{"id":1728,"date":"2024-06-01T19:50:47","date_gmt":"2024-06-01T23:50:47","guid":{"rendered":"https:\/\/www.mymaplelife.com\/blog\/?p=1728"},"modified":"2024-06-02T20:59:29","modified_gmt":"2024-06-03T00:59:29","slug":"%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e5%be%ae%e8%b0%83%e5%bf%ab%e9%80%9f%e4%b8%8a%e6%89%8b","status":"publish","type":"post","link":"https:\/\/www.mymaplelife.com\/blog\/2024\/06\/01\/%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e5%be%ae%e8%b0%83%e5%bf%ab%e9%80%9f%e4%b8%8a%e6%89%8b\/","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u5feb\u901f\u4e0a\u624b"},"content":{"rendered":"\n<p>\u5927\u5bb6\u77e5\u9053\uff0c\u6211\u505a\u8fd9\u4e9bAI\u89c6\u9891\u7684\u76ee\u7684\uff0c\u662f\u6d88\u9664\u5927\u5bb6\u7684AI\u6050\u60e7\u75c7\u3002AI 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class=\"wp-block-list\">\n<li>\u5fae\u8c03<\/li>\n\n\n\n<li>\u63d0\u793a\u8bcd\u5de5\u7a0b<\/li>\n\n\n\n<li>\u589e\u5f3a\u5f0f\u751f\u6210<\/li>\n<\/ul>\n\n\n\n<p>\u5fae\u8c03\u5c31\u662f\u5176\u4e2d\u8fd9\u4e09\u4e2a\u91cc\u6700\u8d39\u94b1\u3001\u8d39\u529b\uff0c\u4f46\u53ef\u80fd\u6700\u63a5\u8fd1\u6a21\u578b\u672c\u8eab\u7684\u89e3\u51b3\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u5927\u6a21\u578b\u5fae\u8c03\uff08Fine-tuning\uff09\u662f\u6307\u5728\u5df2\u7ecf\u9884\u8bad\u7ec3\u597d\u7684\u5927\u6a21\u578b\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528\u7279\u5b9a\u7684\u6570\u636e\u96c6\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u8bad\u7ec3\uff0c\u4ee5\u4f7f\u6a21\u578b\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u6216\u9886\u57df\u3002\u8fd9\u4e2a\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u6a21\u578b\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a\u9884\u8bad\u7ec3\u6a21\u578b\uff08Pre-trained Model\uff09\uff0c\u6216\u57fa\u7840\u6a21\u578b\uff08Foundation Model\uff09\uff0c\u5fae\u8c03\u5728\u5927\u8bed\u8a00\u6a21\u578b\u91cc\u975e\u5e38\u901a\u7528\uff0c\u53d1\u5c55\u51fa\u5f88\u591a\u6280\u672f\uff0c\u5728\u5176\u4ed6\u4e00\u4e9b\u6a21\u578b\uff0c\u6bd4\u5982\u56fe\u50cf\u751f\u6210\u7684 Diffusion \u6a21\u578b\u91cc\uff0c\u4e5f\u5f88\u5e38\u89c1\u3002<\/p>\n\n\n\n<p>\u5fae\u8c03\u7684\u6280\u672f\uff0c\u6709\u5f88\u591a\u5206\u7c7b\u65b9\u5f0f\u3002\u4ece\u8bad\u7ec3\u6570\u636e\u7684\u6765\u6e90\u3001\u4ee5\u53ca\u8bad\u7ec3\u7684\u65b9\u6cd5\u7684\u89d2\u5ea6\uff0c\u5927\u6a21\u578b\u7684\u5fae\u8c03\u6709\u4ee5\u4e0b\u51e0\u6761\u6280\u672f\u8def\u7ebf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u76d1\u7763\u5fae\u8c03\uff08Supervised Fine-tuning\uff09 SFT<\/li>\n\n\n\n<li>\u65e0\u76d1\u7763\u5fae\u8c03\uff08Unsupervised Fine-tuning\uff09 UFT<\/li>\n\n\n\n<li>\u548c\u534a\u76d1\u7763\u5fae\u8c03<\/li>\n<\/ul>\n\n\n\n<p>\u6309\u5bf9\u6a21\u578b\u5185\u90e8\u53c2\u8d5b\u7684\u4fee\u6539\uff0c\u5206\u4e3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u5fae\u8c03\uff08Full Fine-tuning\uff09<\/li>\n\n\n\n<li>\u90e8\u5206\u5fae\u8c03\uff08Repurposing\uff09<\/li>\n\n\n\n<li>\u9002\u914d\u5668\u5fae\u8c03\uff08Adapter Tuning\uff09<\/li>\n\n\n\n<li>\u4f4e\u79e9\u9002\u914d\u5fae\u8c03 LoRA\uff08Low-rank adaptation \uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5168\u5fae\u8c03<\/strong><\/p>\n\n\n\n<p>\u5168\u5fae\u8c03\u7684\u539f\u7406\uff0c\u5c31\u662f\u4f7f\u7528\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\uff0c\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u989d\u5916\u8bad\u7ec3\uff0c\u4f7f\u5f97\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u8868\u73b0\u66f4\u51fa\u8272\u3002<\/p>\n\n\n\n<p>\u5168\u5fae\u8c03\u5927\u5f00\u9500\u662f\u5f88\u5927\u7684\uff0c\u548c\u6b63\u5e38\u7684\u6a21\u578b\u8bad\u7ec3\u7684\u533a\u522b\u53ea\u662f\u8bad\u7ec3\u6570\u636e\u96c6\u4e0d\u540c\uff0c\u4e14\u6bd4\u8f83\u5c0f\u3002\u4e00\u822c\u53ea\u6709\u5f53\u76ee\u6807\u4efb\u52a1\u4e0e\u57fa\u7840\u6a21\u578b\u4e4b\u95f4\u5b58\u5728\u8f83\u5927\u5dee\u5f02\uff0c\u6216\u8005\u9700\u8981\u6a21\u578b\u5177\u6709\u9ad8\u5ea6\u81ea\u9002\u5e94\u80fd\u529b\uff0c\u624d\u4f1a\u88ab\u4f7f\u7528\u3002\u53e6\u5916\uff0c\u8fd8\u6709\u53ef\u80fd\u5bfc\u81f4\u707e\u96be\u6027\u9057\u5fd8\uff0c\u628a\u539f\u6765\u8868\u73b0\u597d\u7684\u522b\u7684\u9886\u57df\u7684\u80fd\u529b\u53d8\u5dee\u3002<\/p>\n\n\n\n<p><strong>\u90e8\u5206\u5fae\u8c03<\/strong><\/p>\n\n\n\n<p>\u90e8\u5206\u5fae\u8c03\u89e3\u51b3\u4e86\u5168\u5fae\u8c03\u7684\u4e0a\u9762\u4e24\u4e2a\u95ee\u9898\uff0c\u5b83\u662f\u4e00\u79cd\u88ab\u5e7f\u6cdb\u91c7\u7528\u7684\u6280\u672f\uff0c\u53d1\u5c55\u51fa\u5f88\u591a\u7ec6\u5206\u6280\u672f\u3002\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c42\u7ea7\u5fae\u8c03\uff0c\u53ea\u5fae\u8c03\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4e00\u90e8\u5206\u5c42\uff0c\u901a\u5e38\u662f\u6700\u540e\u51e0\u4e2a\u5c42\u6216\u67d0\u4e9b\u7279\u5b9a\u5c42\uff0c\u8fd9\u4e9b\u53c2\u6570\u901a\u5e38\u4f4e\u4e8e\u6574\u4e2a\u53c2\u6570\u96c6\u76841%<\/li>\n\n\n\n<li>\u51bb\u7ed3\u5c42\u5fae\u8c03\uff0c\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u56fa\u5b9a\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u5927\u90e8\u5206\u5c42\uff0c\u53ea\u5fae\u8c03\u90e8\u5206\u5c42\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u9002\u914d\u5668\u5fae\u8c03<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e25\u683c\u6765\u8bf4\uff0cAdapter\u662f\u79cd\u7279\u6b8a\u7684\u90e8\u5206\u5fae\u8c03\uff0c\u9002\u914d\u5668\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u79cd\u989d\u5916\u7684\u5c42\uff0c\u5b83\u5728\u6a21\u578b\u91cc\u63d2\u5165\u5c0f\u578b\u7684\u53ef\u5b66\u4e60\u53c2\u6570\u96c6\uff08\u79f0\u4e3a\u9002\u914d\u5668\uff09\u4f5c\u4e3a\u7279\u5b9a\u4efb\u52a1\u7684\u5b66\u4e60\u53c2\u6570\u96c6\u3002Adapter\u5c42\u53ef\u4ee5\u6dfb\u52a0\u5728\u6a21\u578b\u7684\u5185\u90e8\u4efb\u4f55\u5730\u65b9\u3002\u8fd9\u79cd\u65b9\u5f0f\u5728\u5927\u8bed\u8a00\u6a21\u578b\u88ab\u5e7f\u6cdb\u4f7f\u7528\uff0c\u6765\u5b9e\u73b0\u5f88\u591a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u7279\u6b8a\u4efb\u52a1\uff0c\u6bd4\u5982\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6587\u672c\u5206\u7c7b<\/li>\n\n\n\n<li>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b<\/li>\n\n\n\n<li>\u8bcd\u6027\u6807\u6ce8<\/li>\n\n\n\n<li>\u6587\u672c\u6458\u8981\u548c\u5173\u952e\u8bcd\u63d0\u53d6<\/li>\n\n\n\n<li>\u7b49\u7b49\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Adapter \u5fae\u8c03\u6709\u5982\u4e0b\u7684\u4f18\u70b9\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u53c2\u6570\u5171\u4eab<\/strong>\uff1a\u4e0d\u540c\u4efb\u52a1\u7684\u5dee\u5f02\u7531Adapter\u5b9e\u73b0\uff0c\u6a21\u578b\u7684\u5176\u4ed6\u90e8\u5206\u53c2\u6570\u88ab\u6240\u6709\u4efb\u52a1\u5171\u4eab\u3002<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u8d44\u6e90\u9700\u6c42\u4f4e<\/strong>\u3002\u9002\u914d\u5668\u7684\u53c2\u6570\u91cf\u975e\u5e38\u5c0f\uff0c\u5fae\u8c03\u9700\u8981\u7684\u8ba1\u7b97\u91cf\u548c\u5b58\u50a8\u5c31\u975e\u5e38\u5c0f<\/li>\n\n\n\n<li><strong>\u9ad8\u6548<\/strong>\uff1a\u8bad\u7ec3\u975e\u5e38\u5feb<\/li>\n\n\n\n<li>\u9002\u914d\u5668\u5f15\u5165\u4e86\u989d\u5916\u7684<strong>\u6cdb\u5316\u80fd\u529b<\/strong>\uff0c\u53ef\u4ee5\u8ba9\u6574\u4e2a\u6a21\u578b\u5feb\u901f\u9002\u5e94\u4e0d\u540c\u7684\u4efb\u52a1\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u89e3\u91ca\u6027\u8f83\u9ad8<\/strong>\uff1a\u4e0d\u540c\u9002\u914d\u5668\u9488\u5bf9\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u5176\u53c2\u6570\u53ef\u4ee5\u5e2e\u52a9\u7406\u89e3\u6a21\u578b\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u63d0\u793a\u8bcd\u5fae\u8c03<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u793a\u8bcd\uff08Prompt\uff09 \u5fae\u8c03\u5176\u6838\u5fc3\u601d\u60f3\u662f\u4f7f\u7528\u7b80\u77ed\u7684\u63d0\u793a\uff08prompt\uff09\u6765\u6307\u5bfc\u6a21\u578b\u751f\u6210\u6587\u672c\u6216\u6267\u884c\u7279\u5b9a\u4efb\u52a1\uff0c\u751f\u6210\u7b26\u5408\u9884\u671f\u7684\u8f93\u51fa\u3002\u5b83\u7684\u5b9e\u73b0\u539f\u7406\u662f\u5728\u8bcd\u5d4c\u5165\u5c42\uff08Embedding\uff09\uff0c\u5728\u8f93\u5165\u5e8f\u5217X\u4e4b\u524d\uff0c\u589e\u52a0\u4e00\u4e9b\u7279\u5b9a\u957f\u5ea6\u7684\u7279\u6b8aToken\uff08\u4e5f\u5c31\u662f\u6587\u672c\u6216\u63d0\u793a\uff09\uff0c\u4ee5\u589e\u5927\u751f\u6210\u671f\u671b\u5e8f\u5217\u7684\u6982\u7387\u3002\u4ece\u5b9e\u73b0\u4e0a\u770b\uff0c\u5b83\u662f\u4e00\u79cd\u5728\u8bcd\u5d4c\u5165\u5c42\u4e0a\u5b9e\u73b0\u7279\u6b8a\u7684\u9002\u914d\u5668\u5fae\u8c03\u3002\u63d0\u793a\u8bcd\u5fae\u8c03\u901a\u5e38\u7528\u4e8e\u751f\u6210\u5f0f\u4efb\u52a1\uff0c\u5982\u6587\u672c\u751f\u6210\u3001\u95ee\u7b54\u7cfb\u7edf\u7b49\uff0c\u4ee5\u53ca\u5206\u7c7b\u4efb\u52a1\uff0c\u5982\u6587\u672c\u5206\u7c7b\u3001\u5e8f\u5217\u6807\u6ce8\u7b49\u3002\u4e0e\u4f20\u7edf\u7684\u5fae\u8c03\u65b9\u6cd5\u76f8\u6bd4\uff0c\u63d0\u793a\u8bcd\u5fae\u8c03\u66f4\u52a0\u7075\u6d3b\u548c\u53ef\u63a7\uff0c\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u7684\u7279\u70b9\u548c\u9700\u6c42\u6765\u8bbe\u8ba1\u548c\u8c03\u6574\u63d0\u793a\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u63d0\u793a\u8bcd\u5fae\u8c03\u7684\u5173\u952e\u7279\u70b9\u548c\u4f18\u52bf\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\u5b9a\u5236<\/strong>\uff1a\u63d0\u793a\u8bcd\u5fae\u8c03\u5141\u8bb8\u7528\u6237\u6839\u636e\u7279\u5b9a\u4efb\u52a1\u7684\u9700\u6c42\u8bbe\u8ba1\u81ea\u5b9a\u4e49\u7684\u63d0\u793a\uff0c\u4ece\u800c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u6267\u884c\u4efb\u52a1\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u63a7\u5236\u751f\u6210<\/strong>\uff1a\u901a\u8fc7\u8bbe\u8ba1\u5408\u9002\u7684\u63d0\u793a\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u63a7\u5236\u6a21\u578b\u751f\u6210\u7684\u6587\u672c\u5185\u5bb9\uff0c\u4f7f\u5176\u7b26\u5408\u9884\u671f\u7684\u8981\u6c42\uff0c\u63d0\u9ad8\u751f\u6210\u5f0f\u4efb\u52a1\u7684\u8d28\u91cf\u548c\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n<li><strong>\u7075\u6d3b\u6027<\/strong>\uff1a\u63d0\u793a\u8bcd\u5fae\u8c03\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u65b9\u5f0f\u6765\u8c03\u6574\u6a21\u578b\u7684\u884c\u4e3a\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u8981\u81ea\u7531\u5730\u8bbe\u8ba1\u548c\u8c03\u6574\u63d0\u793a\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u4efb\u52a1\u548c\u573a\u666f\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u91ca\u6027<\/strong>\uff1a\u7531\u4e8e\u63d0\u793a\u662f\u4eba\u4e3a\u8bbe\u8ba1\u7684\uff0c\u56e0\u6b64\u6a21\u578b\u751f\u6210\u7684\u7ed3\u679c\u901a\u5e38\u66f4\u5bb9\u6613\u88ab\u89e3\u91ca\u548c\u7406\u89e3\u3002\u8fd9\u79cd\u89e3\u91ca\u6027\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u7406\u89e3\u6a21\u578b\u7684\u884c\u4e3a\u548c\u8f93\u51fa\u3002<\/li>\n\n\n\n<li><strong>\u9002\u7528\u8303\u56f4\u5e7f\u6cdb<\/strong>\uff1a\u63d0\u793a\u8bcd\u5fae\u8c03\u9002\u7528\u4e8e\u5404\u79cd\u751f\u6210\u5f0f\u548c\u5206\u7c7b\u4efb\u52a1\uff0c\u5305\u62ec\u6587\u672c\u751f\u6210\u3001\u95ee\u7b54\u7cfb\u7edf\u3001\u6587\u672c\u5206\u7c7b\u3001\u5e8f\u5217\u6807\u6ce8\u7b49\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u4efb\u52a1\u7684\u9700\u6c42\u6765\u8bbe\u8ba1\u548c\u4f7f\u7528\u5408\u9002\u7684\u63d0\u793a\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u524d\u7f00\u5fae\u8c03<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u524d\u7f00\uff08Prefix\uff09 \u5fae\u8c03\uff0c\u548c\u63d0\u793a\u8bcd\u5fae\u8c03\u00a1\u6709\u7c7b\u4f3c\u7684\u57fa\u672c\u539f\u7406\u548c\u51fa\u53d1\u70b9\uff0c\u4e5f\u5e38\u89c1\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u3002\u4e24\u8005\u7684\u533a\u522b\u662f\uff0c\u524d\u7f00\u5fae\u8c03\u6dfb\u52a0\u5728\u4e0d\u540c\u7684\u5c42\u3002\u5728\u4ee5Transformer\u4f4d\u57fa\u7840\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\uff0c\u989d\u5916\u5c42\u6dfb\u52a0\u5728\u6a21\u578b\u7684Encoder\u548cDecoder \uff0c\u800c\u4e0d\u662f\u8bcd\u5d4c\u5165\u5c42\u3002\u8fd9\u4e9b\u989d\u5916\u5c42\u6dfb\u52a0\u5728\u6a21\u578b\u7684\u8f93\u5165\u7aef\u3002\u524d\u7f00\u5fae\u8c03\u7684\u4e00\u4e9b\u5173\u952e\u7279\u70b9\u548c\u4f18\u52bf\u548c\u9002\u914d\u5668\u5fae\u8c03\u7c7b\u540c\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f4e\u79e9\u9002\u914d\u5fae\u8c03<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Low-rank adaptation (LoRA)\u5fae\u8c03\u65b9\u6cd5\u5229\u7528\u4e86\u4e00\u4e2a\u5173\u952e\u6d1e\u5bdf\u6216\u5047\u8bf4\uff0c\u5373\u4f7f\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\u7684\u4e00\u4e9b\u53c2\u6570\u53ef\u80fd\u5e76\u4e0d\u9700\u8981\u9ad8\u7cbe\u5ea6\u7684\u8c03\u6574\u3002\u57fa\u4e8e\u8fd9\u4e00\u89c2\u5bdf\uff0cLoRA \u628a\u9700\u8981\u5fae\u8c03\u7684\u53c2\u6570\u8f6c\u6362\u6210W+\u2206W\u7684\u5f62\u5f0f\uff0c\u5e76\u628a\u2206W\u5206\u89e3\u6210 A*B\u7684\u4f4e\u79e9\u5f62\u5f0f\u3002\u5fae\u8c03\u7684\u8fc7\u7a0b\uff0c\u5c31\u662f\u8bad\u7ec3\u5f97\u5230A\u548cB\uff0c\u4e5f\u5c31\u5f97\u5230\u4e86\u2206W\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u53ea\u9700\u8981\u628a\u6267\u884cW+\u2206W\u5373\u53ef\u5bf9\u4e8e\u7279\u5b9a\u7684\u4efb\u52a1\u3002\u5207\u6362\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u53ea\u9700\u8981\u5bf9\u5e94\u7684\u2206W\u5373\u53ef\u3002LoRA\u6709\u9002\u914d\u5668\u5fae\u8c03\u7684\u5404\u79cd\u4f18\u70b9\uff0c\u540c\u65f6\u8fd8\u591a\u51fa\u4e24\u4e2a\u5176\u4ed6\u4f18\u70b9\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7531\u4e8e\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\u7684\u4e00\u4e9b\u53c2\u6570\u8f6c\u5316\u4e3a\u4f4e\u79e9\u5f62\u5f0f\uff0c\u5e76\u4e14\u4ec5\u5bf9\u8fd9\u4e9b\u4f4e\u79e9\u53c2\u6570\u8fdb\u884c\u5fae\u8c03\uff0c\u4ece\u800c\u4ee5\u66f4\u5c11\u7684\u8d44\u6e90\u5b9e\u73b0\u9ad8\u6548\u5fae\u8c03\uff0c\u5e76\u4e14\u66f4\u5feb\u7684\u6536\u655b\u3002<\/li>\n\n\n\n<li>\u5b83\u4e0d\u4f1a\u50cf\u9002\u914d\u5668\u5fae\u8c03\u4e00\u6837\u589e\u52a0\u6a21\u578b\u7684\u6df1\u5ea6\uff0c\u56e0\u6b64\u5fae\u8c03\u524d\u540e\u63a8\u7406\u901f\u5ea6\u4e0d\u53d8\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u91cf\u5316\u4f4e\u79e9\u9002\u914d\u5fae\u8c03<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cf\u5316\uff08Quantization\uff09\uff0c\u662f\u4e00\u79cd\u5728\u4fdd\u8bc1\u6a21\u578b\u6548\u679c\u57fa\u672c\u4e0d\u964d\u4f4e\u7684\u524d\u63d0\u4e0b\uff0c\u901a\u8fc7\u964d\u4f4e\u53c2\u6570\u7684\u7cbe\u5ea6\uff0c\u6765\u51cf\u5c11\u6a21\u578b\u5bf9\u4e8e\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u7684\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>\u91cf\u5316\u7684\u6838\u5fc3\u76ee\u6807\u662f\u964d\u6210\u672c\uff0c\u964d\u8bad\u7ec3\u6210\u672c\uff0c\u7279\u522b\u662f\u964d\u540e\u671f\u7684\u63a8\u7406\u6210\u672c\u3002<\/li>\n\n\n\n<li>QLoRA\u5c31\u662f\u91cf\u5316\u7248\u7684LoRA\uff0c\u5c06\u539f\u672c\u752816bit\u8868\u793a\u7684\u53c2\u6570\uff0c\u964d\u4e3a\u7528\u66f4\u5c11\u7684\u53c2\u6570\uff0c\u6bd4\u59824bit\u6765\u8868\u793a\uff0c\u53ef\u4ee5\u5728\u4fdd\u8bc1\u6a21\u578b\u6548\u679c\u7684\u540c\u65f6\uff0c\u6781\u5927\u5730\u964d\u4f4e\u6210\u672c\u3002<\/li>\n\n\n\n<li>QLoRA \u6709LoRA\u4f18\u70b9\uff0c\u4f46\u662f\u8bad\u7ec3\u6210\u672c\u66f4\u4f4e\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8bad\u7ec3\u65b9\u6cd5<\/strong><\/p>\n\n\n\n<p>LLaMA-Factory \u91cc\u63d0\u4f9b\u4e86\u5f88\u591a\u5e38\u89c1\u7684\u8bad\u7ec3\u65b9\u6cd5\u3002\u6211\u4eec\u9700\u8981\u5927\u6982\u4e86\u89e3\u4e00\u4e0b\u3002\u6bcf\u79cd\u65b9\u6cd5\u7684\u5177\u4f53\u539f\u7406\uff0c\u4eca\u5929\u5c31\u4e0d\u4ecb\u7ecd\u4e86\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9884\u8bad\u7ec3\/Pre-Training\uff1a\u9884\u8bad\u7ec3\u6a21\u578b<\/li>\n\n\n\n<li>\u76d1\u7763\u5fae\u8c03\/Supervised Fine-Tuning\uff1a\u5229\u7528\u6709\u6807\u7b7e\u7684\u6570\u636e\u6765\u5fae\u8c03\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u65b9\u6cd5<\/li>\n\n\n\n<li>\u5956\u52b1\u6a21\u578b\/Reward Modeling\uff1a\u901a\u8fc7\u6784\u5efa\u5956\u52b1\u6a21\u578b\u6765\u8861\u91cf\u751f\u6210\u6587\u672c\u7684\u8d28\u91cf\uff0c\u5e76\u4ee5\u6b64\u6307\u5bfc\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u5fae\u8c03\u8fc7\u7a0b<\/li>\n\n\n\n<li>\u8fd1\u7aef\u7b56\u7565\u4f18\u5316\/PPO\uff08Proximal Policy Optimization) \uff1a\u5176\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u9650\u5236\u6bcf\u6b21\u7b56\u7565\u66f4\u65b0\u7684\u5e45\u5ea6\uff0c\u9632\u6b62\u8fc7\u5927\u7684\u66f4\u65b0\u6b65\u4f10\u7834\u574f\u5df2\u6709\u7684\u7b56\u7565\u7ed3\u6784<\/li>\n\n\n\n<li>\u76f4\u63a5\u504f\u597d\u4f18\u5316\/DPO\uff08Direct Preference Optimization\uff09\uff1a\u4e3b\u8981\u901a\u8fc7\u76f4\u63a5\u4f18\u5316\u6a21\u578b\u751f\u6210\u7ed3\u679c\u7684\u504f\u597d\u5206\u5e03\u6765\u63d0\u9ad8\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/li>\n\n\n\n<li>\u77e5\u8bc6\u8f6c\u79fb\/KTO\uff08Knowledge Transfer Optimization\uff09\uff1a\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u5927\u89c4\u6a21\u6570\u636e\u4e0a\u5b66\u5230\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u7279\u5b9a\u4efb\u52a1\u4e2d<\/li>\n\n\n\n<li>\u6b63\u4ea4\u6b63\u5219\u5316\u8fd1\u7aef\u4f18\u5316\/Orthogonal Regularization Proximal Optimization\uff08ORPO\uff09\uff1a\u65e8\u5728\u901a\u8fc7\u6b63\u5219\u5316\u7b56\u7565\u548c\u4f18\u5316\u7b97\u6cd5\u6765\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n\n\n\n<li>\u540c\u6b65\u9884\u6d4b\u548c\u4f18\u5316\/SimPO\uff08Simultaneous Prediction and Optimization\uff09\uff1a\u4e00\u79cd\u7b80\u5316\u7684\u8fd1\u7aef\u4f18\u5316\u65b9\u6cd5<\/li>\n<\/ul>\n\n\n\n<p>\u4e0a\u9762\u6240\u6709\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0c\u90fd\u53ef\u914d\u5408\u5168\u5fae\u8c03\uff0c\u90e8\u5206\u5fae\u8c03\uff0cLoRA\u548cQLoRA\u4f7f\u7528\u3002<\/p>\n\n\n\n<p><strong>\u5fae\u8c03\u7684\u4e00\u822c\u6027\u6b65\u9aa4<\/strong><\/p>\n\n\n\n<p>\u5fae\u8c03\u867d\u7136\u6709\u5f88\u591a\u7ec6\u5206\u7684\u6280\u672f\uff0c\u4f46\u662f\u4ed6\u4eec\u5927\u90fd\u6709\u4e0b\u9762\u51e0\u4e2a\u4e00\u822c\u6027\u7684\u6b65\u9aa4\uff0c\u4f46\u5177\u4f53\u7ec6\u8282\u53ef\u80fd\u4f1a\u56e0\u9700\u6c42\u7684\u4e0d\u540c\u800c\u6709\u6240\u53d8\u5316\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51c6\u5907\u6570\u636e\u96c6\uff1a\u6536\u96c6\u548c\u51c6\u5907\u4e0e\u76ee\u6807\u4efb\u52a1\u76f8\u5173\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u3002\u786e\u4fdd\u6570\u636e\u96c6\u8d28\u91cf\u548c\u6807\u6ce8\u51c6\u786e\u6027\uff0c\u5e76\u8fdb\u884c\u5fc5\u8981\u7684\u6570\u636e\u6e05\u6d17\u548c\u9884\u5904\u7406\u3002<\/li>\n\n\n\n<li>\u9009\u62e9\u9884\u8bad\u7ec3\u6a21\u578b\/\u57fa\u7840\u6a21\u578b\uff1a\u6839\u636e\u76ee\u6807\u4efb\u52a1\u7684\u6027\u8d28\u548c\u6570\u636e\u96c6\u7684\u7279\u70b9\uff0c\u9009\u62e9\u9002\u5408\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u8bbe\u5b9a\u5fae\u8c03\u7b56\u7565\uff1a\u6839\u636e\u4efb\u52a1\u9700\u6c42\u548c\u53ef\u7528\u8d44\u6e90\uff0c\u9009\u62e9\u9002\u5f53\u7684\u5fae\u8c03\u7b56\u7565\u3002\u8003\u8651\u662f\u8fdb\u884c\u5168\u5fae\u8c03\u8fd8\u662f\u90e8\u5206\u5fae\u8c03\uff0c\u4ee5\u53ca\u5fae\u8c03\u7684\u5c42\u7ea7\u548c\u8303\u56f4\u3002<\/li>\n\n\n\n<li>\u8bbe\u7f6e\u8d85\u53c2\u6570\uff1a\u786e\u5b9a\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u7684\u8d85\u53c2\u6570\uff0c\u5982\u5b66\u4e60\u7387\u3001\u6279\u91cf\u5927\u5c0f\u3001\u8bad\u7ec3\u8f6e\u6570\u7b49\u3002\u8fd9\u4e9b\u8d85\u53c2\u6570\u7684\u9009\u62e9\u5bf9\u5fae\u8c03\u7684\u6027\u80fd\u548c\u6536\u655b\u901f\u5ea6\u6709\u91cd\u8981\u5f71\u54cd\u3002<\/li>\n\n\n\n<li>\u521d\u59cb\u5316\u6a21\u578b\u53c2\u6570\uff1a\u6839\u636e\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6743\u91cd\uff0c\u521d\u59cb\u5316\u5fae\u8c03\u6a21\u578b\u7684\u53c2\u6570\u3002\u5bf9\u4e8e\u5168\u5fae\u8c03\uff0c\u6240\u6709\u6a21\u578b\u53c2\u6570\u90fd\u4f1a\u88ab\u968f\u673a\u521d\u59cb\u5316\uff1b\u5bf9\u4e8e\u90e8\u5206\u5fae\u8c03\uff0c\u53ea\u6709\u9876\u5c42\u6216\u5c11\u6570\u5c42\u7684\u53c2\u6570\u4f1a\u88ab\u968f\u673a\u521d\u59cb\u5316\u3002<\/li>\n\n\n\n<li>\u8fdb\u884c\u5fae\u8c03\u8bad\u7ec3\uff1a\u4f7f\u7528\u51c6\u5907\u597d\u7684\u6570\u636e\u96c6\u548c\u5fae\u8c03\u7b56\u7565\uff0c\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6839\u636e\u8bbe\u5b9a\u7684\u8d85\u53c2\u6570\u548c\u4f18\u5316\u7b97\u6cd5\uff0c\u9010\u6e10\u8c03\u6574\u6a21\u578b\u53c2\u6570\u4ee5\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u8bc4\u4f30\u548c\u8c03\u4f18\uff1a\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f7f\u7528\u9a8c\u8bc1\u96c6\u5bf9\u6a21\u578b\u8fdb\u884c\u5b9a\u671f\u8bc4\u4f30\uff0c\u5e76\u6839\u636e\u8bc4\u4f30\u7ed3\u679c\u8c03\u6574\u8d85\u53c2\u6570\u6216\u5fae\u8c03\u7b56\u7565\u3002\u8fd9\u6709\u52a9\u4e8e\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u6a21\u578b\u6027\u80fd\uff1a\u5728\u5fae\u8c03\u5b8c\u6210\u540e\uff0c\u4f7f\u7528\u6d4b\u8bd5\u96c6\u5bf9\u6700\u7ec8\u7684\u5fae\u8c03\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\uff0c\u4ee5\u83b7\u5f97\u6700\u7ec8\u7684\u6027\u80fd\u6307\u6807\u3002\u8fd9\u6709\u52a9\u4e8e\u8bc4\u4f30\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u8868\u73b0\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u90e8\u7f72\u548c\u5e94\u7528\uff1a\u5c06\u5fae\u8c03\u5b8c\u6210\u7684\u6a21\u578b\u90e8\u7f72\u5230\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5e76\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u4f18\u5316\u548c\u8c03\u6574\uff0c\u4ee5\u6ee1\u8db3\u5b9e\u9645\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5fae\u8c03\u5728\u4ee5\u524d\u662f\u6709\u76f8\u5f53\u6280\u672f\u542b\u91cf\u7684\u5de5\u4f5c\u3002\u4f46\u5728\u5f00\u6e90\u793e\u533a\u7684\u4e0d\u65ad\u52aa\u529b\u4e0b\uff0c\u5c24\u5176\u662f\u65b0\u4e00\u4ee3\u4e2d\u56fd\u5e74\u8f7b\u5f00\u6e90\u8d21\u732e\u8005\u7684\u52aa\u529b\u4e0b\uff0c\u5fae\u8c03\u5df2\u7ecf\u88ab\u5e72\u6210\u767d\u83dc\u4e86\u3002\u5982\u679c\u4f60\u5728GitHub\u4e0a\u641c\u7d22\u4e00\u4e0b\uff0c\u4f60\u4f1a\u53d1\u73b0\u5f88\u591a\u5f88\u591a\u5fae\u8c03\u5de5\u5177\u3002\u4eca\u5929\u6211\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u7684 LLaMA-Factory \u5c31\u662f\u7531\u5317\u822a\u7684\u67d0\u4f4d\u5973\u5927\u5496\u5949\u732e\u7684\u3002\u8fd9\u662fGitHub\u7f51\u5740\uff1a<a href=\"https:\/\/github.com\/hiyouga\/LLaMA-Factory\">https:\/\/github.com\/hiyouga\/LLaMA-Factory<\/a><\/p>\n\n\n\n<p>\u4e0b\u9762\u6211\u5c31\u7528\u5f31\u667a\u5427\u7684\u5bf9\u8bdd\u6570\u636e\uff0c\u4ee5\u6700\u7b80\u5355\u7684\u65b9\u5f0f\uff0c\u5bf9\u6700\u65b0\u7684 Llama 3 \u8fdb\u884c\u5fae\u8c03\uff0c\u5e0c\u671b\u5bf9\u90a3\u4e9b\u5e0c\u671b\u5feb\u901f\u4e0a\u624b\u7684\u670b\u53cb\u6709\u4e9b\u5e2e\u52a9\u3002<\/p>\n\n\n\n<p>\u4e00\u3001\u8fd0\u884c\u73af\u5883<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>UM790 Pro 64GB Ram + eGPU RTX 3060<\/li>\n\n\n\n<li>Windows 11 + WSL 2 + Ubuntu 22.04 LTS<\/li>\n\n\n\n<li>MiniConda + Python 3.10.14<\/li>\n\n\n\n<li>\u673a\u5668\u7684\u5177\u4f53\u5b89\u88c5\u914d\u7f6e\u8fc7\u7a0b\u8bf7\u53c2\u8003\u6211\u4ee5\u524d\u7684\u89c6\u9891\u6216\u535a\u5ba2<\/li>\n<\/ul>\n\n\n\n<p>\u4e8c\u3001\u57fa\u672c\u8fc7\u7a0b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 Mini Conda \u521b\u5efa Python \u865a\u62df\u73af\u5883<\/li>\n\n\n\n<li>\u4e0b\u8f7d LLaMA-Factory \u6e90\u4ee3\u7801<\/li>\n\n\n\n<li>\u5b89\u88c5\u548c\u914d\u7f6e Python \u7684\u8fd0\u884c\u73af\u5883<\/li>\n\n\n\n<li>\u7533\u8bf7 HuggingFace \u7684\u8d26\u53f7\uff0c\u751f\u6210 Access Token<\/li>\n\n\n\n<li>\u4fee\u6539\u8fd0\u884c\u65f6\u7684\u914d\u7f6e\u6587\u4ef6\u3002\u914d\u7f6e\u6587\u4ef6\u91cc\u7684\u5185\u5bb9\u90fd\u662f\u81ea\u89e3\u91ca\u7684\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u8fdb\u884c\u8c03\u6574\uff0c\u6211\u8fd9\u91cc\u53ea\u4fee\u6539\u4e86dataset \u548c use_unsloth \u8fd9\u4e24\u9879\u3002LLaMA-Factory\u5df2\u7ecf\u96c6\u6210\u4e86\u5f88\u591a\u51c6\u5907\u5b8c\u5584\u7684\u5fae\u8c03\u8bad\u7ec3\u6570\u636e\uff0c\u53ef\u4ee5\u7701\u4e0b\u5927\u91cf\u6570\u636e\u51c6\u5907\u65f6\u95f4\u3002<\/li>\n\n\n\n<li>\u8fd0\u884c\u3002\u7531\u4e8e\u6211\u7684GPU\u6bd4\u8f83\u5dee\uff0c\u8fd0\u884c\u5b9e\u9645\u975e\u5e38\u957f\uff0c\u8bf7\u4fdd\u8bc1\u673a\u5668\u80fd\u591f\u8fde\u7eed\u8fd0\u884c\u3002<\/li>\n\n\n\n<li>\u63a8\u7406\u6d4b\u8bd5\u3002\u4e0d\u77e5\u662f\u4ec0\u4e48\u539f\u56e0\uff0c\u8fd9\u4e2a\u63a8\u7406\u95ee\u7b54\u975e\u5e38\u6162\u3002\u6211\u7528 ollama \u6d4b\u8bd5\u540c\u4e00\u4e2a\u6a21\u578b\uff0c\u8981\u5feb\u5f88\u591a\u3002<\/li>\n\n\n\n<li>\u5bfc\u51fa\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># \u521b\u5efa\u5e76\u6fc0\u6d3b\u8fd0\u884c\u73af\u5883\nconda create -n llama-factory python=3.10\nconda activate llama-factory\n# \u4e0b\u8f7d\u6e90\u4ee3\u7801\ngit clone --depth 1 https:\/\/github.com\/hiyouga\/LLaMA-Factory.git\n# \u5b89\u88c5\u8fd0\u884c\u65f6\u9700\u8981\u7684\u5404\u79cd\u7b2c\u4e09\u65b9\u5305\ncd LLaMA-Factory\npip install -e .&#91;torch,metrics]\npip install --upgrade huggingface_hub\npip install flash_attn\n# \u5982\u679c\u4f7f\u7528 vllm \u505a\u63a8\u7406\u6d4b\u8bd5\uff0c\u9700\u8981\u5b89\u88c5 vllm\npip install vllm\n# \u5982\u679c\u4f7f\u7528\u4e86\u4efb\u4f55\u5728 hugginface \u4e0a\u7684\u6570\u636e\u6216\u6a21\u578b\uff0c\u4f60\u9700\u8981\u5148\u751f\u6210\u4e00\u4e2a token\uff0c\u7136\u540e\u7528\u8fd9\u4e2aToken\u767b\u5f55\u4e00\u4e0b\nhuggingface-cli login\n# \u4fee\u6539\u914d\u7f6e\u6587\u4ef6\u3002\u5f31\u667a\u5427\u7684\u6570\u636e\u5df2\u7ecf\u88ab\u96c6\u6210\u8fd1 LLaMA-Factory\uff0c\u6211\u4eec\u53ea\u9700\u8981\u4fee\u6539\u4e00\u4e0b\u914d\u7f6e\u6587\u4ef6\u91cc\u7684 dataset\u3002\u6211\u4eec\u4f7f\u7528\u4e86\u9ed8\u8ba4\u7684\u5355GPU LoRA\u5fae\u8c03\u3002\nvi examples\/lora_single_gpu\/llama3_lora_sft.yaml\ndataset: identity,ruozhiba_gpt4\n# \u8fdb\u884c\u5fae\u8c03\nCUDA_VISIBLE_DEVICES=0 llamafactory-cli train examples\/lora_single_gpu\/llama3_lora_sft.yaml \n# \u63a8\u7406\u6d4b\u8bd5\nCUDA_VISIBLE_DEVICES=0 llamafactory-cli chat examples\/inference\/llama3_lora_sft.yaml\n# \u5bfc\u51fa\u6a21\u578b\nCUDA_VISIBLE_DEVICES=0 llamafactory-cli export examples\/merge_lora\/llama3_lora_sft.yaml<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u5bb6\u77e5\u9053\uff0c\u6211\u505a\u8fd9\u4e9bAI\u89c6\u9891\u7684\u76ee\u7684\uff0c\u662f\u6d88\u9664\u5927\u5bb6\u7684AI&hellip;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[122,1],"tags":[123,124,131],"class_list":["post-1728","post","type-post","status-publish","format-standard","hentry","category-ai","category-other","tag-ai","tag-124","tag-131"],"_links":{"self":[{"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/posts\/1728","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/comments?post=1728"}],"version-history":[{"count":8,"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/posts\/1728\/revisions"}],"predecessor-version":[{"id":1742,"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/posts\/1728\/revisions\/1742"}],"wp:attachment":[{"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/media?parent=1728"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/categories?post=1728"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mymaplelife.com\/blog\/wp-json\/wp\/v2\/tags?post=1728"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}