{"id":1602,"date":"2024-05-25T17:38:05","date_gmt":"2024-05-25T17:38:05","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1602"},"modified":"2024-05-25T17:38:38","modified_gmt":"2024-05-25T17:38:38","slug":"vannaxiaoguojingyandeyuyanzhuan-sql-gongjuguanjianshimorendiaoyong-gpt-35","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/vannaxiaoguojingyandeyuyanzhuan-sql-gongjuguanjianshimorendiaoyong-gpt-35.html","title":{"rendered":"Vanna\uff1a\u6548\u679c\u60ca\u8273\u7684\u8bed\u8a00\u8f6c SQL \u5de5\u5177\uff0c\u5173\u952e\u662f\u9ed8\u8ba4\u8c03\u7528 gpt 3.5 \uff0c\u4ea7\u54c1\u8fd8 TM \u514d\u8d39\uff01"},"content":{"rendered":"<h1 data-id=\"heading-0\">\u6846\u67b6\u4ecb\u7ecd<\/h1>\n<p>\u672c\u8d28\u4e0a\u53ef\u4ee5\u628a <code>Vanna<\/code> \u5f53\u4f5c\u4e00\u4e2a <code>Python<\/code> \u5305\uff0c\u5b83\u4f7f\u7528<code>\u68c0\u7d22\u589e\u5f3a\u6280\u672f<\/code>\u6765\u5e2e\u52a9\u7528\u6237\u4f7f\u7528 <code>LLM<\/code> \u4e3a\u6570\u636e\u5e93<code>\u751f\u6210\u51c6\u786e\u7684 SQL \u8bed\u53e5<\/code>\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/ec709a259b743f1c9a2d5488046aeca4.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u4ece\u4e0a\u56fe\u53ef\u4ee5\u770b\u51fa\u6765\uff0c\u6709\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\u7528\u6237\u63d0\u51fa\u67e5\u8be2\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0 <code>Search<\/code><\/li>\n<li>\u5411\u91cf\u5e93\u4e2d\u9884\u5148\u5b58\u653e\u4e86\u6570\u636e\u5e93\u7684\u5404\u79cd\u4fe1\u606f\uff08\u5982\uff1a DDL Schemas\u3001Documentation\u3001Correct SQL Answers \u7b49\uff09\uff0c\u4f7f\u7528 Search \u5728\u5411\u91cf\u5e93\u4e2d\u8fdb\u884c\u68c0\u7d22\uff0c\u53ec\u56de\u5408\u9002\u7684\u76f8\u5173<code>\u6570\u636e\u5e93\u5143\u6570\u636e\u5185\u5bb9<\/code><\/li>\n<li>\u5c06\u8fd9\u4e9b\u53ec\u56de\u7684\u5185\u5bb9\u548c <code>Search<\/code> \u8fdb\u884c\u6574\u7406\u53d8\u6210 <code>Prompt<\/code><\/li>\n<li>\u4f7f\u7528 <code>LLM<\/code> \u5bf9 <code>Prompt<\/code> \u8fdb\u884c\u8bed\u4e49\u89e3\u6790\u8f6c\u8bd1\u6210\u7b26\u5408\u8981\u6c42\u7684 <code>SQL<\/code><\/li>\n<li>\u4f7f\u7528 SQL \u53bb\u6570\u636e\u5e93\u4e2d\u8fdb\u884c\u67e5\u627e<\/li>\n<li>\u6700\u540e\u4ee5<code>\u56fe\u6807<\/code>\u7b49\u5f62\u5f0f\u8fdb\u884c\u5c55\u793a<\/li>\n<li>\u8fd9\u91cc\u6709\u4e00\u4e2a\u53ef\u9009\u7684\u64cd\u4f5c\u5c31\u662f\u7528\u6237\u53ef\u4ee5\u8bc4\u4ef7\u7ed3\u679c\u662f\u5426\u6b63\u786e\uff0c\u4ee5\u6b64\u6765\u8c03\u6574\u5411\u91cf\u5e93\u7684\u53ec\u56de\u6027\u80fd<\/li>\n<\/ul>\n<h1 data-id=\"heading-1\">\u7279\u70b9<\/h1>\n<ul>\n<li>LLM \u9ed8\u8ba4\u514d\u8d39\u63d0\u4f9b gpt-3.5-turbo<\/li>\n<li>\u76ee\u524d\u4ea7\u54c1\u514d\u8d39<\/li>\n<li>RAG \u67b6\u6784\uff0c\u4e3b\u6d41\u8d8b\u52bf<\/li>\n<li>\u6548\u679c\u60ca\u4eba<\/li>\n<li>\u4fdd\u8bc1\u6570\u636e\u5b89\u5168<\/li>\n<li>\u81ea\u5b66\u4e60\u80fd\u529b\uff08\u8fd8\u6ca1\u6709\u6d4b\uff09<\/li>\n<\/ul>\n<h1 data-id=\"heading-2\">\u6ce8\u518c\u8d26\u53f7<\/h1>\n<p>\u6ce8\u518c\u8d26\u53f7\u5f88\u7b80\u5355\uff0c\u8fdb\u5165\u9875\u9762\u4e4b\u540e\u5c31\u4f1a\u7ed9\u4e00\u4e2a <code>API key<\/code> \uff0c\u4e5f\u5c31\u662f\u4e0b\u56fe<code>\u7ea2\u6846\u7684\u5185\u5bb9<\/code>\uff0c\u9875\u9762\u4e0a\u76f4\u89c2\u770b\u4e0d\u5230\uff0c\u53ea\u6709\u590d\u5236\u6216\u8005\u9f20\u6807\u9009\u4e2d\u7684\u65f6\u5019\u624d\u4f1a\u663e\u793a\uff0c\u6211\u4eec\u5728\u4f7f\u7528\u540e\u7eed\u7684 api \u7684\u65f6\u5019\u5c31\u662f\u7528\u8fd9\u4e2a key \u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/a2538656884805dbf4e59d2025f404ce.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h1 data-id=\"heading-3\">\u8bad\u7ec3\u6a21\u578b<\/h1>\n<p><code>Vanna<\/code> \u7684\u5de5\u4f5c\u539f\u7406\u5f88\u7b80\u5355\uff0c\u53ea\u9700\u4e24\u4e2a\u6b65\u9aa4\uff0c\u9996\u5148\u5728\u7528\u6237\u7684\u6570\u636e\u4e0a <code>\u8bad\u7ec3 RAG \u6a21\u578b<\/code>\uff0c\u7136\u540e\u5c06<code>\u63d0\u51fa\u7684\u95ee\u9898<\/code>\u8f6c\u5316\u4e3a\u53ef\u4ee5\u5728\u6570\u636e\u5e93\u4e0a\u81ea\u52a8\u8fd0\u884c\u7684 SQL \u8bed\u53e5\u3002\u8981\u60f3\u8bad\u7ec3\u6a21\u578b\u4e3b\u8981\u4f7f\u7528\u7684\u662f vn.train \u51fd\u6570\uff0c\u5b83\u6709\u4ee5\u4e0b\u591a\u79cd\u4f7f\u7528\u65b9\u5f0f\u3002<\/p>\n<h2 data-id=\"heading-4\">DDL statements<\/h2>\n<p>\u8fd9\u4e9b DDL \u8bed\u53e5\u53ef\u4ee5\u4f7f\u7cfb\u7edf\u4e86\u89e3\u8868\u7ed3\u6784\u4e2d\u7684\u5404\u79cd\u5185\u5bb9\uff0cLLM \u53ef\u80fd\u9700\u8981\u8fd9\u4e9b\u6587\u6863\u6765\u8f85\u52a9\u4e86\u89e3\u7528\u6237\u95ee\u9898\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\">vn.train(<span class=\"hljs-attr\">ddl<\/span>=<span class=\"hljs-string\">\"CREATE TABLE my_table (id INT, name TEXT)\"<\/span>)<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-5\">Documentation strings<\/h2>\n<p>\u8fd9\u4e9b\u53ef\u4ee5\u662f\u5173\u4e8e\u7528\u6237\u7684\u6570\u636e\u5e93\u7684\u8f85\u52a9\u6587\u6863\uff0c\u6700\u5e38\u89c1\u7684\u5c31\u662f\u5bf9\u5b57\u6bb5\u7684\u5b9a\u4e49\u548c\u89e3\u91ca\uff0cLLM \u53ef\u80fd\u9700\u8981\u8fd9\u4e9b\u6587\u6863\u6765\u8f85\u52a9\u4e86\u89e3\u7528\u6237\u95ee\u9898\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\">vn.train(<span class=\"hljs-attr\">documentation<\/span>=<span class=\"hljs-string\">\"Our business defines XYZ as ABC\"<\/span>)<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-6\">SQL Statements<\/h2>\n<p>\u5bf9\u7cfb\u7edf\u7406\u89e3\u6700\u6709\u5e2e\u52a9\u7684\u4e8b\u60c5\u4e4b\u4e00\u662f\u7ec4\u7ec7\u4e2d\u5e38\u7528\u7684 SQL \u67e5\u8be2\u7528\u4f8b\uff0c\u8fd9\u7c7b\u4f3c\u4e8e\u5c11\u6837\u672c\u5b66\u4e60\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\">vn.train(<span class=\"hljs-attr\">sql<\/span>=<span class=\"hljs-string\">\"SELECT * FROM my_table\"<\/span>)<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-7\">Question-SQL Pairs<\/h2>\n<p>\u8fd8\u53ef\u4ee5\u4f7f\u7528 Question-SQL \u5bf9\u6765\u8bad\u7ec3\u7cfb\u7edf\uff0c\u8fd9\u548c\u4e0a\u9762\u4e00\u6837\uff0c\u4e5f\u662f\u7c7b\u4f3c\u4e8e\u5c11\u6837\u672c\u5b66\u4e60\uff0c\u8fd9\u662f\u8bad\u7ec3\u7cfb\u7edf\u6700\u76f4\u63a5\u7684\u65b9\u6cd5\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\">vn.train(<span class=\"hljs-attr\">question<\/span>=<span class=\"hljs-string\">\"What is the average age of our customers?\"<\/span>, sql=<span class=\"hljs-string\">\"SELECT AVG(age) FROM customers\"<\/span> )<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-8\">Training Plan<\/h2>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u5176\u5b9e\u5c31\u662f\u5c06\u6570\u636e\u5e93\u7684 schema \u544a\u8bc9 LLM \uff0c\u8ba9\u5b83\u5bf9\u6570\u636e\u5e93\u6574\u4f53\u7ed3\u6784\u6709\u4e86\u89e3\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\">df_information_schema<\/span> = vn.run_sql(<span class=\"hljs-string\">\"SELECT * FROM INFORMATION_SCHEMA.COLUMNS\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-attr\">plan<\/span> = vn.get_training_plan_generic(df_information_schema)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">vn.train(<span class=\"hljs-attr\">plan<\/span>=plan)<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-9\">\u4e3e\u4f8b<\/h2>\n<p>\u5728\u5f00\u59cb\u4e4b\u524d\u73b0\u5728\u81ea\u5df1\u672c\u5730\u7684 postgres \u6570\u636e\u5e93\u4e2d\u5efa\u81ea\u5df1\u7684\u8868\uff0c\u6211\u8fd9\u91cc\u662f\u4e24\u5f20\u8868 company \u548c person \uff0c\u8be6\u60c5\u540e\u6587\u63cf\u8ff0\u3002<\/p>\n<p>\u7136\u540e\u6839\u636e\u524d\u9762\u63d0\u5230\u7684\u5185\u5bb9\u53ef\u77e5\uff0c\u8981\u5148<code>\u65b0\u5efa\u4e00\u4e2a\u6a21\u578b<\/code>\uff0c\u968f\u4fbf\u8d77\u4e00\u4e2a\u540d\u5b57\u5373\u53ef\uff0c\u6211\u8fd9\u91cc\u5df2\u7ecf\u521b\u5efa\u597d\u4e86\u53eb <code>query_statistics<\/code><\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6c74f17c05fc52daa7ee98750006cca6.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u7136\u540e\u6839\u636e\u81ea\u5df1\u7684\u60c5\u51b5\u5728<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fvanna.ai%2Fdocs%2Fpostgres-openai-vanna-vannadb.html\" target=\"_blank\" title=\"https:\/\/vanna.ai\/docs\/postgres-openai-vanna-vannadb.html\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u8fd9\u4e2a\u9875\u9762<\/a>\u4e2d\u627e\u5230\u81ea\u5df1\u7684\u914d\u7f6e\u3002\u6211\u8fd9\u91cc\u4f7f\u7528\u7684 <code>LLM<\/code> \u548c<code>\u5411\u91cf\u5e93<\/code>\u5c31\u662f\u63a8\u8350\u7684\u5de5\u5177\uff0c\u7136\u540e\u4ee5 postgres \u6570\u636e\u5e93\u4e2d\u7684\u591a\u5f20\u8868\u4e3a\u4f8b\u5b50\uff0c\u5c55\u793a\u5982\u4f55\u8bad\u7ec3\uff0c\u6211\u8fd9\u91cc\u52a0\u5165\u4e86 <code>DDL statements \u3001Documentation strings \u548c Question-SQL Pairs<\/code> \u591a\u79cd\u65b9\u5f0f\u7efc\u5408\u8fdb\u884c\u8bad\u7ec3\uff0c\u6700\u540e\u63d0\u95ee\uff0c\u7cfb\u7edf\u53ef\u4ee5\u4f7f\u7528\u751f\u6210\u7684 SQL \u81ea\u52a8\u53bb postgres \u4e2d\u67e5\u627e\u5e76\u8fd4\u56de\u7ed3\u679c\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6e3e4cdc45909b0ffb91e9fbad0f4338.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>pip \u4f7f\u7528\u4e0b\u9762\u547d\u4ee4\u8fdb\u884c\u5305\u7684\u5b89\u88c5\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\">pip install <span class=\"hljs-string\">'vanna[postgres]'<\/span><\/span>\n<\/code><\/pre>\n<p>\u4e0b\u9762\u5c31\u53ef\u4ee5\u4f7f\u7528\u4ee3\u7801\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u4e86\uff0c\u5177\u4f53\u4ee3\u7801\u5b9e\u73b0\u5982\u4e0b\uff0c\u5c06<code>\u5173\u952e\u7684\u914d\u7f6e\u6539\u6210\u81ea\u5df1\u7684\u914d\u7f6e<\/code>\u5373\u53ef\u3002<\/p>\n<p><code>\u9700\u8981\u6ce8\u610f\u7684\u662f\u8fd9\u91cc\u5f88\u591a vn.train \u8bed\u53e5\u4e2d\u7684 documentation \u6216\u8005 question \u662f\u82f1\u6587\u5199\u7684\uff0c\u540c\u6837\u7684\u6362\u6210\u4e2d\u6587\u4e5f\u662f\u53ef\u4ee5\u7684\u54e6\uff0c\u53ea\u662f\u9700\u8981\u8be6\u7ec6\u7684\u63cf\u8ff0\u5404\u4e2a\u8868\u4ee5\u53ca\u5b57\u6bb5\u7684\u542b\u4e49\uff0c\u6216\u8005\u8be6\u7ec6\u63cf\u8ff0\u95ee\u9898-SQL\u5bf9\u3002<\/code><\/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 vanna.remote import VannaDefault<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-attr\">vn<\/span> = VannaDefault(model=<span class=\"hljs-string\">'\u4f60\u81ea\u5df1\u65b0\u5efa\u7684\u6a21\u578b\u540d\u5b57'<\/span>, api_key=<span class=\"hljs-string\">'\u4f60\u81ea\u5df1\u7684key'<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">vn.connect_to_postgres(<span class=\"hljs-attr\">host<\/span>=<span class=\"hljs-string\">'\u4f60\u7684\u6570\u636e\u5e93 ip'<\/span>, dbname=<span class=\"hljs-string\">'\u4f60\u7684\u6570\u636e\u5e93\u540d\u5b57'<\/span>, user=<span class=\"hljs-string\">'\u6570\u636e\u5e93\u8d26\u53f7'<\/span>, password=<span class=\"hljs-string\">'\u6570\u636e\u5e93\u5bc6\u7801'<\/span>, port=<span class=\"hljs-string\">'\u6570\u636e\u5e93\u7aef\u53e3'<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">vn.train(<span class=\"hljs-attr\">ddl<\/span>=<span class=\"hljs-string\">\"\"\"CREATE TABLE company(<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    \"risk_label\" character varying(128) COLLATE pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    \"company_name\" character varying(128) COLLATE pg_catalog.\"default\" NOT NULL,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    \"company_address\" character varying(128) COLLATE pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    CONSTRAINT company_pkey PRIMARY KEY (\"company_name\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">)\"\"\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">vn.train(<span class=\"hljs-attr\">ddl<\/span>=<span class=\"hljs-string\">\"\"\"CREATE TABLE person<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    \"person_id\" character varying(128) COLLATE pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    \"name\" character varying(128) COLLATE pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    \"company_name\" character varying(128) COLLATE pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    CONSTRAINT \"company_fkey\" FOREIGN KEY (\"company_name\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">        REFERENCES company (\"company_name\") MATCH SIMPLE<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">)\"\"\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">vn.train(<span class=\"hljs-attr\">documentation<\/span>=<span class=\"hljs-string\">\"The company table describes the name, address, risk profile of each company\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">vn.train(<span class=\"hljs-attr\">documentation<\/span>=<span class=\"hljs-string\">\"The person table describes each person's unique code, name, and company where they work\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">vn.train(<span class=\"hljs-attr\">documentation<\/span>=<span class=\"hljs-string\">\"The risk_label field in the zddw table describes the potential risks of the company\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">vn.train(<span class=\"hljs-attr\">documentation<\/span>=<span class=\"hljs-string\">\"The company_name field in the zddw table describes the name of the company\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">vn.train(<span class=\"hljs-attr\">documentation<\/span>=<span class=\"hljs-string\">\"The company_address field in the zddw table describes the address information of the company\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">vn.train(<span class=\"hljs-attr\">documentation<\/span>=<span class=\"hljs-string\">\"The person_id field in the zdry table describes the person's unique number\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">vn.train(<span class=\"hljs-attr\">documentation<\/span>=<span class=\"hljs-string\">\"The name field in the zdry table describes the name of the person\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">vn.train(<span class=\"hljs-attr\">documentation<\/span>=<span class=\"hljs-string\">\"The company_name field in the zdry table describes the name of the company where the person works\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">vn.train(<span class=\"hljs-attr\">question<\/span>=<span class=\"hljs-string\">'What is Sam\u2019s company?'<\/span>, sql=<span class=\"hljs-string\">\"SELECT company_name FROM person WHERE name = 'Sam'\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">vn.train(<span class=\"hljs-attr\">question<\/span>=<span class=\"hljs-string\">'What is the company_address of Sam\u2019s company_name?'<\/span>, sql=<span class=\"hljs-string\">\"SELECT company.company_address FROM company JOIN person ON company.company_name = person.company_name WHERE person.name = 'Sam';\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"30\">from vanna.flask import VannaFlaskApp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"31\"><span class=\"hljs-attr\">app<\/span> = VannaFlaskApp(vn)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"32\">app.run()<\/span>\n<\/code><\/pre>\n<p>\u8fd0\u884c\u4e4b\u540e\uff0c\u65e5\u5fd7\u4e2d\u4f1a\u6709\u4e00\u4e2a\u94fe\u63a5\u63d0\u793a <a href=\"https:\/\/link.juejin.cn?target=http%3A%2F%2Flocalhost%3A8084\" target=\"_blank\" title=\"http:\/\/localhost:8084\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">http:\/\/localhost:8084<\/a> \uff0c\u70b9\u8fdb\u53bb\u56de\u5230\u4e00\u4e2a\u9875\u9762\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">sql<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-sql code-block-extension-codeShowNum\" lang=\"sql\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">Adding ddl: <span class=\"hljs-keyword\">CREATE<\/span> <span class=\"hljs-keyword\">TABLE<\/span> company(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    \"risk_label\" <span class=\"hljs-type\">character<\/span> <span class=\"hljs-type\">varying<\/span>(<span class=\"hljs-number\">128<\/span>) <span class=\"hljs-keyword\">COLLATE<\/span> pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    \"company_name\" <span class=\"hljs-type\">character<\/span> <span class=\"hljs-type\">varying<\/span>(<span class=\"hljs-number\">128<\/span>) <span class=\"hljs-keyword\">COLLATE<\/span> pg_catalog.\"default\" <span class=\"hljs-keyword\">NOT<\/span> <span class=\"hljs-keyword\">NULL<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    \"company_address\" <span class=\"hljs-type\">character<\/span> <span class=\"hljs-type\">varying<\/span>(<span class=\"hljs-number\">128<\/span>) <span class=\"hljs-keyword\">COLLATE<\/span> pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-keyword\">CONSTRAINT<\/span> company_pkey <span class=\"hljs-keyword\">PRIMARY<\/span> KEY (\"company_name\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">Adding ddl: <span class=\"hljs-keyword\">CREATE<\/span> <span class=\"hljs-keyword\">TABLE<\/span> person<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    \"person_id\" <span class=\"hljs-type\">character<\/span> <span class=\"hljs-type\">varying<\/span>(<span class=\"hljs-number\">128<\/span>) <span class=\"hljs-keyword\">COLLATE<\/span> pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    \"name\" <span class=\"hljs-type\">character<\/span> <span class=\"hljs-type\">varying<\/span>(<span class=\"hljs-number\">128<\/span>) <span class=\"hljs-keyword\">COLLATE<\/span> pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    \"company_name\" <span class=\"hljs-type\">character<\/span> <span class=\"hljs-type\">varying<\/span>(<span class=\"hljs-number\">128<\/span>) <span class=\"hljs-keyword\">COLLATE<\/span> pg_catalog.\"default\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    <span class=\"hljs-keyword\">CONSTRAINT<\/span> \"company_fkey\" <span class=\"hljs-keyword\">FOREIGN<\/span> KEY (\"company_name\")<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">        <span class=\"hljs-keyword\">REFERENCES<\/span> company (\"company_name\") <span class=\"hljs-keyword\">MATCH<\/span> SIMPLE<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">Adding documentation....<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">Adding documentation....<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">Adding documentation....<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">Adding documentation....<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">Adding documentation....<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">Adding documentation....<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">Adding documentation....<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">Adding documentation....<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">Your app <span class=\"hljs-keyword\">is<\/span> <span class=\"hljs-keyword\">running<\/span> <span class=\"hljs-keyword\">at<\/span>:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">http:<span class=\"hljs-operator\">\/<\/span><span class=\"hljs-operator\">\/<\/span>localhost:<span class=\"hljs-number\">8084<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\"> <span class=\"hljs-operator\">*<\/span> Serving Flask app <span class=\"hljs-string\">'vanna.flask'<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\"> <span class=\"hljs-operator\">*<\/span> Debug mode: off<\/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\/44fcd4f33d451307a62830011a255902.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h1 data-id=\"heading-10\">\u63d0\u95ee\u6548\u679c\u5c55\u793a<\/h1>\n<p>\u6211\u63d0\u51fa\u7684\u95ee\u9898\u662f<code>What is the company address of Tom's company<\/code> \uff0c\u56e0\u4e3a\u6211\u7684\u6570\u636e\u5e93\u4e2d\u8fd8\u6ca1\u6709\u6570\u636e\uff0c\u6240\u4ee5\u8fd4\u56de\u7684\u90fd\u662f\u7a7a\u6570\u636e\uff0c\u5982\u679c\u6709\u6570\u636e\u7684\u8bdd\uff0c\u4f1a\u6709\u7cbe\u7f8e\u7684\u8868\u683c\u548c\u56fe\u8fdb\u884c\u5c55\u793a\uff0c\u6700\u540e\u8fd8\u4f1a\u8be2\u95ee\u4f60\u7ed3\u679c\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/a47aa0c1b57d558e674bcb3810a4bb13.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u8fd9\u4e2a\u6548\u679c\u662f\u76f8\u5f53\u60ca\u4eba\u4e86\uff0c\u540a\u6253\u5927\u90e8\u5206\u4ea7\u54c1\uff01<\/p>\n<h1 data-id=\"heading-11\">\u53c2\u8003<\/h1>\n<ul>\n<li><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fvanna-ai%2Fvanna\" target=\"_blank\" title=\"https:\/\/github.com\/vanna-ai\/vanna\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/vanna-ai\/va\u2026<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Vanna\uff1a\u6548\u679c\u60ca\u8273\u7684\u8bed\u8a00\u8f6c SQL \u5de5\u5177\uff0c\u5173\u952e\u662f\u672c\u4ea7\u54c1\u9ed8\u8ba4\u8c03\u7528 gpt 3.5 turbo \uff0c\u4ea7\u54c1\u8fd8 TM \u514d\u8d39\uff0c\u771f\u9999!<\/p>\n","protected":false},"author":1,"featured_media":11386,"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":"1","footnotes":""},"categories":[3],"tags":[126,127,128,129,136],"collection":[],"class_list":["post-1602","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-gpt","tag-ai","tag-128","tag-129","tag-136"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1602","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=1602"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1602\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/11386"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1602"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1602"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1602"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1602"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}