{"id":1381,"date":"2024-05-08T03:31:46","date_gmt":"2024-05-08T03:31:46","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1381"},"modified":"2024-05-08T03:32:04","modified_gmt":"2024-05-08T03:32:04","slug":"caiyong-guidance-tigaodamoxingshuchudekekaoxinghewendingxing","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/caiyong-guidance-tigaodamoxingshuchudekekaoxinghewendingxing.html","title":{"rendered":"\u91c7\u7528 guidance \u63d0\u9ad8\u5927\u6a21\u578b\u8f93\u51fa\u7684\u53ef\u9760\u6027\u548c\u7a33\u5b9a\u6027"},"content":{"rendered":"<p><strong>\u672c\u6587\u9996\u53d1\u4e8e\u535a\u5ba2 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fliduos.com%2Fcategories%2FLLM-%25E5%25BA%2594%25E7%2594%25A8%25E5%25BC%2580%25E5%258F%2591%25E5%25AE%259E%25E8%25B7%25B5%2F\" target=\"_blank\" title=\"https:\/\/liduos.com\/categories\/LLM-%E5%BA%94%E7%94%A8%E5%BC%80%E5%8F%91%E5%AE%9E%E8%B7%B5\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">LLM \u5e94\u7528\u5f00\u53d1\u5b9e\u8df5<\/a><\/strong><\/p>\n<blockquote>\n<p>\u5728\u590d\u6742\u7684 LLM \u5e94\u7528\u5f00\u53d1\u4e2d\uff0c\u7279\u522b\u6d89\u53ca\u6d41\u7a0b\u7f16\u6392\u548c\u591a\u6b21 LLM \u8c03\u7528\u65f6\uff0c\u6bcf\u6b21\u7684 Prompt \u8bbe\u8ba1\u90fd\u53d6\u51b3\u4e8e\u524d\u4e00\u4e2a\u6b65\u9aa4\u7684\u5927\u6a21\u578b\u8f93\u51fa\u3002\u5982\u4f55\u907f\u514d\u5927\u8bed\u8a00\u6a21\u578b\u7684&#8221;\u80e1\u8bf4\u516b\u9053&#8221;\uff0c\u4ee5\u63d0\u9ad8\u5927\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u7684\u53ef\u9760\u6027\u548c\u7a33\u5b9a\u6027\uff0c\u6210\u4e3a\u4e00\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\u3002\u5728\u5f00\u53d1\u5e94\u7528\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u53d1\u73b0\u4e86\u5fae\u8f6f\u63a8\u51fa\u7684\u5f00\u6e90\u9879\u76ee guidance\uff0c\u80fd\u591f\u5f88\u597d\u5730\u89e3\u51b3\u8fd9\u4e00\u7e41\u7410\u95ee\u9898\uff0c\u672c\u7bc7\u6587\u7ae0\u5bf9\u6b64\u8fdb\u884c\u8be6\u7ec6\u8bf4\u660e\u3002<\/p>\n<\/blockquote>\n<h3 data-id=\"heading-0\">\u573a\u666f\u8bf4\u660e<\/h3>\n<p>\u9996\u5148\u5206\u4eab\u4e0b\u5b9e\u9645\u9047\u5230\u7684\u95ee\u9898\uff0c\u6211\u5728\u505a\u4e00\u4e2a<strong>\u79d1\u666e\u7c7b\u89c6\u9891\u5185\u5bb9\u7ea0\u6b63\u5c0f\u5de5\u5177<\/strong>\uff0c\u5927\u6982\u6d41\u7a0b\u5c31\u662f\u4ece\u89c6\u9891\u4e2d\u63d0\u53d6\u5173\u952e\u6982\u5ff5\uff0c\u5e76\u8c03\u7528\u7ef4\u57fa\u767e\u79d1\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\uff1a<\/p>\n<ol>\n<li>\n<p>\u89e3\u6790\u79d1\u666e\u89c6\u9891\u5b57\u5e55\u5185\u5bb9<\/p>\n<\/li>\n<li>\n<p>\u8ba9 LLM \u5206\u6790\u662f\u5426\u5b58\u5728\u9519\u8bef\u79d1\u666e\u7247\u6bb5<\/p>\n<\/li>\n<li>\n<p>\u4ece\u9519\u8bef\u79d1\u666e\u7247\u6bb5\u4e0a\u4e0b\u6587\u4e2d\u63d0\u53d6\u76f8\u5173\u6982\u5ff5<\/p>\n<\/li>\n<li>\n<p>\u8c03\u7528\u7ef4\u57fa\u767e\u79d1\u505a\u7ea0\u6b63<\/p>\n<\/li>\n<li>\n<p>\u751f\u6210\u4e00\u7bc7\u7ea0\u6b63\u6027\u6587\u7ae0<\/p>\n<\/li>\n<\/ol>\n<p>\u4e0b\u9762\u662f\u6211\u4e00\u90e8\u5206\u7684 Prompt\uff08\u63d0\u793a\u8bcd\uff09\u8bbe\u8ba1\u793a\u4f8b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Please act as an encyclopaedic expert covering the fields of physics, mathematics, chemistry and biology. The captioned <span class=\"hljs-attribute\">content<\/span> of <span class=\"hljs-selector-tag\">a<\/span> science <span class=\"hljs-selector-tag\">video<\/span> will be provided below. Please ensure that you fully understand the <span class=\"hljs-attribute\">content<\/span> of the <span class=\"hljs-selector-tag\">video<\/span> and then correct any scientific errors in it <span class=\"hljs-selector-tag\">from<\/span> <span class=\"hljs-selector-tag\">a<\/span> professional point of view. The <span class=\"hljs-attribute\">content<\/span> of the subtoc: true<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">titles of the video to be analysed is as follows:```{context}```<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">Your return must be in the specified json format, with the special character backslash  escaped, always make sure that the json format cannot be wrong, and the <span class=\"hljs-attribute\">content<\/span> must be in English, like the following:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">  \"Misconception <span class=\"hljs-number\">1<\/span>\": <span class=\"hljs-string\">\"Relevant context error content 1\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">  <span class=\"hljs-string\">\"Misconception 2\"<\/span>: <span class=\"hljs-string\">\"Relevant context error content 1\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">  ...<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">}<\/span>\n<\/code><\/pre>\n<p>\u9488\u5bf9\u8bed\u8a00\u6a21\u578b\u8fd4\u56de\u7684\u5185\u5bb9\uff0c\u9996\u5148\u8fdb\u884c json \u89e3\u6790\uff0c\u5982\u679c\u51fa\u9519\uff0c\u518d\u6b21\u8bf7\u6c42\uff08\u91cd\u590d 3 \u6b21\uff09\uff1b\u5982\u679c\u89e3\u6790\u6b63\u5e38\uff0c\u8f6c\u6362\u4e3a\u5b57\u5178\u8fdb\u884c\u904d\u5386\uff0c\u5c06\u7ef4\u57fa\u767e\u79d1\u641c\u7d22\u7684\u5185\u5bb9\u7ed3\u5408\u9519\u8bef\u7247\u6bb5\u7ec4\u6210 Prompt\uff0c\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u4e00\u7bc7\u7ea0\u6b63\u6027\u6587\u7ae0\u3002<\/p>\n<h3 data-id=\"heading-1\">\u53d1\u73b0\u95ee\u9898<\/h3>\n<p>\u5373\u4f7f\u5728 Prompt \u4e2d\u5f3a\u8c03\u4e86\u8bed\u8a00\u6a21\u578b\u8fd4\u56de json \u683c\u5f0f\uff0c\u4f46\u662f\u5b9e\u9645\u8c03\u7528\u8fc7\u7a0b\u4e2d\u8fd8\u4f1a\u6709 20 %\u7684\u6982\u7387\u8fd4\u56de\u7684\u4e0d\u662f json \u683c\u5f0f\uff0c\u53ea\u80fd\u901a\u8fc7\u91cd\u8bd5\u89c4\u907f\uff0c\u4f46\u662f\u91cd\u8bd5\u4f1a\u518d\u6b21\u5927\u91cf\u6d88\u8017 token\uff0c\u80af\u5b9a\u4e0d\u662f\u4e00\u4e2a\u53ef\u884c\u7684\u65b9\u6848\u3002\u6240\u4ee5\u6211\u5728\u60f3\u662f\u5426\u53ef\u4ee5\u505a\u4e00\u4e2a\u7c7b\u4f3c\u7684\u5de5\u5177\uff0c\u5c06\u4e0a\u8ff0\u8fc7\u7a0b\uff08\u68c0\u67e5\u8fd4\u56de\u7ed3\u679c+\u751f\u6210\u9519\u8bef\u4fe1\u606f\uff09\u8fdb\u884c\u5c01\u88c5\uff0c\u4e14\u53d1\u751f\u9519\u8bef\u65f6\u53ea\u5c06\u89e3\u6790\u9519\u8bef\u7684\u90e8\u5206\u5185\u5bb9\u544a\u77e5 LLM\uff08\u8282\u7701 token\uff09\uff0c\u8fdb\u884c\u4e0b\u4e00\u6b21\u7684\u751f\u6210\uff0c\u4e0d\u65ad\u91cd\u590d\u76f4\u5230\u7b26\u5408\u8981\u6c42\uff0c\u7136\u540e\u53d1\u73b0\u4e86 guidance\uff0c\u5b8c\u7f8e\u5951\u5408\u4e86\u6211\u7684\u9700\u6c42\uff0c\u8fd9\u7bc7\u6587\u7ae0\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8fd9\u4e2a\u5de5\u5177\u3002<\/p>\n<h3 data-id=\"heading-2\">guidance<\/h3>\n<p>guidance \u662f\u4e00\u4e2a Python \u5e93\uff0c\u76f8\u6bd4\u63d0\u793a\u8bcd\u65b9\u5f0f\u6216\u94fe\u5f0f\u8c03\u7528\u65b9\u5f0f\uff0c\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u63a7\u5236\u548c\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b(\u5982 GPT\u3001BART \u7b49)\u3002 \u7b80\u5355\u76f4\u89c2\u7684\u8bed\u6cd5\uff0c\u57fa\u4e8e <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhandlebarsjs.com%2F\" target=\"_blank\" title=\"https:\/\/handlebarsjs.com\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Handlebars \u6a21\u677f<\/a>\uff0c\u4e30\u5bcc\u7684\u8f93\u51fa\u7ed3\u6784\uff0c\u5177\u6709\u51fd\u6570\u8c03\u7528\u3001\u903b\u8f91\u5224\u65ad\u3001\u63a7\u5236\u6d41\u7b49\u529f\u80fd\uff0c\u5b83\u7684\u4e3b\u8981\u4f5c\u7528\u548c\u4f18\u70b9\u5305\u62ec:<\/p>\n<ol>\n<li><strong>\u7b80\u5316\u8f93\u51fa\u7ed3\u6784\u8bbe\u8ba1<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\n<p>\u901a\u8fc7\u6a21\u677f\u8bed\u6cd5\u53ef\u4ee5\u8bbe\u8ba1\u5404\u79cd\u8f93\u51fa\u7ed3\u6784\u903b\u8f91:<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">vbnet<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-vbnet code-block-extension-codeShowNum\" lang=\"vbnet\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">{{<span class=\"hljs-meta\">#<span class=\"hljs-keyword\">if<\/span>}}...{{<span class=\"hljs-keyword\">else<\/span>}}...{{\/<span class=\"hljs-keyword\">if<\/span>}}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">{{#<span class=\"hljs-keyword\">each<\/span>}}...{{\/<span class=\"hljs-keyword\">each<\/span>}}<\/span>\n<\/code><\/pre>\n<\/li>\n<li>\n<p>\u63d2\u5165\u751f\u6210\u6587\u672c\uff08\u9047\u5230 gen \u5173\u952e\u5b57\uff0c\u8bf7\u6c42 LLM\uff0c\u83b7\u5f97\u54cd\u5e94\u540e\uff0c\u7ee7\u7eed\u89e3\u6790\u8bed\u6cd5\u6811\uff09\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">{{gen <span class=\"hljs-string\">\"\u53d8\u91cf\u540d\"<\/span>}}<\/span>\n<\/code><\/pre>\n<\/li>\n<li>\n<p>\u9009\u62e9\u6700\u4f73\u9009\u9879:<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">go<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-go code-block-extension-codeShowNum\" lang=\"go\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">{{#<span class=\"hljs-keyword\">select<\/span> <span class=\"hljs-string\">\"\u53d8\u91cf\u540d\"<\/span>}}\u9009\u9879<span class=\"hljs-number\">1<\/span>{{or}}\u9009\u9879<span class=\"hljs-number\">2<\/span>{{\/<span class=\"hljs-keyword\">select<\/span>}}<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<ol>\n<li>\n<p><strong>\u63a8\u7406\u52a0\u901f<\/strong><\/p>\n<p>\u4e0e\u5355\u6b21\u751f\u6210\u76f8\u6bd4\uff0cguidance \u53ef\u4ee5\u81ea\u52a8\u628a\u5df2\u7ecf\u751f\u6210\u8fc7\u7684\u7ed3\u679c\u7f13\u5b58\u8d77\u6765\uff0c\u63d0\u5347\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u652f\u6301\u804a\u5929\u5bf9\u8bdd<\/strong><\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">{{<span class=\"hljs-meta\">#user}}...{{\/user}}<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">{{<span class=\"hljs-meta\">#assistant}}...{{\/assistant}}<\/span><\/span>\n<\/code><\/pre>\n<\/li>\n<li>\n<p><strong>\u4fdd\u8bc1\u7279\u5b9a\u8bed\u6cd5\u683c\u5f0f<\/strong><\/p>\n<p>guidance \u53ef\u4ee5\u901a\u8fc7\u6b63\u5219\u8868\u8fbe\u5f0f\u6307\u5bfc\u8bed\u8a00\u6a21\u578b\u751f\u6210\u4fdd\u8bc1\u8bed\u6cd5\u6b63\u786e\u7684\u6587\u672c\uff0c\u4f8b\u5982\u751f\u6210 JSON \u5bf9\u8c61:<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">json<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-json code-block-extension-codeShowNum\" lang=\"json\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-punctuation\">{<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-attr\">\"name\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"{{gen \"<\/span>name<span class=\"hljs-string\">\"}}\"<\/span><span class=\"hljs-punctuation\">,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-attr\">\"age\"<\/span><span class=\"hljs-punctuation\">:<\/span> <span class=\"hljs-string\">\"{{gen \"<\/span>age<span class=\"hljs-string\">\"}}\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-punctuation\">}<\/span><\/span>\n<\/code><\/pre>\n<\/li>\n<li>\n<p><strong>\u6d88\u9664 token \u8fb9\u754c\u6548\u5e94<\/strong><\/p>\n<p>\u6240\u8c13 token \u8fb9\u754c\u6548\u5e94\u4f1a\u5bfc\u81f4\u8bed\u8a00\u6a21\u578b\u5728\u751f\u6210\u6587\u672c\u65f6\u4ea7\u751f\u975e\u9884\u671f\u7684\u505c\u6b62\uff0cguidance \u901a\u8fc7\u4e00\u79cd\u53eb\u201ctoken healing\u201d\u7684\u65b9\u6cd5\u53ef\u4ee5\u6d88\u9664\u8fd9\u79cd\u6548\u5e94\uff0c\u4f7f\u7528<code>{{gen token_healing=True}}<\/code>\u5373\u53ef\u5f00\u542f\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u96c6\u6210 Transformer<\/strong>\uff0c<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">from guidance.llms import Transformers<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-attr\">llm<\/span> = Transformers(<span class=\"hljs-string\">\"gpt2\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">guidance(<span class=\"hljs-attr\">llm<\/span>=llm)<\/span>\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3 data-id=\"heading-3\">\u5b9e\u65f6\u6d41\u5f0f\u4f20\u8f93<\/h3>\n<p>guidance \u5177\u6709\u660e\u786e\u5b9a\u4e49\u7684\u7ebf\u6027\u6267\u884c\u987a\u5e8f\uff0c\u8be5\u987a\u5e8f\u76f4\u63a5\u5bf9\u5e94\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u5904\u7406 token \u7684\u987a\u5e8f\u3002\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u7684\u4efb\u4f55\u65f6\u5019\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u53ef\u7528\u4e8e\u751f\u6210\u6587\u672c\uff08\u5f53\u8c03\u7528\u5230<code>{{gen}}<\/code>\u547d\u4ee4\u65f6\uff0c\u4fbf\u4f1a\u89e6\u53d1 LLM \u7684\u751f\u6210\u64cd\u4f5c\uff09\u6216\u505a\u51fa\u903b\u8f91\u63a7\u5236\u6d41\u51b3\u7b56\uff0c\u5141\u8bb8\u8fdb\u884c\u7cbe\u786e\u7684\u8f93\u51fa\u7ed3\u6784\u8bbe\u8ba1\uff0c\u4ece\u800c\u4ea7\u751f\u6e05\u6670\u53ef\u89e3\u6790\u7684\u7ed3\u679c\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">import guidance<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-attr\">guidance.llm<\/span> = guidance.llms.OpenAI(<span class=\"hljs-string\">\"text-davinci-003\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-attr\">program<\/span> = guidance(<span class=\"hljs-string\">\"\"\"Tweak this proverb to apply to model instructions instead.<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">{{proverb}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">- {{book}} {{chapter}}:{{verse}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">UPDATED<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">Where there is no guidance{{gen 'rewrite' stop=\"\\n-\"}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">- GPT {{#select 'chapter'}}9{{or}}10{{or}}11{{\/select}}:{{gen 'verse'}}\"\"\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\"><span class=\"hljs-attr\">executed_program<\/span> = program(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    <span class=\"hljs-attr\">proverb<\/span>=<span class=\"hljs-string\">\"Where there is no guidance, a people falls,nbut in an abundance of counselors there is safety.\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    <span class=\"hljs-attr\">book<\/span>=<span class=\"hljs-string\">\"Proverbs\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-attr\">chapter<\/span>=<span class=\"hljs-number\">11<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">    <span class=\"hljs-attr\">verse<\/span>=<span class=\"hljs-number\">14<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">)<\/span>\n<\/code><\/pre>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/a473c08c60a75f7a73e96be5884dbca0.png\" alt=\"\u5b9e\u65f6\u6d41\u5f0f\u4f20\u8f93\" \/><\/figure>\n<\/p>\n<p>\u5b9e\u65f6\u6d41\u5f0f\u4f20\u8f93<\/p>\n<p>\u7a0b\u5e8f\u6267\u884c\u540e\uff0c\u6240\u6709\u751f\u6210\u7684\u53d8\u91cf\u90fd\u53ef\u4ee5\u8f7b\u677e\u8bbf\u95ee\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ruby<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ruby code-block-extension-codeShowNum\" lang=\"ruby\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-meta prompt_\">&gt;&gt;<\/span> executed_program[<span class=\"hljs-string\">\"rewrite\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-meta prompt_\">&gt;&gt;<\/span> <span class=\"hljs-string\">', a model fails,nbut in an abundance of instructions there is safety.'<\/span><\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-4\">\u804a\u5929\u5bf9\u8bdd\u6a21\u5f0f<\/h3>\n<p>\u901a\u8fc7\u57fa\u4e8e\u89d2\u8272\u6807\u8bb0\uff08\u5982 <code>{{#system}}...{{\/system}}<\/code> \uff09\u7684\u7edf\u4e00 API\uff0cguidance \u652f\u6301 GPT-4 \u7b49\u57fa\u4e8e API \u7684\u804a\u5929\u6a21\u578b\uff0c\u4ee5\u53ca Vicuna \u7b49\u5f00\u6e90\u804a\u5929\u6a21\u578b\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-attr\">gpt4<\/span> = guidance.llms.OpenAI(<span class=\"hljs-string\">\"gpt-4\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-comment\"># vicuna = guidance.llms.transformers.Vicuna(\"your_path\/vicuna_13B\", device_map=\"auto\")<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-attr\">experts<\/span> = guidance(<span class=\"hljs-string\">'''<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">{{#system~}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">You are a helpful and terse assistant.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">{{~\/system}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">{{#user~}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">I want a response to the following question:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">{{query}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">Name 3 world-class experts (past or present) who would be great at answering this?<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">Don't answer the question yet.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">{{~\/user}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">{{#assistant~}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">{{gen 'expert_names' temperature=0 max_tokens=300}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">{{~\/assistant}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">{{#user~}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">Great, now please answer the question as if these experts had collaborated in writing a joint anonymous answer.<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">{{~\/user}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">{{#assistant~}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">{{gen 'answer' temperature=0 max_tokens=500}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">{{~\/assistant}}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">''', llm=gpt4)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">experts(<span class=\"hljs-attr\">query<\/span>=<span class=\"hljs-string\">'How can I be more productive?'<\/span>)<\/span>\n<\/code><\/pre>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/5829bea96f8367ffed1fa8ce017cc965.png\" alt=\"\u804a\u5929\u5bf9\u8bdd\u6a21\u5f0f\" \/><\/figure>\n<\/p>\n<p>\u804a\u5929\u5bf9\u8bdd\u6a21\u5f0f<\/p>\n<h3 data-id=\"heading-5\">\u52a0\u901f\u63a8\u7406<\/h3>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">arduino<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-arduino code-block-extension-codeShowNum\" lang=\"arduino\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-meta\"># we use LLaMA here, but any GPT-style model will do<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">llama = guidance.llms.<span class=\"hljs-built_in\">Transformers<\/span>(<span class=\"hljs-string\">\"your_path\/llama-7b\"<\/span>, device=<span class=\"hljs-number\">0<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-meta\"># we can pre-<span class=\"hljs-keyword\">define<\/span> valid option sets<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">valid_weapons = [<span class=\"hljs-string\">\"sword\"<\/span>, <span class=\"hljs-string\">\"axe\"<\/span>, <span class=\"hljs-string\">\"mace\"<\/span>, <span class=\"hljs-string\">\"spear\"<\/span>, <span class=\"hljs-string\">\"bow\"<\/span>, <span class=\"hljs-string\">\"crossbow\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-meta\"># <span class=\"hljs-keyword\">define<\/span> the prompt<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">character_maker = <span class=\"hljs-built_in\">guidance<\/span>(<span class=\"hljs-string\">\"\"<\/span><span class=\"hljs-string\">\"The following is a character profile for an RPG game in JSON format.<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">```json<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    \"id<span class=\"hljs-string\">\": \"<\/span>{{id}}<span class=\"hljs-string\">\",<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    \"description<span class=\"hljs-string\">\": \"<\/span>{{description}}<span class=\"hljs-string\">\",<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    \"name<span class=\"hljs-string\">\": \"<\/span>{{gen <span class=\"hljs-string\">'name'<\/span>}}<span class=\"hljs-string\">\",<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    \"age<span class=\"hljs-string\">\": {{gen 'age' pattern='[0-9]+' stop=','}},<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    \"armor<span class=\"hljs-string\">\": \"<\/span>{{<span class=\"hljs-meta\">#select <span class=\"hljs-string\">'armor'<\/span>}}leather{{or}}chainmail{{or}}plate{{\/select}}<span class=\"hljs-string\">\",<\/span><\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    \"weapon<span class=\"hljs-string\">\": \"<\/span>{{select <span class=\"hljs-string\">'weapon'<\/span> options=valid_weapons}}<span class=\"hljs-string\">\",<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">    \"class<span class=\"hljs-string\">\": \"<\/span>{{gen <span class=\"hljs-string\">'class'<\/span>}}<span class=\"hljs-string\">\",<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">    \"mantra<span class=\"hljs-string\">\": \"<\/span>{{gen <span class=\"hljs-string\">'mantra'<\/span> temperature=0.7}}<span class=\"hljs-string\">\",<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">    \"strength<span class=\"hljs-string\">\": {{gen 'strength' pattern='[0-9]+' stop=','}},<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">    \"items<span class=\"hljs-string\">\": [{{#geneach 'items' num_iterations=5 join=', '}}\"<\/span>{{gen <span class=\"hljs-string\">'this'<\/span> temperature=0.7}}<span class=\"hljs-string\">\"{{\/geneach}}]<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">}```\"<span class=\"hljs-string\">\"\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\"><span class=\"hljs-meta\"># generate a character<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\"><span class=\"hljs-built_in\">character_maker<\/span>(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">    id=<span class=\"hljs-string\">\"e1f491f7-7ab8-4dac-8c20-c92b5e7d883d\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">    description=<span class=\"hljs-string\">\"A quick and nimble fighter.\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">    valid_weapons=valid_weapons,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">    llm=llama<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\">)<\/span>\n<\/code><\/pre>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/e2c6433ffa852e03b1c47ad23a3b96b2.png\" alt=\"img\" \/><\/figure>\n<\/p>\n<p>img<\/p>\n<p>\u6309\u7167\u6211\u4e4b\u524d\u7684\u505a\u6cd5\u6574\u4e2a json \u90fd\u9700\u8981\u7531 LLM \u6765\u751f\u6210\uff0cguidance \u7684\u601d\u8def\u662f\uff0c\u65e2\u7136 json \u7684\u7ed3\u6784\u662f\u9884\u5148\u5b9a\u4e49\u7684\uff0c\u90a3\u4e48\u5b57\u6bb5\u58f0\u660e\uff0c\u82b1\u62ec\u53f7\u7b49\u7b49\uff0c\u5176\u5b9e\u90fd\u4e0d\u9700\u8981 LLM \u6765\u751f\u6210\u3002\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0c\u84dd\u8272\u90e8\u5206\u662f\u4f20\u5165\u7684\u53d8\u91cf\uff0c\u53ea\u6709\u7eff\u8272\u90e8\u5206\u624d\u662f\u771f\u6b63\u8c03\u7528\u4e86 LLM \u6765\u751f\u6210\u7684\u3002\u8fd9\u6837\u4e00\u65b9\u9762\u4fdd\u8bc1\u4e86\u751f\u6210\u7684 json \u7ed3\u6784\u53ef\u63a7\uff0c\u4e0d\u4f1a\u51fa\u73b0\u683c\u5f0f\u9519\u8bef\uff0c\u5b57\u6bb5\u7f3a\u5931\u7b49\uff0c\u4e00\u65b9\u9762\u901a\u8fc7 LLM \u751f\u6210\u7684 token \u6570\u91cf\u51cf\u5c11\u4e86\uff0c\u8282\u7701\u6210\u672c\uff0c\u52a0\u901f\u63a8\u7406\u3002<\/p>\n<h3 data-id=\"heading-6\">\u56de\u987e<\/h3>\n<p>guidance \u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u7528\u4e8e\u5904\u7406\u5927\u8bed\u8a00\u6a21\u578b\u4ea4\u4e92\u7684\u9886\u57df\u7279\u5b9a\u8bed\u8a00 \uff08DSL\uff09\uff0c\u548c<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhub.baai.ac.cn%2Fview%2F22506\" target=\"_blank\" title=\"https:\/\/hub.baai.ac.cn\/view\/22506\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u5927\u8bed\u8a00\u6a21\u578b\u67e5\u8be2\u8bed\u8a00<\/a>\u4e00\u6837\uff0c\u65e8\u5728\u964d\u4f4e LLM \u4ea4\u4e92\u7684\u6210\u672c\u3002guidance \u53ef\u4ee5\u52a0\u5feb\u63a8\u7406\u901f\u5ea6\uff0c\u53c8\u53ef\u4ee5\u786e\u4fdd\u751f\u6210\u7684 json \u59cb\u7ec8\u6709\u6548\uff0c\u6709\u6548\u7684\u63d0\u9ad8\u4e86 LLM \uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u8f93\u51fa\u7684\u53ef\u9760\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<p><strong>\u66f4\u591a\u5185\u5bb9\u5728\u516c\u53f7\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fliduos.com%2Fwxqcode.png\" target=\"_blank\" title=\"https:\/\/liduos.com\/wxqcode.png\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">LLM \u5e94\u7528\u5168\u6808\u5f00\u53d1<\/a><\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>\u5728\u590d\u6742\u7684 LLM \u5e94\u7528\u5f00\u53d1\u4e2d\uff0c\u7279\u522b\u6d89\u53ca\u6d41\u7a0b\u7f16\u6392\u548c\u591a\u6b21 LLM \u8c03\u7528\u65f6\uff0c\u6bcf\u6b21\u7684 Prompt \u8bbe\u8ba1\u90fd\u53d6\u51b3\u4e8e\u524d\u4e00\u4e2a\u6b65\u9aa4\u7684\u5927\u6a21\u578b\u8f93\u51fa\u3002\u5982\u4f55\u907f\u514d\u5927\u8bed\u8a00\u6a21\u578b\u7684&#8221;\u80e1\u8bf4\u516b\u9053&#8221;\uff0c\u4ee5\u63d0\u9ad8\u5927\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u7684\u53ef\u9760\u6027\u548c\u7a33\u5b9a\u6027<\/p>\n","protected":false},"author":1,"featured_media":8083,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"3","footnotes":""},"categories":[3],"tags":[136,126,127,128,129],"collection":[],"class_list":["post-1381","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-136","tag-gpt","tag-ai","tag-128","tag-129"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1381","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1381"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1381\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/8083"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1381"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1381"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1381"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1381"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}