{"id":2466,"date":"2023-04-01T03:25:12","date_gmt":"2023-03-31T19:25:12","guid":{"rendered":"https:\/\/www.shuizilong.com\/house\/?p=2466"},"modified":"2023-04-25T09:45:26","modified_gmt":"2023-04-25T01:45:26","slug":"prompt-engineering-and-fine-tuning-magic","status":"publish","type":"post","link":"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/","title":{"rendered":"\u63d0\u793a\u5de5\u7a0b\u4e0e\u5fae\u8c03\u9b54\u6cd5"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_65 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69e4749c289ed\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69e4749c289ed\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#SD\" title=\"SD\">SD<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#%E6%8F%90%E7%A4%BA%E5%B7%A5%E7%A8%8B\" title=\"\u63d0\u793a\u5de5\u7a0b\">\u63d0\u793a\u5de5\u7a0b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#%E6%8E%A7%E5%88%B6%E7%BD%91%E7%BB%9C\" title=\"\u63a7\u5236\u7f51\u7edc\">\u63a7\u5236\u7f51\u7edc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#%E6%A8%A1%E5%9E%8B%E5%BE%AE%E8%B0%83\" title=\"\u6a21\u578b\u5fae\u8c03\">\u6a21\u578b\u5fae\u8c03<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#LLM\" title=\"LLM\">LLM<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#%E6%8F%90%E7%A4%BA%E5%B7%A5%E7%A8%8B-2\" title=\"\u63d0\u793a\u5de5\u7a0b\">\u63d0\u793a\u5de5\u7a0b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#Reverse_Prompt\" title=\"Reverse Prompt\">Reverse Prompt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#Jailbreak_Prompt\" title=\"Jailbreak Prompt\">Jailbreak Prompt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#Prompt_Injection\" title=\"Prompt Injection\">Prompt Injection<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#%E5%A4%96%E9%83%A8%E5%B7%A5%E5%85%B7\" title=\"\u5916\u90e8\u5de5\u5177\">\u5916\u90e8\u5de5\u5177<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#Retrieval\" title=\"Retrieval\">Retrieval<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#Programming_Language\" title=\"Programming Language\">Programming Language<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#External_APIs\" title=\"External APIs\">External APIs<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#%E6%A8%A1%E5%9E%8B%E4%BC%9A%E8%AF%9D\" title=\"\u6a21\u578b\u4f1a\u8bdd\">\u6a21\u578b\u4f1a\u8bdd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#%E6%A8%A1%E5%9E%8B%E5%BE%AE%E8%B0%83-2\" title=\"\u6a21\u578b\u5fae\u8c03\">\u6a21\u578b\u5fae\u8c03<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.shuizilong.com\/house\/archives\/prompt-engineering-and-fine-tuning-magic\/#%E6%95%B0%E5%AD%97%E5%88%86%E8%BA%AB\" title=\"\u6570\u5b57\u5206\u8eab\">\u6570\u5b57\u5206\u8eab<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n<p>\u672c\u6587\u7528\u6765\u8bb0\u5f55\u6211\u5bf9\u8fd9\u4e24\u4e2a\u4e1c\u897f\u7684\u4e00\u4e9b\u7b14\u8bb0\u3002\u3002\u3002<\/p>\n<p>\u5bf9\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u7814\u7a76\uff0c\u4e00\u822c\u53ef\u5206\u4e3a\u9884\u8bad\u7ec3\uff08pre-training\uff09\u3001\u6a21\u578b\u5fae\u8c03\uff08tuning\uff09\u4e0e\u63d0\u793a\u5de5\u7a0b\uff08promting\uff09\u4e09\u4e2a\u9636\u6bb5\uff0c\u95e8\u69db\u548c\u96be\u5ea6\u4e5f\u4f9d\u6b21\u964d\u4f4e\uff0c\u5176\u4e2d\u9884\u8bad\u7ec3\u9636\u6bb5\u663e\u7136\u4e0d\u662f\u6211\u8fd9\u79cd\u7ea7\u522b\u7684\u73a9\u5bb6\u53ef\u4ee5\u67d3\u6307\u7684\uff0c\u4f46\u662f\u9700\u8981\u6709\u5fc5\u8981\u7684\u77e5\u8bc6\u4ee5\u4fbf\u4e8e\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff08\u9e21\u5c3e\u9152\u91cc\u7684\u57fa\u9152\uff09\uff0c\u5bf9\u4e8e\u5177\u4f53\u6a21\u578b\u7684\u9009\u62e9\u53ef\u53c2\u8003 <a href=\"https:\/\/www.notion.so\/History-of-LLM-6abfb803864746b8bbb7867082a070ce\">\u5176\u5b83\u8d44\u6599<\/a>\uff0c\u672c\u6587\u7740\u91cd\u4ecb\u7ecd\u540e\u4e24\u4e2a\u4e1c\u897f\u3002<\/p>\n<p>\u6a21\u578b\u5fae\u8c03 \u548c \u63d0\u793a\u5de5\u7a0b \u7684\u533a\u522b\u5728\u4e8e\u540e\u8005\u4e0d\u6539\u53d8\u6a21\u578b\u7684\u6743\u91cd\u3002\u3002\u3002\u6240\u4ee5\u540e\u8005\u5f53\u7136\u8fd8\u662f\u6bd4\u5fae\u8c03\u7b80\u5355\u591a\u5566\u3002\u3002\u53ea\u6709\u5728\u63d0\u793a\u5de5\u7a0b\u89e3\u51b3\u4e0d\u4e86\u7684\u65f6\u5019\u6211\u624d\u4f1a\u53bb\u8003\u8651\u6a21\u578b\u5fae\u8c03\uff08<a href=\"https:\/\/www.bilibili.com\/video\/BV1oX4y1d7X6\/\">\u80fd\u4e0d\u505a pre-trainning \u4e0d\u505a\u5462 \u4e0d\u505a pre-trainning<\/a>\uff09\u3002\u3002\u867d\u7136\u4e24\u4e2a\u4e1c\u897f\u73b0\u5728\u5176\u5b9e\u90fd\u633a\u7384\u5b66\uff08empirical science\uff09\u7684\u3002\u3002\u3002\u4f46\u662f\u6211\u4e2a\u4eba\u89c9\u5f97\u6a21\u578b\u5fae\u8c03\u8fd8\u662f\u6bd4\u63d0\u793a\u5de5\u7a0b\u66f4\u9b54\u6cd5\u4e00\u4e9b\u7684\u3002\u3002<\/p>\n<p><a href=\"https:\/\/twitter.com\/turingbook\/status\/1642384223066787843?s=46&#038;t=9JOz3hGEcz6J6B4XM4jiug\">\u8bb8\u591a\u4eba\u8f7b\u89c6\u63d0\u793a\u5de5\u7a0b\u7684\u91cd\u8981\u6027<\/a>\u3002\u3002\uff08\u6bd4\u5982 \u5965\u7279\u66fc \u81ea\u5df1\uff09\u3002\u3002\u3002\u4f46\u662f\u6211\u89c9\u5f97\u5b83\u5728\u8fd9\u4e2a\u9636\u6bb5\u786e\u5b9e\u4f9d\u7136\u4f1a\u662f\u5f88\u91cd\u8981\u7684\u4e1c\u897f\u3002\u3002\u6bd4\u5982\u3002\u3002\u5f53\u5e74\u7684\u5143\u7d20\u6cd5\u5178\u5c31\u66fe\u5e2e\u52a9\u5230\u6211\u5f88\u591a\u3002\u3002\u3002\u800c LLM \u7684\u63d0\u793a\u5de5\u7a0b\u5c31\u66f4\u91cd\u8981\u4e86\u3002\u3002\u3002\u7b80\u76f4\u5c31\u662f\u65b0\u65f6\u4ee3\u7684 <a href=\"https:\/\/github.com\/ryanhanwu\/How-To-Ask-Questions-The-Smart-Way\">\u63d0\u95ee\u7684\u667a\u6167<\/a> \u554a\u3002\u3002\u800c\u4e14\u3002\u3002\u3002\u6211\u9760\u3002\u3002\u63d0\u793a\u5de5\u7a0b\u5c31\u662f\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b\u7684\u96cf\u5f62\u554a\u3002\u3002\u3002\u591a\u5c11\u5e74\u6765\u68a6\u5bd0\u4ee5\u6c42\u7684\u4e1c\u897f\u3002\u3002\u3002<\/p>\n<p>\u867d\u7136\u8fd9\u4e2a\u4e1c\u897f\u662f\u5bf9 LLM \u7684\u7814\u7a76\u65b9\u6cd5\uff0c\u4e0d\u8fc7\u6211\u4eec\u8fc1\u79fb\u5230\u8bf8\u5982 Stable Diffusion\u3001\u591a\u6a21\u6001\u6216\u8005\u5176\u5b83\u7684\u4ec0\u4e48\u590d\u6742\u7684\u6a21\u578b\u4e0a\u5e94\u8be5\u4e5f\u95ee\u9898\u4e0d\u5927\uff08<a href=\"https:\/\/www.bilibili.com\/video\/BV1pu411o7BE\/\">\u56e0\u4e3a Transformer \u6a21\u578b\u88ab\u8fc1\u79fb\u5230\u4e86\u5f88\u591a\u9886\u57df\u4e0a<\/a>\uff0c\u89c6\u89c9\u9886\u57df\u751a\u81f3\u4e5f\u6709\u81ea\u5df1\u7684\u5927\u6a21\u578b\uff0c\u6240\u4ee5\u73b0\u5728\u5f88\u591a\u6982\u5ff5\u90fd\u662f\u7edf\u4e00\u7684\uff09\u3002\u901a\u5e38\u8bf4\u6765\u80fd\u7528\u63d0\u793a\u5de5\u7a0b\u89e3\u51b3\u7684\u80af\u5b9a\u4e5f\u80fd\u7528\u6a21\u578b\u5fae\u8c03\u89e3\u51b3\uff08\u4f46\u6700\u597d\u522b\uff09\u3002\u3002\u53cd\u4e4b\u5219\u4e0d\u80fd\u3002\u3002<\/p>\n<p>\u6bd4\u5982\u8bf4 <a href=\"https:\/\/t.me\/algorithm_daily_of_minako\/11904\">\u7eb8\u55b5\u4e0a\u6b21\u753b\u7684\u90a3\u5f20\u94a2\u7b14\u753b<\/a>\u3002\u3002\u4f46\u662f\u66f4\u590d\u6742\u70b9\u5982\u679c\u8981\u753b\u6a21\u578b\u4e2d\u76ee\u524d\u6ca1\u6709\u7684\u67d0\u4e2a\u7279\u5b9a\u753b\u98ce\u6216\u8005\u67d0\u4e2a\u7279\u5b9a\u7684\u4eba\u7269\u3001\u52a8\u4f5c\u65f6\u3002\u3002\u5c31\u53ef\u80fd\u9700\u8981\u53bb\u6a21\u578b\u5fae\u8c03\u4e86\u3002<br \/>\n\u518d\u6bd4\u5982\u6211\u8981\u505a AI Cosplay\u3002\u3002\u3002\u6bd4\u8f83\u7b80\u5355\u7684\u6bd4\u5982\u6a21\u4eff\u732b\u5a18\u3001\u53ef\u80fd\u63d0\u793a\u8bcd\u641e\u641e\u5c31\u53ef\u4ee5\u4e86\u3002\u3002\u3002<br \/>\n\u4f46\u6211\u8981\u6a21\u4eff\u7279\u5b9a\u7684\u5386\u53f2\u540d\u4eba\u3002\u751a\u81f3\u6211\u81ea\u5df1\u65f6\u3002\uff08\u9664\u4e86\u6027\u683c\u5b83\u9700\u8981\u6709\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\uff09\u3002\u6700\u597d\u9009\u62e9\u6a21\u578b\u5fae\u8c03\u3002\u3002<\/p>\n<p>\u50cf\u662f <a href=\"https:\/\/github.com\/hwchase17\/langchain\">LangChain<\/a>\u3001<a href=\"https:\/\/github.com\/jerryjliu\/llama_index\">GPTIndex<\/a> \u7b49\u8f85\u52a9\u5de5\u5177\u3001\u770b\u8d77\u6765\u80fd\u5b9e\u73b0\u4e0d\u5c11\u6a21\u578b\u5fae\u8c03\u624d\u529e\u5f97\u5230\u7684\u4e8b\u3002\u3002\u4f46\u4e5f\u53ea\u662f\u5c5e\u4e8e\u6bd4\u8f83\u9ad8\u7ea7\u7684\u63d0\u793a\u5de5\u7a0b\u73a9\u6cd5 (Augmentation)\u3002\u3002\u800c\u50cf LoRA \u770b\u8d77\u6765\u53ea\u662f\u5916\u6302\u4e86\u4e00\u4e2a\u6587\u4ef6\u6709\u70b9\u50cf\u662f\u63d0\u793a\u5de5\u7a0b\u3002\u3002\u4f46\u5b9e\u9645\u4e0a\u5979\u8fdb\u884c\u4e86\u6a21\u578b\u5fae\u8c03\u3002\u3002\u3002\u3002\u3002<\/p>\n<p>\u4e0d\u8fc7\u4f3c\u4e4e\u6211\u4e5f\u80fd\u628a\u63d0\u793a\u5de5\u7a0b\u8ba4\u4e3a\u662f\u4e00\u79cd\u6700\u7b80\u5355\u7684\u6a21\u578b\u5fae\u8c03\u3002\u3002\u628a\u6a21\u578b\u5fae\u8c03\u8ba4\u4e3a\u662f\u6bd4\u8f83\u590d\u6742\u7684\u63d0\u793a\u5de5\u7a0b\u3002\u3002\u3002<br \/>\n\u7136\u540e\u55ef\uff0c\u4f60\u731c\u7684\u6ca1\u9519\u3002\u3002\u3002\u4e8b\u5b9e\u4e0a\u8fd8\u771f\u6709\u4e8c\u8005\u7684\u5fae\u5999\u7ed3\u5408\u3002\u3002\u3002\u4e00\u79cd\u53eb\u505a \u63d0\u793a\u5fae\u8c03 \u7684\u4e1c\u897f\u3002\u3002\u3002<br \/>\n\u800c\u4e14\u3002\u3002\u4ee5\u540e\u4f1a\u4e0d\u4f1a\u51fa\u73b0 online incremental tuning \uff08\u7c7b\u4f3c\u4eba\u7c7b\u7684\u957f\u671f\u8bb0\u5fc6\uff09\u3002\u3002\u3002\u73b0\u5728\u6211\u4eec\u4e5f\u4e0d\u597d\u8bf4\u5bf9\u5427\u3002\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"SD\"><\/span>SD<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"%E6%8F%90%E7%A4%BA%E5%B7%A5%E7%A8%8B\"><\/span>\u63d0\u793a\u5de5\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/stable-diffusion-book.vercel.app\/paint\/\">Stable Diffusion Book, \u7ed8\u753b\u6307\u5357<\/a><\/li>\n<li><a href=\"https:\/\/space.bilibili.com\/1981251194\/\">\u5143\u7d20\u6cd5\u5178\u5236\u4f5c\u59d4\u5458\u4f1a<\/a><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E6%8E%A7%E5%88%B6%E7%BD%91%E7%BB%9C\"><\/span>\u63a7\u5236\u7f51\u7edc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/www.bilibili.com\/video\/BV1Wo4y1i77v\/\">\u3010AI\u7ed8\u753b\u3011\u5b8c\u7f8e\u63a7\u5236\u753b\u9762\uff01\u544a\u522b\u62bd\u5361\u65f6\u4ee3 \u4eba\u7269\u52a8\u4f5c\u63a7\u5236 \u666f\u6df1 \u7ebf\u7a3f\u4e0a\u8272 Controlnet \u5b89\u88c5\u4f7f\u7528\u6559\u7a0b<\/a><\/li>\n<li><a href=\"https:\/\/www.bilibili.com\/video\/BV1XA411m7s2\">\u3010AI\u7ed8\u753b\u3011\u9769\u547d\u6027\u6280\u672f\u7a81\u7834\uff1aControlNet<\/a><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E5%BE%AE%E8%B0%83\"><\/span>\u6a21\u578b\u5fae\u8c03<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/stable-diffusion-book.vercel.app\/train\/\">Stable Diffusion Book, \u8bad\u7ec3\u6a21\u578b<\/a><\/li>\n<li><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/616500728\">Stable Diffusion Lora \u8bad\u7ec3\u5b9a\u5236\u89d2\u8272\uff08\u4e8c\u6b21\u5143\u5411\uff09<\/a><\/li>\n<li><a href=\"https:\/\/dreambooth.github.io\/\">DreamBooth<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/7eu7d7\/DreamArtist-sd-webui-extension\">DreamArtist<\/a><\/li>\n<li><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/617524166\">LoRA \u5206\u5c42\u6743\u91cd\u8c03\u6574\u6025\u901f\u6559\u7a0b<\/a><\/li>\n<li><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/618200031\">[AI\u7ed8\u753b]\u300aLORA\u6a21\u578b\u8bad\u7ec3\u8d85\u5165\u95e8\u7ea7\u6559\u7a0b\u300b&#8211;\u4eba\u4eba\u90fd\u53ef\u4ee5\u5f53\u70bc\u91d1\u672f\u58eb<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=dVjMiJsuR5o\">LoRA vs Dreambooth vs Textual Inversion vs Hypernetworks<\/a><\/li>\n<\/ul>\n<h1><span class=\"ez-toc-section\" id=\"LLM\"><\/span>LLM<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"%E6%8F%90%E7%A4%BA%E5%B7%A5%E7%A8%8B-2\"><\/span>\u63d0\u793a\u5de5\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/github.com\/dair-ai\/Prompt-Engineering-Guide\">Github, Prompt Engineering Guide<\/a><\/li>\n<li><a href=\"https:\/\/lilianweng.github.io\/posts\/2023-03-15-prompt-engineering\/\">Lilianweng, Prompt Engineering<\/a><\/li>\n<li><a href=\"https:\/\/twitter.com\/ganymedenil\/status\/1641117086150803456\">\u5411 ChatGPT \u63d0\u95ee\u7684\u6280\u672f<\/a><\/li>\n<li><a href=\"https:\/\/zl49so8lbq.feishu.cn\/wiki\/wikcnlmCYpKYFrH8ek1sS2ooy8d\">ChatGPT \u63d0\u793a\u8bcd\u5927\u5168<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/dair-ai\/Prompt-Engineering-Guide\">Prompt-Tuning\u2014\u2014\u6df1\u5ea6\u89e3\u8bfb\u4e00\u79cd\u65b0\u7684\u5fae\u8c03\u8303\u5f0f<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/PlexPt\/awesome-chatgpt-prompts-zh\">awesome-chatgpt-prompts-zh<\/a><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Reverse_Prompt\"><\/span>Reverse Prompt<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/twitter.com\/javilopen\/status\/1643287843421454336\">https:\/\/twitter.com\/javilopen\/status\/1643287843421454336<\/a><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Jailbreak_Prompt\"><\/span>Jailbreak Prompt<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/www.reddit.com\/r\/ChatGPT\/comments\/zn2zco\/dan_20\/\">DAN 2.0<\/a><\/li>\n<li><a href=\"https:\/\/twitter.com\/_akhaliq\/status\/1650669079487758337\">https:\/\/twitter.com\/_akhaliq\/status\/1650669079487758337<\/a><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Prompt_Injection\"><\/span>Prompt Injection<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/simonwillison.net\/2023\/Apr\/14\/worst-that-can-happen\/\">Prompt injection: what\u2019s the worst that can happen?<\/a><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E5%A4%96%E9%83%A8%E5%B7%A5%E5%85%B7\"><\/span>\u5916\u90e8\u5de5\u5177<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/github.com\/openai\/chatgpt-retrieval-plugin\">chatgpt-retrieval-plugin<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/logankilpatrick\/ChatGPT-Plugins-Collection\">ChatGPT-Plugins-Collection<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2304.01982\">Rethinking the Role of Token Retrieval in Multi-Vector Retrieval<\/a><\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"Retrieval\"><\/span>Retrieval<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h4><span class=\"ez-toc-section\" id=\"Programming_Language\"><\/span>Programming Language<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h4><span class=\"ez-toc-section\" id=\"External_APIs\"><\/span>External APIs<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h3><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E4%BC%9A%E8%AF%9D\"><\/span>\u6a21\u578b\u4f1a\u8bdd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E5%BE%AE%E8%B0%83-2\"><\/span>\u6a21\u578b\u5fae\u8c03<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E6%95%B0%E5%AD%97%E5%88%86%E8%BA%AB\"><\/span>\u6570\u5b57\u5206\u8eab<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f39\u4e38\u8bba\u7834<br \/>\n\u547d\u8fd0\u77f3\u4e4b\u95e8<\/p>\n<ul>\n<li><a href=\"https:\/\/twitter.com\/bulletonbible\/status\/1644230594266828802\">https:\/\/twitter.com\/bulletonbible\/status\/1644230594266828802<\/a><\/li>\n<li><a href=\"https:\/\/twitter.com\/nishuang\/status\/1638611207719362582\">https:\/\/twitter.com\/nishuang\/status\/1638611207719362582<\/a><\/li>\n<li><a href=\"https:\/\/twitter.com\/ljsabc\/status\/1638915662033850371\">https:\/\/twitter.com\/ljsabc\/status\/1638915662033850371<\/a><\/li>\n<li><a href=\"https:\/\/twitter.com\/bitfish1\/status\/1639635308995293184\">https:\/\/twitter.com\/bitfish1\/status\/1639635308995293184<\/a><\/li>\n<li><a href=\"https:\/\/beta.character.ai\/community\">https:\/\/beta.character.ai\/community<\/a><\/li>\n<li><a href=\"https:\/\/twitter.com\/Tisoga\/status\/1639179769265942528\">https:\/\/twitter.com\/Tisoga\/status\/1639179769265942528<\/a><\/li>\n<li><a href=\"https:\/\/thaddeusjiang.com\/2023-03-28-wei-shi-me-wo-men-xu-yao-zi-ji-de-ai-fen-shen.html\">https:\/\/thaddeusjiang.com\/2023-03-28-wei-shi-me-wo-men-xu-yao-zi-ji-de-ai-fen-shen.html<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u7528\u6765\u8bb0\u5f55\u6211\u5bf9\u8fd9\u4e24\u4e2a\u4e1c\u897f\u7684\u4e00\u4e9b\u7b14\u8bb0\u3002\u3002\u3002 \u5bf9\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u7814\u7a76\uff0c\u4e00\u822c\u53ef\u5206\u4e3a\u9884\u8bad\u7ec3\uff08pre-training\uff09\u3001\u6a21\u578b\u5fae\u8c03\uff08tuning\uff09\u4e0e\u63d0\u793a\u5de5\u7a0b\uff08promting\uff09\u4e09\u4e2a\u9636\u6bb5\uff0c\u95e8\u69db\u548c\u96be\u5ea6\u4e5f\u4f9d\u6b21\u964d\u4f4e\uff0c\u5176\u4e2d\u9884\u8bad\u7ec3\u9636\u6bb5\u663e\u7136\u4e0d\u662f\u6211\u8fd9\u79cd\u7ea7\u522b\u7684\u73a9\u5bb6\u53ef\u4ee5\u67d3\u6307\u7684\uff0c\u4f46\u662f\u9700\u8981\u6709\u5fc5\u8981\u7684\u77e5\u8bc6\u4ee5\u4fbf\u4e8e\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff08\u9e21\u5c3e\u9152\u91cc\u7684\u57fa\u9152\uff09\uff0c\u5bf9\u4e8e\u5177\u4f53\u6a21\u578b\u7684\u9009\u62e9\u53ef\u53c2\u8003 \u5176\u5b83\u8d44\u6599\uff0c\u672c\u6587\u7740\u91cd\u4ecb\u7ecd\u540e\u4e24\u4e2a\u4e1c\u897f\u3002 \u6a21\u578b\u5fae\u8c03 \u548c \u63d0\u793a\u5de5\u7a0b \u7684\u533a\u522b\u5728\u4e8e\u540e\u8005\u4e0d\u6539\u53d8\u6a21\u578b\u7684\u6743\u91cd\u3002\u3002\u3002\u6240\u4ee5\u540e\u8005\u5f53\u7136\u8fd8\u662f\u6bd4\u5fae\u8c03\u7b80\u5355\u591a\u5566\u3002\u3002\u53ea\u6709\u5728\u63d0\u793a\u5de5\u7a0b\u89e3\u51b3\u4e0d\u4e86\u7684\u65f6\u5019\u6211\u624d\u4f1a\u53bb\u8003\u8651\u6a21\u578b\u5fae\u8c03\uff08\u80fd\u4e0d\u505a pre-trainning \u4e0d\u505a\u5462 \u4e0d\u505a pre-trainning\uff09\u3002\u3002\u867d\u7136\u4e24\u4e2a\u4e1c\u897f\u73b0\u5728\u5176\u5b9e\u90fd\u633a\u7384\u5b66\uff08empirical science\uff09\u7684\u3002\u3002\u3002\u4f46\u662f\u6211\u4e2a\u4eba\u89c9\u5f97\u6a21\u578b\u5fae\u8c03\u8fd8\u662f\u6bd4\u63d0\u793a\u5de5\u7a0b\u66f4\u9b54\u6cd5\u4e00\u4e9b\u7684\u3002\u3002 \u8bb8\u591a\u4eba\u8f7b\u89c6\u63d0\u793a\u5de5\u7a0b\u7684\u91cd\u8981\u6027\u3002\u3002\uff08\u6bd4\u5982 \u5965\u7279\u66fc \u81ea\u5df1\uff09\u3002\u3002\u3002\u4f46\u662f\u6211\u89c9\u5f97\u5b83\u5728\u8fd9\u4e2a\u9636\u6bb5\u786e\u5b9e\u4f9d\u7136\u4f1a\u662f\u5f88\u91cd\u8981\u7684\u4e1c\u897f\u3002\u3002\u6bd4\u5982\u3002\u3002\u5f53\u5e74\u7684\u5143\u7d20\u6cd5\u5178\u5c31\u66fe\u5e2e\u52a9\u5230\u6211\u5f88\u591a\u3002\u3002\u3002\u800c LLM \u7684\u63d0\u793a\u5de5\u7a0b\u5c31\u66f4\u91cd\u8981\u4e86\u3002\u3002\u3002\u7b80\u76f4\u5c31\u662f\u65b0\u65f6\u4ee3\u7684 \u63d0\u95ee\u7684\u667a\u6167 \u554a\u3002\u3002\u800c\u4e14\u3002\u3002\u3002\u6211\u9760\u3002\u3002\u63d0\u793a\u5de5\u7a0b\u5c31\u662f\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b\u7684\u96cf\u5f62\u554a\u3002\u3002\u3002\u591a\u5c11\u5e74\u6765\u68a6\u5bd0\u4ee5\u6c42\u7684\u4e1c\u897f\u3002\u3002\u3002 \u867d\u7136\u8fd9\u4e2a\u4e1c\u897f\u662f\u5bf9 LLM \u7684\u7814\u7a76\u65b9\u6cd5\uff0c\u4e0d\u8fc7\u6211\u4eec\u8fc1\u79fb\u5230\u8bf8\u5982 Stable Diffusion\u3001\u591a\u6a21\u6001\u6216\u8005\u5176\u5b83\u7684\u4ec0\u4e48\u590d\u6742\u7684\u6a21\u578b\u4e0a\u5e94\u8be5\u4e5f\u95ee\u9898\u4e0d\u5927\uff08\u56e0\u4e3a Transformer \u6a21\u578b\u88ab\u8fc1\u79fb\u5230\u4e86\u5f88\u591a\u9886\u57df\u4e0a\uff0c\u89c6\u89c9\u9886\u57df\u751a\u81f3\u4e5f\u6709\u81ea\u5df1\u7684\u5927\u6a21\u578b\uff0c\u6240\u4ee5\u73b0\u5728\u5f88\u591a\u6982\u5ff5\u90fd\u662f\u7edf\u4e00\u7684\uff09\u3002\u901a\u5e38\u8bf4\u6765\u80fd\u7528\u63d0\u793a\u5de5\u7a0b\u89e3\u51b3\u7684\u80af\u5b9a\u4e5f\u80fd\u7528\u6a21\u578b\u5fae\u8c03\u89e3\u51b3\uff08\u4f46\u6700\u597d\u522b\uff09\u3002\u3002\u53cd\u4e4b\u5219\u4e0d\u80fd\u3002\u3002 \u6bd4\u5982\u8bf4 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