3\u2192\u8bc4\u4f30\u2192\u4f18\u5316\u6570\u636e\u2192\u518d\u8bad\u7ec3&#8221;\u7684\u8fed\u4ee3<\/p>\n<p><strong>\u56db\u3001\u5168\u53c2\u5fae\u8c03 vs LoRA\uff1a\u4f55\u65f6\u9009\u62e9\u54ea\u4e2a\uff1f<\/strong><\/p>\n<p>\u9009\u62e9\u5168\u53c2\u5fae\u8c03\u8fd8\u662fLoRA\uff0c\u53d6\u51b3\u4e8e\u4ee5\u4e0b\u4e94\u4e2a\u56e0\u7d20\u7684\u6743\u8861\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6<\/th>\n<th>\u5168\u53c2\u5fae\u8c03<\/th>\n<th>LoRA<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u663e\u5b58\u9700\u6c42<\/td>\n<td>\u6781\u9ad8\uff087B\u9700~150GB\uff09<\/td>\n<td>\u6781\u4f4e\uff087B\u53ef\u7528\u5355\u536124G\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u8bad\u7ec3\u901f\u5ea6<\/td>\n<td>\u6162\uff08\u66f4\u65b0\u6240\u6709\u53c2\u6570\uff09<\/td>\n<td>\u5feb\uff08\u4ec5\u66f4\u65b0~1%\u53c2\u6570\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u91cf\u8981\u6c42<\/td>\n<td>10\u4e07\u7ea7\u4ee5\u4e0a<\/td>\n<td>1\u5343\u7ea7\u53ef\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u80fd\u529b\u4e0a\u9650<\/td>\n<td>\u6700\u9ad8\uff08\u65e0\u53c2\u6570\u9650\u5236\uff09<\/td>\n<td>\u63a5\u8fd1\u4f46\u7565\u4f4e\u4e8e\u5168\u53c2<\/td>\n<\/tr>\n<tr>\n<td>\u707e\u96be\u6027\u9057\u5fd8\u98ce\u9669<\/td>\n<td>\u8f83\u9ad8\uff08\u53ef\u80fd\u9057\u5fd8\u901a\u7528\u80fd\u529b\uff09<\/td>\n<td>\u8f83\u4f4e\uff08\u4fdd\u7559\u57fa\u7840\u80fd\u529b\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u5b9e\u6218\u5efa\u8bae\uff1a<\/strong><\/p>\n<p>\u2460 \u5f53\u8d44\u6e90\u5145\u8db3\uff08\u591a\u5361A100\/H100\u96c6\u7fa4\uff09\u3001\u6570\u636e\u91cf\u8d8510\u4e07\u6761\u3001\u4e14\u4efb\u52a1\u590d\u6742\u5ea6\u9ad8\uff08\u5982\u4ee3\u7801\u751f\u6210\u3001\u6570\u5b66\u63a8\u7406\uff09\u2192 \u4f18\u5148\u5168\u53c2\u5fae\u8c03\u3002<\/p>\n<p>\u2461 \u5f53\u8d44\u6e90\u6709\u9650\uff08\u5355\u5361\/\u6d88\u8d39\u7ea7\u663e\u5361\uff09\u3001\u6570\u636e\u91cf\u4e2d\u7b49\uff081\u5343-5\u4e07\u6761\uff09\u3001\u4e14\u4efb\u52a1\u4e3a\u901a\u7528\u80fd\u529b\u589e\u5f3a\uff08\u5982\u5bf9\u8bdd\u98ce\u683c\u8c03\u6574\u3001\u9886\u57df\u77e5\u8bc6\u6ce8\u5165\uff09\u2192 \u4f18\u5148LoRA\u3002<\/p>\n<p>\u2462 \u5bf9\u4e8eLLaMA-Factory\u7b49\u6846\u67b6\u652f\u6301\u7684\u9010\u6b65\u5fae\u8c03\u7b56\u7565\uff1a\u5148\u4f7f\u7528LoRA\u5feb\u901f\u9a8c\u8bc1\u6570\u636e\u8d28\u91cf\u548c\u8bad\u7ec3\u914d\u7f6e\uff0c\u518d\u5728\u786e\u8ba4\u6570\u636e\u6709\u6548\u540e\u7528\u5168\u53c2\u5fae\u8c03\u91ca\u653e\u5168\u90e8\u6f5c\u529b\u3002<\/p>\n<p><strong>\u4e94\u3001\u4ece\u5fae\u8c03\u5230\u90e8\u7f72\uff1a\u4e00\u5957\u5b8c\u6574\u7684\u843d\u5730\u8def\u5f84<\/strong><\/p>\n<p>\u5fae\u8c03\u5b8c\u6210\u53ea\u662f\u7b2c\u4e00\u6b65\u3002\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\uff0c\u4ee5\u4e0b\u73af\u8282\u540c\u6837\u5173\u952e\uff1a<\/p>\n<p><strong>1. \u6a21\u578b\u878d\u5408\u4e0e\u5408\u5e76<\/strong><br \/>\nLoRA\u8bad\u7ec3\u540e\u4ea7\u751f\u7684\u662f&#8221;\u9002\u914d\u5668\u6743\u91cd&#8221;\uff0c\u9700\u8981\u548c\u539f\u6a21\u578b\u5408\u5e76\u624d\u80fd\u5728\u6807\u51c6\u63a8\u7406\u6846\u67b6\u4e2d\u4f7f\u7528\u3002\u5408\u5e76\u540e\u5efa\u8bae\u5bfc\u51fa\u4e3aGGUF\uff08\u9002\u7528\u4e8ellama.cpp\uff09\u6216GPTQ\/AWQ\u91cf\u5316\u683c\u5f0f\uff0c\u4ee5\u964d\u4f4e\u63a8\u7406\u6210\u672c\u3002<\/p>\n<p><strong>2. \u8bc4\u4f30\u4f53\u7cfb\u642d\u5efa<\/strong><br \/>\n\u4e0d\u8981\u4ec5\u4f9d\u8d56\u4e3b\u89c2\u611f\u53d7\u8bc4\u4f30\u5fae\u8c03\u6548\u679c\u3002\u5efa\u8bae\u5efa\u7acb\u81ea\u52a8\u5316\u8bc4\u4f30PipeLine\uff1a<br \/>\n&#8211; \u6784\u5efa\u6d4b\u8bd5\u96c6\uff1a\u8986\u76d6\u6838\u5fc3\u4efb\u52a1\u573a\u666f\u3001\u8fb9\u754c\u60c5\u51b5\u3001\u5bf9\u6297\u6027\u793a\u4f8b<br \/>\n&#8211; \u8bbe\u5b9a\u8bc4\u4f30\u6307\u6807\uff1a\u51c6\u786e\u7387\u3001ROUGE-L\/BLEU\uff08\u751f\u6210\u7c7b\u4efb\u52a1\uff09\u3001\u56de\u7b54\u957f\u5ea6\u3001\u62d2\u7edd\u7387<br \/>\n&#8211; \u5f15\u5165A\/B\u6d4b\u8bd5\uff1a\u5c06\u539f\u6709Prompt Engineering\u65b9\u6848\u4e0e\u5fae\u8c03\u540e\u7684\u6a21\u578b\u505a\u5bf9\u6bd4<\/p>\n<p><strong>3. \u6301\u7eed\u8fed\u4ee3\u673a\u5236<\/strong><br \/>\n\u6a21\u578b\u4e0a\u7ebf\u540e\uff0c\u9700\u8981\u5efa\u7acb\u53cd\u9988\u95ed\u73af\uff1a<br \/>\n&#8211; \u8bb0\u5f55\u7528\u6237\u5bf9\u6a21\u578b\u56de\u7b54\u7684\u70b9\u8d5e\/\u70b9\u8e29<br \/>\n&#8211; \u5b9a\u671f\u62bd\u53d6\u4f4e\u5206\u56de\u7b54\uff0c\u8865\u5145\u5230\u8bad\u7ec3\u6570\u636e\u4e2d<br \/>\n&#8211; \u6309\u6708\u5ea6\u6216\u5b63\u5ea6\u7684\u8282\u594f\u6301\u7eed\u5fae\u8c03\u66f4\u65b0<\/p>\n<p><strong>4. \u5b89\u5168\u4e0e\u5408\u89c4<\/strong><br \/>\n\u5fae\u8c03\u6570\u636e\u4e2d\u82e5\u5305\u542b\u654f\u611f\u4fe1\u606f\uff0c\u9700\u505a\u597d\u6570\u636e\u8131\u654f\u3002\u5fae\u8c03\u540e\u7684\u6a21\u578b\u53ef\u80fd\u5b58\u5728\u65b0\u7684\u5b89\u5168\u98ce\u9669\uff08\u5982\u6cc4\u9732\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u9690\u79c1\u4fe1\u606f\uff09\uff0c\u5e94\u505a\u5b89\u5168\u8bc4\u6d4b\u540e\u518d\u4e0a\u7ebf\u3002<\/p>\n<p><strong>\u516d\u3001\u5fae\u8c03\u4e2d\u7684\u5e38\u89c1\u9677\u9631\u4e0e\u907f\u5751\u6307\u5357<\/strong><\/p>\n<p>\u5728\u5927\u91cf\u5fae\u8c03\u9879\u76ee\u4e2d\uff0c\u4ee5\u4e0b\u662f\u56e2\u961f\u6700\u5bb9\u6613\u8e29\u8fdb\u53bb\u7684\u4e94\u4e2a\u5751\uff1a<\/p>\n<p><strong>\u9677\u9631\u4e00\uff1a\u8bad\u7ec3\u6570\u636e\u4e0e\u63a8\u7406\u573a\u666f\u4e0d\u5339\u914d<\/strong><\/p>\n<p>\u6700\u5e38\u89c1\u7684\u95ee\u9898\uff1a\u6570\u636e\u96c6\u7531\u7814\u7a76\u4eba\u5458\u7f16\u5199\uff0c\u683c\u5f0f\u5de5\u6574\u3001\u56de\u7b54\u5b8c\u7f8e\uff0c\u4f46\u5b9e\u9645\u7528\u6237\u63d0\u95ee\u65b9\u5f0f\u662f\u4e0d\u89c4\u8303\u7684\u3001\u53e3\u8bed\u5316\u7684\u3001\u542b\u6709\u9519\u522b\u5b57\u7684\u3002\u5fae\u8c03\u51fa\u6765\u7684\u6a21\u578b\u5728\u6d4b\u8bd5\u96c6\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u4e0a\u7ebf\u540e\u5374\u6548\u679c\u5927\u8dcc\u3002<\/p>\n<p>\u5bf9\u7b56\uff1a\u8bad\u7ec3\u6570\u636e\u5fc5\u987b\u5305\u542b\u771f\u5b9e\u7528\u6237\u95ee\u9898\u7684\u91c7\u6837\uff08\u5305\u62ec\u53e3\u8bed\u5316\u8868\u8fbe\u3001\u62fc\u5199\u9519\u8bef\u3001\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u7684\u6307\u4ee3\u6d88\u89e3\uff09\uff0c\u5efa\u8bae\u81f3\u5c1120%\u7684\u6570\u636e\u6765\u81ea\u771f\u5b9e\u5bf9\u8bdd\u8bb0\u5f55\u3002<\/p>\n<p><strong>\u9677\u9631\u4e8c\uff1a\u8fc7\u5ea6\u5fae\u8c03\u5bfc\u81f4\u707e\u96be\u6027\u9057\u5fd8<\/strong><\/p>\n<p>\u5f53\u5fae\u8c03\u6570\u636e\u9ad8\u5ea6\u96c6\u4e2d\u4e8e\u7279\u5b9a\u9886\u57df\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u5728\u901a\u7528\u80fd\u529b\u4e0a\u51fa\u73b0\u660e\u663e\u7684\u9000\u5316\u2014\u2014\u539f\u672c\u80fd\u56de\u7b54\u7684\u5e38\u8bc6\u6027\u95ee\u9898\u5f00\u59cb\u7b54\u9519\uff0c\u903b\u8f91\u63a8\u7406\u80fd\u529b\u4e0b\u964d\u3002<\/p>\n<p>\u5bf9\u7b56\uff1a\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u52a0\u516510%-20%\u7684\u901a\u7528\u6307\u4ee4\u6570\u636e\uff08\u5982Alpaca\u6216ShareGPT\u8bed\u6599\u7684\u91c7\u6837\uff09\uff0c\u6df7\u5408\u8bad\u7ec3\u4ee5\u4fdd\u7559\u901a\u7528\u80fd\u529b\u3002<\/p>\n<p><strong>\u9677\u9631\u4e09\uff1a\u9a8c\u8bc1\u96c6\u8bbe\u8ba1\u4e0d\u5408\u7406<\/strong><\/p>\n<p>\u5f88\u591a\u56e2\u961f\u53ea\u7528\u4e86\u4e0e\u8bad\u7ec3\u96c6\u540c\u6e90\u7684\u6d4b\u8bd5\u6570\u636e\u505a\u8bc4\u4f30\uff0c\u5bfc\u81f4\u9a8c\u8bc1\u7ed3\u679c\u5b58\u5728\u4e25\u91cd\u504f\u5dee\u3002\u66f4\u5371\u9669\u7684\u662f\uff0c\u5982\u679c\u8bc4\u4f30\u96c6\u6570\u636e\u6cc4\u9732\u5230\u4e86\u8bad\u7ec3\u96c6\u4e2d\uff0c\u8bc4\u4f30\u7ed3\u679c\u5c06\u5b8c\u5168\u5931\u771f\u3002<\/p>\n<p>\u5bf9\u7b56\uff1a\u9a8c\u8bc1\u96c6\u6570\u636e\u5fc5\u987b\u7531\u72ec\u7acb\u6807\u6ce8\u56e2\u961f\u751f\u6210\uff0c\u4e14\u4e25\u683c\u786e\u4fdd\u4e0d\u6df7\u5165\u8bad\u7ec3\u96c6\u3002\u540c\u65f6\u589e\u52a0\u4eba\u5de5\u8bc4\u4f30\uff08\u5982A\/B\u76f2\u6d4b\uff09\u4f5c\u4e3a\u8f85\u52a9\u8bc4\u4ef7\u7ef4\u5ea6\u3002<\/p>\n<p><strong>\u9677\u9631\u56db\uff1a\u5ffd\u89c6\u591a\u8f6e\u5bf9\u8bdd\u7684\u4e00\u81f4\u6027<\/strong><\/p>\n<p>\u5f88\u591a\u5f00\u6e90\u8bad\u7ec3\u811a\u672c\u4ee5\u5355\u8f6e\u5bf9\u8bdd\uff08Single-turn\uff09\u4e3a\u4e3b\uff0c\u4f46\u5b9e\u9645\u751f\u4ea7\u573a\u666f\u9762\u4e34\u7684\u662f\u591a\u8f6e\u5bf9\u8bdd\u3002\u6ca1\u6709\u591a\u8f6e\u5bf9\u8bdd\u8bad\u7ec3\u7684\u6a21\u578b\u5bb9\u6613\u51fa\u73b0\u4e0a\u4e0b\u6587\u4e22\u5931\u3001\u5386\u53f2\u5f15\u7528\u9519\u8bef\u3001\u8bdd\u9898\u8df3\u8dc3\u4e0d\u4e00\u81f4\u7b49\u7f3a\u9677\u3002<\/p>\n<p>\u5bf9\u7b56\uff1a\u8bad\u7ec3\u6570\u636e\u5fc5\u987b\u5305\u542b\u591a\u8f6e\u5bf9\u8bdd\u6837\u672c\uff0c\u5efa\u8bae\u4f7f\u7528ShareGPT\u5bf9\u8bdd\u683c\u5f0f\u3002\u5728\u6a21\u677f\u6784\u5efa\u65f6\uff0c\u4e3a\u6bcf\u8f6e\u5bf9\u8bdd\u6dfb\u52a0\u660e\u786e\u7684\u89d2\u8272\u6807\u7b7e\u5e76\u62fc\u63a5\u5386\u53f2\u4e0a\u4e0b\u6587\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u5728\u957f\u5bf9\u8bdd\u4e2d\u4fdd\u6301\u4e00\u81f4\u6027\u3002<\/p>\n<p><strong>\u9677\u9631\u4e94\uff1a\u5ffd\u7565\u4e86\u63a8\u7406\u6027\u80fd\u548c\u5ef6\u8fdf\u4f18\u5316<\/strong><\/p>\n<p>\u5fae\u8c03\u540e\u6a21\u578b\u53ef\u80fd\u56e0\u4e3a\u6570\u636e\u683c\u5f0f\u7684\u7279\u6b8a\u8981\u6c42\uff08\u5982\u8fc7\u957f\u7684system 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