{"id":1293,"date":"2024-05-01T11:42:26","date_gmt":"2024-05-01T11:42:26","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1293"},"modified":"2024-05-01T11:42:50","modified_gmt":"2024-05-01T11:42:50","slug":"shiyongembedchainhedatabuttongoujianzaixianaixuexizhuli","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/shiyongembedchainhedatabuttongoujianzaixianaixuexizhuli.html","title":{"rendered":"\u4f7f\u7528 Embedchain \u548c databutton \u6784\u5efa\u5728\u7ebf AI \u5b66\u4e60\u52a9\u7406"},"content":{"rendered":"<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/96197f3d48261d6d727cba2155b9bdcc.png\" alt=\"\u672a\u6807\u9898-1.jpg\" \/><\/figure>\n<\/p>\n<p>\u4e4b\u524d\u63a2\u7d22<a href=\"https:\/\/juejin.cn\/post\/7265210595913531431\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7265210595913531431\" rel=\"noopener\">\u4f7f\u7528 OpenAI\u3001LangChain \u548c LlamaIndex \u6784\u5efa Knowledge<\/a>\uff0c\u9700\u8981\u81ea\u5df1\u6574\u7406\u6587\u6863\u6570\u636e\u96c6\uff0c\u672c\u6587\u6765\u63a2\u7d22\u53e6\u4e00\u79cd\u5b9e\u73b0\u65b9\u5f0f\uff0c\u5c06\u6570\u636e\u96c6\u6362\u6210\u8f93\u5165\u4e00\u4e2a URL \uff08\u5d4c\u5165\u5728\u7ebf\u8d44\u6e90\uff09\uff0c\u901a\u8fc7\u4f7f\u7528 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fembedchain.ai%2F\" target=\"_blank\" title=\"https:\/\/embedchain.ai\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Embedchain<\/a> \u548c <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.databutton.io%2F\" target=\"_blank\" title=\"https:\/\/www.databutton.io\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">databutton<\/a> \u6765\u6784\u5efa Knowledge \u804a\u5929\u673a\u5668\u4eba\u3002<\/p>\n<ul>\n<li>\u6587\u7ae0\u6d89\u53ca\u7684\u4ee3\u7801\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FQuintionTang%2FAI-DevSecOps%2Ftree%2Fembedchain\" target=\"_blank\" title=\"https:\/\/github.com\/QuintionTang\/AI-DevSecOps\/tree\/embedchain\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/QuintionTan\u2026<\/a><\/li>\n<\/ul>\n<h3 data-id=\"heading-0\">\u4ec0\u4e48\u662f Embedchain<\/h3>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fembedchain.ai%2F\" target=\"_blank\" title=\"https:\/\/embedchain.ai\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Embedchain<\/a>  \u662f\u4e00\u4e2a\u591a\u529f\u80fd\u6846\u67b6\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u5728\u4efb\u4f55\u6570\u636e\u96c6\u4e0a\u521b\u5efa\u5f3a\u5927\u7684 LLM \u652f\u6301\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u6846\u67b6\u8d1f\u8d23\u5904\u7406\u590d\u6742\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u4ece\u7f51\u9875\u3001PDF \u548c\u535a\u5ba2\u6587\u7ae0\u7b49\u5404\u79cd\u6765\u6e90\u52a0\u8f7d\u6570\u636e\u3002\u7136\u540e\u5c06\u6570\u636e\u5206\u6210\u6709\u610f\u4e49\u7684\u5757\uff0c\u751f\u6210\u5d4c\u5165 <code>embeddings<\/code> \u4ee5\u8fdb\u884c\u9ad8\u6548\u67e5\u8be2\uff0c\u5e76\u5c06\u8fd9\u4e9b\u5757\u5b58\u50a8\u5728\u77e2\u91cf\u6570\u636e\u5e93\u4e2d\u4ee5\u4fbf\u5feb\u901f\u68c0\u7d22\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/fca5fa6789b6131c128bad5d81cce664.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u7b80\u800c\u6765\u8bf4\uff0c\u4f7f\u7528\u57fa\u4e8e  <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fembedchain.ai%2F\" target=\"_blank\" title=\"https:\/\/embedchain.ai\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Embedchain<\/a> \u7684\u804a\u5929\u673a\u5668\u4eba\u7684\u7b80\u5355\u5de5\u4f5c\u6d41\u7a0b\uff1a\u5f53\u7528\u6237\u4e0e\u804a\u5929\u673a\u5668\u4eba\u4ea4\u4e92\u5e76\u53d1\u9001\u67e5\u8be2\u4fe1\u606f\u65f6\uff0c\u7528\u6237\u7684\u67e5\u8be2\u5c06\u8f6c\u6362\u4e3a\u5d4c\u5165 <code>embedding<\/code> \u8868\u793a\uff08\u4e3a\u67e5\u8be2\u521b\u5efa\u5d4c\u5165\uff09\u3002\u540c\u65f6 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fembedchain.ai%2F\" target=\"_blank\" title=\"https:\/\/embedchain.ai\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Embedchain<\/a> \u641c\u7d22\u5411\u91cf\u6570\u636e\u5e93\u4ee5\u67e5\u627e\u4e0e\u7528\u6237\u67e5\u8be2\u76f8\u5173\u7684\u76f8\u4f3c\u6587\u6863\uff08\u67e5\u627e\u76f8\u4f3c\u6587\u6863\uff09\u3002\u6700\u540e\uff0c\u5c06\u7c7b\u4f3c\u7684\u6587\u6863\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7ed9\u8bed\u8a00\u6a21\u578b (LLM)\uff0c\u4ee5\u751f\u6210\u6700\u4f73\u7b54\u6848\uff08\u5c06\u4e0a\u4e0b\u6587\u4f20\u9012\u7ed9 LLM\uff09\u3002<\/p>\n<h3 data-id=\"heading-1\">\u4ec0\u4e48\u662f databutton<\/h3>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.databutton.io%2F\" target=\"_blank\" title=\"https:\/\/www.databutton.io\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Databutton<\/a> \u662f\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u5de5\u4f5c\u533a\uff0c\u7528\u4e8e\u6784\u5efa\u548c\u5171\u4eab\u6570\u636e\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<h3 data-id=\"heading-2\">\u4f7f\u7528 Streamlit \u6784\u5efa<\/h3>\n<p>\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684 Web \u5e94\u7528\u7a0b\u5e8f\uff0c\u5141\u8bb8\u7528\u6237\u4f7f\u7528 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fembedchain.ai%2F\" target=\"_blank\" title=\"https:\/\/embedchain.ai\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Embedchain<\/a> \u5f3a\u5927\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u529f\u80fd\u4e0e\u5728\u7ebf\u8d44\u6e90\u8fdb\u884c\u4ea4\u4e92\uff0c\u4e3a\u7ed9\u5b9a\u7684\u67e5\u8be2\u4fe1\u606f\u63d0\u4f9b\u76f8\u5173\u4e14\u51c6\u786e\u7684\u54cd\u5e94\u3002<\/p>\n<p>\u9879\u76ee\u5f00\u59cb\u7684\u57fa\u672c\u6d41\u7a0b\uff1a<\/p>\n<ol>\n<li>\u521b\u5efa\u9879\u76ee\u76ee\u5f55<\/li>\n<li>\u521b\u5efa\u865a\u62df\u73af\u5883<\/li>\n<li>\u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/li>\n<li>\u5b89\u88c5\u9879\u76ee\u9700\u8981\u7684\u4f9d\u8d56\u5e93<\/li>\n<li>\u5f00\u59cb\u521b\u5efa\u4ee3\u7801\u6587\u4ef6\u5bfc\u5e93\u5f00\u59cb\u4ee3\u7801<\/li>\n<\/ol>\n<p>\u521b\u5efa\u9879\u76ee\u76ee\u5f55\uff0c\u7136\u540e\u6253\u5f00\u7ec8\u7aef\u5728\u9879\u76ee\u76ee\u5f55\u4e0b\u521b\u5efa\u865a\u62df\u73af\u5883\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\"><\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs code-block-extension-codeShowNum\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">python -m venv venv<\/span>\n<\/code><\/pre>\n<p>\u6fc0\u6d3b\u865a\u62df\u73af\u5883 <code>venv<\/code>\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">source<\/span> venv\/bin\/activate  <span class=\"hljs-comment\">#for mac<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">venvScriptsactivate     <span class=\"hljs-comment\">#for windows users<\/span><\/span>\n<\/code><\/pre>\n<p>\u5b89\u88c5\u9879\u76ee\u9700\u8981\u7684\u4f9d\u8d56\u5e93\uff0c\u9010\u884c\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\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\">pip install <span class=\"hljs-attr\">--upgrade<\/span> pip<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">pip install databutton streamlit embedchain<\/span>\n<\/code><\/pre>\n<p>\u521b\u5efa python \u6587\u4ef6 <code>main.py<\/code> \uff0c\u4ece\u5bfc\u5e93\u5f00\u542f\u4ee3\u7801\u4e4b\u65c5\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">javascript<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-javascript code-block-extension-codeShowNum\" lang=\"javascript\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">import<\/span> databutton <span class=\"hljs-keyword\">as<\/span> db<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">import<\/span> streamlit <span class=\"hljs-keyword\">as<\/span> st<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-keyword\">from<\/span> embedchain <span class=\"hljs-keyword\">import<\/span> <span class=\"hljs-title class_\">App<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-keyword\">import<\/span> os<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-keyword\">import<\/span> time<\/span>\n<\/code><\/pre>\n<p>\u5176\u4e2d <code>os<\/code> \u7528\u4e8e\u4e0e\u64cd\u4f5c\u7cfb\u7edf\u4ea4\u4e92\u5e76\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf\u3002\u4e0b\u9762\u4f7f\u7528\u7b80\u5355\u7684 Streamlit API \u6dfb\u52a0\u5e94\u7528\u7a0b\u5e8f\u76f8\u5173\u4fe1\u606f\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\">st.<span class=\"hljs-built_in\">subheader<\/span>(<span class=\"hljs-string\">\"Embedchain AI Knowledge \ud83e\udd16 \"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">st.<span class=\"hljs-built_in\">markdown<\/span>(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-string\">\"Repo : [AI-DevSecOps](https:\/\/github.com\/QuintionTang\/AI-DevSecOps)\"<\/span>)<\/span>\n<\/code><\/pre>\n<p>\u63a5\u4e0b\u6765\uff0c\u521b\u5efa\u4e00\u4e2a\u51fd\u6570 <code>initBot<\/code>\uff0c\u51fd\u6570\u5c06 URL \u4f5c\u4e3a\u8f93\u5165\uff0c\u5373\u901a\u8fc7\u5d4c\u5165\u5728\u7ebf\u8d44\u6e90\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">less<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-less code-block-extension-codeShowNum\" lang=\"less\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-variable\">@st<\/span>.cache_resource<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">def <span class=\"hljs-built_in\">initBot<\/span>(URL):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    # \u521b\u5efa\u4e00\u4e2a\u673a\u5668\u4eba\u5b9e\u4f8b<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    devsec_bot = <span class=\"hljs-built_in\">App<\/span>()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    # \u8fd9\u91cc\u652f\u6301\u5d4c\u5165\u591a\u4e2a\u5728\u7ebf\u8d44\u6e90<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    devsec_bot.<span class=\"hljs-built_in\">add<\/span>(<span class=\"hljs-string\">\"web_page\"<\/span>, URL)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    # devsec_bot.<span class=\"hljs-built_in\">add<\/span>(<span class=\"hljs-string\">\"youtube_video\"<\/span>, <span class=\"hljs-string\">\"\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    # devsec_bot.<span class=\"hljs-built_in\">add<\/span>(<span class=\"hljs-string\">\"pdf_file\"<\/span>, <span class=\"hljs-string\">\"\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    # devsec_bot.<span class=\"hljs-built_in\">add<\/span>(<span class=\"hljs-string\">\"web_page\"<\/span>, <span class=\"hljs-string\">\"\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    return devsec_bot<\/span>\n<\/code><\/pre>\n<p>\u51fd\u6570 <code>initBot<\/code> \u4f7f\u7528\u88c5\u9970\u5668 <code>@st.cache_resource<\/code> \u5b9a\u4e49\u7684\uff0c\u88c5\u9970\u5668\u4e3b\u8981\u7f13\u5b58\u8d44\u6e90\uff0c\u4ee5\u907f\u514d\u5728\u7528\u6237\u91cd\u65b0\u52a0\u8f7d Web \u5e94\u7528\u7a0b\u5e8f\u65f6\u91cd\u590d\u521d\u59cb\u5316\u3002\u800c\u8fd4\u56de\u503c\u662f\u521d\u59cb\u5316\u7684 ChatBot \u5bf9\u8c61\uff0c\u5728\u8fd9\u91cc\u5c06\u5b9e\u4f8b\u5316\u7684\u673a\u5668\u4eba\u547d\u540d\u4e3a <code>devsec_bot<\/code>\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u5b9e\u73b0\u901a\u8fc7 URL \u8f93\u5165\u5e76\u521d\u59cb\u5316 ChatBot\uff1a<\/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\">prompt<\/span> = st.text_input(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">    \"\u8bf7\u8f93\u5165\u4e00\u4e2a\u5185\u5bb9URL\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    <span class=\"hljs-attr\">placeholder<\/span>=<span class=\"hljs-string\">\"\u8bf7\u8f93\u5165\u4e00\u4e2a\u5185\u5bb9URL\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-attr\">btn<\/span> = st.button(<span class=\"hljs-string\">\"\u521d\u59cb\u5316\u673a\u5668\u4eba\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">if btn or st.session_state.btn_state:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    <span class=\"hljs-attr\">st.session_state.btn_state<\/span> = <span class=\"hljs-literal\">True<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    <span class=\"hljs-attr\">devsec_bot<\/span> = initBot(prompt)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    st.success(\"\u673a\u5668\u4eba\u5df2\u5c31\u7eea\ud83e\udd16\")<\/span>\n<\/code><\/pre>\n<p><code>st.text_input()<\/code> \u521b\u5efa\u4e00\u4e2a\u8f93\u5165\u6846\uff0c\u63d0\u793a\u7528\u6237\u8f93\u5165 URL\u3002<code>st.button(\"\u521d\u59cb\u5316\u673a\u5668\u4eba\")<\/code> \u521b\u5efa\u4e00\u4e2a <code>\u521d\u59cb\u5316\u673a\u5668\u4eba<\/code> \u6309\u94ae\u3002\u5982\u679c\u5355\u51fb<code>\u521d\u59cb\u5316\u673a\u5668\u4eba<\/code> \u6309\u94ae\u6216\u804a\u5929\u673a\u5668\u4eba\u5df2\u521d\u59cb\u5316\uff08\u5373 <code>st.session_state.btn_state<\/code> \u4e3a <code>True<\/code>\uff09\uff0c\u5219\u4f7f\u7528\u5df2\u7ecf\u83b7\u53d6\u7684 URL \u521d\u59cb\u5316 ChatBot\uff0c\u5e76\u663e\u793a <code>\u673a\u5668\u4eba\u5df2\u5c31\u7eea\ud83e\udd16<\/code> \u7684\u6d88\u606f\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u5c06\u4f7f\u7528 Streamlit \u7684 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.streamlit.io%2Flibrary%2Fapi-reference%2Fchat\" target=\"_blank\" title=\"https:\/\/docs.streamlit.io\/library\/api-reference\/chat\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Chat \u5143\u7d20<\/a> <code>st.chat_message<\/code> \u548c <code>st.chat_input<\/code>\u3002<\/p>\n<p>\u4ece\u8fd9\u91cc\u5f00\u59cb\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 embedchain \u5b9e\u73b0\u67e5\u8be2\u65b9\u6cd5\u903b\u8f91\uff0c\u7136\u540e\u5c06 LLM \u7684\u54cd\u5e94\u8f6c\u50a8\u5e76\u5c06\u56de\u590d\u5185\u5bb9\u663e\u793a\u5728 UI \u4e2d\u3002\u4e3a\u4e86\u4fdd\u6301\u804a\u5929\u5bf9\u8bdd\u7684\u8fde\u7eed\u6027\uff0c\u6d88\u606f\u5c06\u901a\u8fc7 Streamlit \u7684\u4f1a\u8bdd\u72b6\u6001 API \u8fdb\u884c\u5904\u7406\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">csharp<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-csharp code-block-extension-codeShowNum\" lang=\"csharp\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-meta\"># \u521d\u59cb\u5316\u804a\u5929\u8bb0\u5f55<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-string\">\"messages\"<\/span> <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-keyword\">in<\/span> st.session_state:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    st.session_state.messages = []<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-meta\"># \u5728\u5e94\u7528\u7a0b\u5e8f\u91cd\u65b0\u8fd0\u884c\u65f6\u663e\u793a\u5386\u53f2\u8bb0\u5f55\u4e2d\u7684\u804a\u5929\u6d88\u606f<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-keyword\">for<\/span> message <span class=\"hljs-keyword\">in<\/span> st.session_state.messages:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    <span class=\"hljs-keyword\">with<\/span> st.chat_message(message[<span class=\"hljs-string\">\"role\"<\/span>]):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">        st.markdown(message[<span class=\"hljs-string\">\"content\"<\/span>])<\/span>\n<\/code><\/pre>\n<p>\u804a\u5929\u67e5\u8be2\u5185\u5bb9\u901a\u8fc7 <code>st.chat_input<\/code> \u6765\u83b7\u53d6\uff0c\u5176\u529f\u80fd\u548c <code>st.text_input<\/code> \u975e\u5e38\u76f8\u4f3c\u3002\u4e00\u65e6\u804a\u5929\u5185\u5bb9\u5df2\u53d1\u9001\uff0c\u5b83\u5c31\u4f1a\u88ab\u4fdd\u5b58\u5728\u4f1a\u8bdd\u72b6\u6001\u4e2d\uff0c\u4ee5\u4fbf\u540e\u7eed\u5728\u804a\u5929\u754c\u9762\u4e2d\u5ef6\u7eed\u4f7f\u7528\u3002<\/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\"># \u63a5\u6536\u804a\u5929\u5185\u5bb9<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">if prompt := st.<span class=\"hljs-built_in\">chat_input<\/span>(<span class=\"hljs-string\">\"\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u5fd9\uff1f\"<\/span>):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    # \u589e\u52a0\u804a\u5929\u5386\u53f2\u8bb0\u5f55<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    st.session_state.messages.<span class=\"hljs-built_in\">append<\/span>({\"role\": <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: prompt})<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    with st<span class=\"hljs-selector-class\">.chat_message<\/span>(\"user\"):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">        st.<span class=\"hljs-built_in\">markdown<\/span>(prompt)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    with st.<span class=\"hljs-built_in\">chat_message<\/span>(<span class=\"hljs-string\">\"assistant\"<\/span>):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">        message_placeholder = st.<span class=\"hljs-built_in\">empty<\/span>()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">        full_response = <span class=\"hljs-string\">\"\"<\/span><\/span>\n<\/code><\/pre>\n<p>\u4e0b\u9762\u8fd9\u884c\u4ee3\u7801\u662f\u6574\u4e2a\u673a\u5668\u4eba\u7684\u6838\u5fc3\u4ee3\u7801\uff1a<\/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\">assistant_response<\/span> = devsec_bot.query(prompt)<\/span>\n<\/code><\/pre>\n<p>\u5230\u6b64\u6574\u4e2a\u804a\u5929\u673a\u5668\u4eba\u6838\u5fc3\u7684\u4ee3\u7801\u5df2\u7ecf\u5b8c\u6210\u4e86\uff0c\u5176\u4f59\u4ee3\u7801\u4e3b\u8981\u5728 <code>streaming<\/code> \u4f20\u8f93\u54cd\u5e94\u4e2d\u53d1\u6325\u5173\u952e\u4f5c\u7528\uff0c\u7c7b\u4f3c ChatGPT \u98ce\u683c\uff01<\/p>\n<p>\u8fd0\u884c\u4ee3\u7801\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\">streamlit run main.py<\/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\/25b5c4152656d700518a27badac0d863.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u4e0b\u9762\u6765\u770b\u4e0b\u589e\u52a0\u7684\u4e2a\u4eba\u535a\u5ba2\u8fde\u63a5\u8d44\u6e90\u7684\u5b66\u4e60\u6548\u679c\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/171c8bcad306c3feb304378b2ce06fd4.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u4ece\u7ed3\u679c\u6765\u770b\uff0c\u6548\u679c\u8fd8\u4e0d\u9519\u3002<\/p>\n<ul>\n<li>\u5b8c\u6574\u4ee3\u7801\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FQuintionTang%2FAI-DevSecOps%2Ftree%2Fembedchain\" target=\"_blank\" title=\"https:\/\/github.com\/QuintionTang\/AI-DevSecOps\/tree\/embedchain\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/QuintionTan\u2026<\/a><\/li>\n<\/ul>\n<h3 data-id=\"heading-3\">\u603b\u7ed3<\/h3>\n<p>Embedchain \u63d0\u4f9b\u4e86\u4e00\u4e2a\u975e\u5e38\u5f3a\u5927\u7684\u529f\u80fd\uff0c\u53ea\u9700\u51e0\u884c\u4ee3\u7801\u5373\u53ef\u8f7b\u677e\u6784\u5efa\u5728\u7ebf\u804a\u5929\u673a\u5668\u4eba\u3002\u672c\u6587\u5b8c\u6210\u7684\u804a\u5929\u673a\u5668\u4eba\u8fd8\u5b58\u5728\u4e0d\u8db3\uff0c\u8f93\u5165\u7684 URL \u5185\u5bb9\u4e3a\u4e2d\u6587\uff0c\u673a\u5668\u4eba\u56de\u590d\u7684\u5185\u5bb9\u4e3a\u82f1\u6587\u3002\u8fd9\u91cc\u53ea\u662f\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u5e94\u7528\u573a\u666f\uff0c\u6ca1\u6709\u63d0\u4f9b\u4e3b\u9898\u9694\u79bb\uff0c\u5982\u679c\u52a0\u8f7d\u7684\u8d44\u6e90\u6bd4\u8f83\u6df7\u4e71\uff0c\u673a\u5668\u4eba\u7684\u56de\u7b54\u4e5f\u662f\u6df7\u4e71\u7684\uff0c\u7b97\u662f\u5f00\u62d3\u4e86\u4e00\u79cd\u65b0\u7684\u5b9e\u73b0AI\u804a\u5929\u673a\u5668\u4eba\u601d\u8def\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u6765\u63a2\u7d22\u53e6\u4e00\u79cd\u5b9e\u73b0\u65b9\u5f0f\uff0c\u5c06\u6570\u636e\u96c6\u6362\u6210\u8f93\u5165\u4e00\u4e2a URL \uff08\u5d4c\u5165\u5728\u7ebf\u8d44\u6e90\uff09\uff0c\u901a\u8fc7\u4f7f\u7528 Embedchain \u548c databutton \u6765\u6784\u5efa Knowledge \u804a\u5929\u673a\u5668\u4eba\u3002<\/p>\n","protected":false},"author":1,"featured_media":4425,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"Embedchain\u6784\u5efaAI\u77e5\u8bc6\u804a\u5929\u673a\u5668\u4eba - \u5948\u65af\u79d1\u6280\u793e\u533a","rank_math_description":"\u672c\u6587\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 Embedchain \u548c Databutton \u6846\u67b6\u6784\u5efa AI \u77e5\u8bc6\u804a\u5929\u673a\u5668\u4eba\uff0c\u901a\u8fc7\u5d4c\u5165\u5728\u7ebf\u8d44\u6e90\uff08\u7f51\u9875\u3001PDF \u7b49\uff09\u5b9e\u73b0\u4e0e\u7528\u6237\u8fdb\u884c\u95ee\u7b54\u4ea4\u4e92\u3002\u4e86\u89e3\u5982\u4f55\u4f7f\u7528 Streamlit \u521b\u5efa Web \u5e94\u7528\u7a0b\u5e8f\uff0c\u5e76\u5229\u7528 Embedchain \u7684\u5f3a\u5927\u529f\u80fd\u8fdb\u884c\u8bed\u4e49\u641c\u7d22\u548c\u95ee\u7b54\u3002","rank_math_focus_keyword":"Embedchain, \u804a\u5929\u673a\u5668\u4eba, LLM, Databutton, AI","views":"18","footnotes":""},"categories":[3],"tags":[126,127,128,129,136],"collection":[],"class_list":["post-1293","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\/1293","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=1293"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1293\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/4425"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1293"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1293"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1293"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1293"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}