{"id":1613,"date":"2024-05-26T15:39:36","date_gmt":"2024-05-26T15:39:36","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1613"},"modified":"2024-05-26T15:40:06","modified_gmt":"2024-05-26T15:40:06","slug":"greptimeai-xinference-lianhefangangaoxiaobushubingjiankongnide-llm-yingai","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/greptimeai-xinference-lianhefangangaoxiaobushubingjiankongnide-llm-yingai.html","title":{"rendered":"GreptimeAI + Xinference \u8054\u5408\u65b9\u6848\uff1a\u9ad8\u6548\u90e8\u7f72\u5e76\u76d1\u63a7\u4f60\u7684 LLM \u5e94\u7528"},"content":{"rendered":"<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fc5\u901f\u8fdb\u6b65\uff0cOpenAI \u5df2\u7ecf\u5d2d\u9732\u5934\u89d2\uff0c\u6210\u4e3a\u8be5\u9886\u57df\u7684\u9886\u519b\u8005\u4e4b\u4e00\u3002\u5b83\u5728\u591a\u79cd\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u5305\u62ec\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u5206\u7c7b\u548c\u6587\u672c\u751f\u6210\u7b49\u65b9\u9762\u3002\u968f\u7740 OpenAI \u7684\u5174\u8d77\uff0c\u540c\u65f6\u6d8c\u73b0\u7684\u8fd8\u6709\u8bb8\u591a\u5176\u4ed6\u4f18\u8d28\u7684\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6bd4\u5982 Llama\uff0cChatGLM\uff0cQwen \u7b49\u7b49\uff0c\u8fd9\u4e9b\u4f18\u79c0\u7684\u5f00\u6e90\u6a21\u578b\u4e5f\u53ef\u4ee5\u5e2e\u52a9\u56e2\u961f\u5feb\u901f\u5730\u642d\u5efa\u51fa\u4e00\u4e2a\u51fa\u8272\u7684 LLM \u5e94\u7528\u3002<\/p>\n<p>\u4f46\u9762\u5bf9\u5982\u6b64\u591a\u7684\u9009\u62e9\uff0c\u5982\u4f55\u5728\u51cf\u5c11\u5f00\u53d1\u6210\u672c\u7684\u540c\u65f6\uff0c\u80fd\u591f\u7edf\u4e00\u5730\u4f7f\u7528 OpenAI \u7684\u63a5\u53e3\uff1f\u5982\u4f55\u80fd\u9ad8\u6548\u5730\u6301\u7eed\u76d1\u63a7 LLM \u5e94\u7528\u7684\u8fd0\u884c\u8868\u73b0\uff0c\u800c\u53c8\u4e0d\u589e\u52a0\u989d\u5916\u7684\u5f00\u53d1\u590d\u6742\u5ea6\uff1f\u5728\u8fd9\u4e9b\u95ee\u9898\u4e0a\uff0cGreptimeAI \u548c Xinference \u63d0\u4f9b\u4e86\u5207\u5b9e\u53ef\u884c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h2 data-id=\"heading-0\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u4ec0\u4e48\u662f GreptimeAI<\/h2>\n<p>GreptimeAI \u6784\u5efa\u5728\u5f00\u6e90\u65f6\u5e8f\u6570\u636e\u5e93 GreptimeDB \u4e4b\u4e0a\uff0c\u662f\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5e94\u7528\u63d0\u4f9b\u7684\u4e00\u5957\u53ef\u89c2\u6d4b\u6027\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u76ee\u524d\u5df2\u7ecf\u652f\u6301 LangChain \u548c OpenAI \u7684\u751f\u6001\u3002GreptimeAI \u4f7f\u60a8\u80fd\u591f\u5b9e\u65f6\u5168\u9762\u5730\u4e86\u89e3\u6210\u672c\u3001\u6027\u80fd\u3001\u6d41\u91cf\u548c\u5b89\u5168\u6027\u65b9\u9762\u7684\u60c5\u51b5\uff0c\u5e2e\u52a9\u56e2\u961f\u63d0\u5347 LLM \u5e94\u7528\u7684\u53ef\u9760\u6027\u3002<\/p>\n<h2 data-id=\"heading-1\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u4ec0\u4e48\u662f Xinference<\/h2>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fxorbitsai%2Finference\" target=\"_blank\" title=\"https:\/\/github.com\/xorbitsai\/inference\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Xinference<\/a>&nbsp;\u662f\u4e00\u4e2a\u4e13\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3001\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\u548c\u591a\u6a21\u6001\u6a21\u578b\u8bbe\u8ba1\u7684\u5f00\u6e90\u6a21\u578b\u63a8\u7406\u5e73\u53f0\uff0c\u652f\u6301\u79c1\u6709\u5316\u90e8\u7f72\u3002Xinference \u63d0\u4f9b\u4e86\u4e0e OpenAI API \u517c\u5bb9\u7684 RESTful API\uff0c\u5e76\u96c6\u6210\u4e86 LangChain\u3001LlamaIndex \u548c&nbsp;<a href=\"https:\/\/link.juejin.cn?target=http%3A%2F%2Fdify.ai%2F\" target=\"_blank\" title=\"http:\/\/dify.ai\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Dify.AI<\/a>&nbsp;\u7b49\u7b2c\u4e09\u65b9\u5f00\u53d1\u8005\u5de5\u5177\uff0c\u4fbf\u4e8e\u6a21\u578b\u7684\u96c6\u6210\u4e0e\u5f00\u53d1\u3002Xinference \u96c6\u6210\u4e86\u591a\u4e2a LLM \u63a8\u7406\u5f15\u64ce\uff08\u5982 Transformers\u3001vLLM \u548c GGML\uff09\uff0c\u9002\u7528\u4e8e\u4e0d\u540c\u786c\u4ef6\u73af\u5883\uff0c \u5e76\u652f\u6301\u5206\u5e03\u5f0f\u591a\u673a\u90e8\u7f72\uff0c\u80fd\u591f\u5728\u591a\u4e2a\u8bbe\u5907\u6216\u673a\u5668\u95f4\u9ad8\u6548\u5206\u914d\u6a21\u578b\u63a8\u7406\u4efb\u52a1\uff0c\u6ee1\u8db3\u591a\u6a21\u578b\u548c\u9ad8\u53ef\u7528\u7684\u90e8\u7f72\u9700\u8981\u3002<\/p>\n<h2 data-id=\"heading-2\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>GreptimeAI + Xinference \u90e8\u7f72\/\u76d1\u63a7 LLM \u5e94\u7528<\/h2>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4ee5 Qwen-14B \u6a21\u578b\u4e3a\u4f8b\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 Xinference \u5728\u672c\u5730\u90e8\u7f72\u548c\u8fd0\u884c\u6a21\u578b\u3002\u8fd9\u91cc\u5c06\u5c55\u793a\u4e00\u4e2a\u4f8b\u5b50\uff0c\u5176\u4f7f\u7528\u4e86\u7c7b\u4f3c OpenAI \u51fd\u6570\u8c03\u7528\uff08Function Calling\uff09\u7684\u65b9\u5f0f\u6765\u6267\u884c\u5929\u6c14\u67e5\u8be2\uff0c\u5e76\u6f14\u793a\u4e86\u5982\u4f55\u5229\u7528 GreptimeAI \u76d1\u63a7 LLM \u5e94\u7528\u7684\u4f7f\u7528\u60c5\u51b5\u3002<\/p>\n<h3 data-id=\"heading-3\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u6ce8\u518c\u5e76\u83b7\u53d6 GreptimeAI \u914d\u7f6e\u4fe1\u606f<\/h3>\n<p>\u8bbf\u95ee&nbsp;<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fconsole.greptime.cloud%2F\" target=\"_blank\" title=\"https:\/\/console.greptime.cloud\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">console.greptime.cloud<\/a>&nbsp;\u6ce8\u518c\u670d\u52a1\uff0c\u5e76\u521b\u5efa AI \u670d\u52a1\uff0c\u8df3\u8f6c\u5230 AI Dashboard \u4e4b\u540e\uff0c\u70b9\u51fb Setup \u9875\u9762\uff0c\u83b7\u53d6 OpenAI \u7684\u914d\u7f6e\u4fe1\u606f\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/9cded4a941e39bada5cab5224454d150.png\" alt=\"GreptimeAI + Xinference \u8054\u5408\u65b9\u6848\uff1a\u9ad8\u6548\u90e8\u7f72\u5e76\u76d1\u63a7\u4f60\u7684 LLM \u5e94\u7528\" \/><\/figure>\n<\/p>\n<h3 data-id=\"heading-4\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u542f\u52a8 Xinference \u6a21\u578b\u670d\u52a1<\/h3>\n<p>\u5728\u672c\u5730\u542f\u52a8 Xinference \u6a21\u578b\u670d\u52a1\u7684\u65b9\u5f0f\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u8981\u8f93\u5165\u5982\u4e0b\u547d\u4ee4\u5373\u53ef\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">lua<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-lua code-block-extension-codeShowNum\" lang=\"lua\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">xinference-<span class=\"hljs-keyword\">local<\/span> -H <span class=\"hljs-number\">0.0<\/span><span class=\"hljs-number\">.0<\/span><span class=\"hljs-number\">.0<\/span><\/span>\n<\/code><\/pre>\n<p>Xinference \u9ed8\u8ba4\u4f1a\u5728\u672c\u5730\u542f\u52a8\u670d\u52a1\uff0c\u7aef\u53e3\u9ed8\u8ba4\u4e3a 9997\u3002\u8fd9\u91cc\u7701\u7565\u4e86\u5728\u672c\u5730\u5b89\u88c5 Xinference \u7684\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u53c2\u8003&nbsp;<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fxorbits.cn%2Fblogs%2Flangchain-streamlit-doc-chat\" target=\"_blank\" title=\"https:\/\/xorbits.cn\/blogs\/langchain-streamlit-doc-chat\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u8fd9\u7bc7\u6587\u7ae0<\/a>&nbsp;\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<h4 data-id=\"heading-5\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>Web UI \u65b9\u5f0f\u542f\u52a8\u6a21\u578b<\/h4>\n<p>Xinference \u542f\u52a8\u4e4b\u540e\uff0c\u5728\u6d4f\u89c8\u5668\u4e2d\u8f93\u5165&nbsp;<a href=\"https:\/\/link.juejin.cn?target=http%3A%2F%2Flocalhost%3A9997%2F\" target=\"_blank\" title=\"http:\/\/localhost:9997\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">http:\/\/localhost:9997<\/a>&nbsp;\u6765\u8bbf\u95ee Web UI\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/9e0b7893b4e8d5ff84aea543ea71b8c0.png\" alt=\"GreptimeAI + Xinference \u8054\u5408\u65b9\u6848\uff1a\u9ad8\u6548\u90e8\u7f72\u5e76\u76d1\u63a7\u4f60\u7684 LLM \u5e94\u7528\" \/><\/figure>\n<\/p>\n<h4 data-id=\"heading-6\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u547d\u4ee4\u884c\u65b9\u5f0f\u542f\u52a8\u6a21\u578b<\/h4>\n<p>\u6211\u4eec\u4e5f\u53ef\u4ee5\u4f7f\u7528 Xinference \u7684\u547d\u4ee4\u884c\u5de5\u5177\u6765\u542f\u52a8\u6a21\u578b\uff0c\u9ed8\u8ba4 Model UID \u662f qwen-chat\uff08\u540e\u7eed\u5c06\u901a\u8fc7\u8fd9\u4e2a ID \u6765\u8bbf\u95ee\u6a21\u578b\uff09\u3002<\/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\">xinference launch -n qwen-chat -s 14 -f pytorch<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-7\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u901a\u8fc7 OpenAI \u98ce\u683c\u7684\u63a5\u53e3\u83b7\u53d6\u5929\u6c14\u4fe1\u606f<\/h3>\n<p>\u5047\u8bbe\u6211\u4eec\u6709\u80fd\u529b\u901a\u8fc7\u8c03\u7528&nbsp;<code>get_current_weather<\/code>&nbsp;\u51fd\u6570\u6765\u83b7\u53d6\u6307\u5b9a\u57ce\u5e02\u7684\u5929\u6c14\u4fe1\u606f\uff0c\u53c2\u6570\u4e3a&nbsp;<code>location<\/code>&nbsp;\u548c&nbsp;<code>format<\/code>\u3002<\/p>\n<h4 data-id=\"heading-8\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u914d\u7f6e OpenAI \u4ee5\u53ca\u8c03\u7528\u63a5\u53e3<\/h4>\n<p>\u901a\u8fc7 OpenAI \u7684 Python SDK \u8bbf\u95ee Xinference \u672c\u5730\u7aef\u53e3\uff0c\u5e76\u4f7f\u7528 GreptimeAI \u6536\u96c6\u6570\u636e\uff0c\u4f7f\u7528&nbsp;<code>chat.completions<\/code>&nbsp;\u63a5\u53e3\u521b\u5efa\u5bf9\u8bdd\uff0c\u5e76\u4e14\u901a\u8fc7&nbsp;<code>tools<\/code>&nbsp;\u6765\u6307\u5b9a\u521a\u521a\u6211\u4eec\u5b9a\u4e49\u7684\u51fd\u6570\u5217\u8868\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\">from greptimeai import openai_patcher<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">from openai improt OpenAI<\/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\">client<\/span> = OpenAI(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-attr\">base_url<\/span>=<span class=\"hljs-string\">\"http:\/\/127.0.0.1:9997\/v1\"<\/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\">openai_patcher.setup(<span class=\"hljs-attr\">client<\/span>=client)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-attr\">messages<\/span> = [<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"system\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"\u4f60\u662f\u4e00\u4e2a\u6709\u7528\u7684\u52a9\u624b\u3002\u4e0d\u8981\u5bf9\u8981\u51fd\u6570\u8c03\u7528\u7684\u503c\u505a\u51fa\u5047\u8bbe\u3002\"<\/span>},<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    {<span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"\u4e0a\u6d77\u73b0\u5728\u7684\u5929\u6c14\u600e\u4e48\u6837\uff1f\"<\/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\"><span class=\"hljs-attr\">chat_completion<\/span> = client.chat.completions.create(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    <span class=\"hljs-attr\">model<\/span>=<span class=\"hljs-string\">\"qwen-chat\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    <span class=\"hljs-attr\">messages<\/span>=messages,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-attr\">tools<\/span>=tools,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">    <span class=\"hljs-attr\">temperature<\/span>=<span class=\"hljs-number\">0.7<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">print('func_name', chat_completion.choices<span class=\"hljs-section\">[0]<\/span>.message.tool_calls<span class=\"hljs-section\">[0]<\/span>.function.name)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">print('func_args', chat_completion.choices<span class=\"hljs-section\">[0]<\/span>.message.tool_calls<span class=\"hljs-section\">[0]<\/span>.function.arguments)<\/span>\n<\/code><\/pre>\n<h4 data-id=\"heading-9\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>tools \u7ec6\u8282<\/h4>\n<p>Function calling \u51fd\u6570\uff08\u5de5\u5177\uff09\u5217\u8868\u7684\u5b9a\u4e49\u5982\u4e0b\uff0c\u5e76\u4e14\u6307\u5b9a\u4e86\u5fc5\u586b\u5b57\u6bb5\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\">tools<\/span> = [<\/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-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"function\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">        <span class=\"hljs-string\">\"function\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">            <span class=\"hljs-string\">\"name\"<\/span>: <span class=\"hljs-string\">\"get_current_weather\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">            <span class=\"hljs-string\">\"description\"<\/span>: <span class=\"hljs-string\">\"\u83b7\u53d6\u5f53\u524d\u5929\u6c14\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">            <span class=\"hljs-string\">\"parameters\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">                <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"object\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">                <span class=\"hljs-string\">\"properties\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">                    <span class=\"hljs-string\">\"location\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">                        <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"string\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">                        <span class=\"hljs-string\">\"description\"<\/span>: <span class=\"hljs-string\">\"\u57ce\u5e02\uff0c\u4f8b\u5982\u5317\u4eac\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">                    },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">                    <span class=\"hljs-string\">\"format\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">                        <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"string\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">                        <span class=\"hljs-string\">\"enum\"<\/span>: [<span class=\"hljs-string\">\"celsius\"<\/span>, <span class=\"hljs-string\">\"fahrenheit\"<\/span>],<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">                        <span class=\"hljs-string\">\"description\"<\/span>: <span class=\"hljs-string\">\"\u4f7f\u7528\u7684\u6e29\u5ea6\u5355\u4f4d\u3002\u4ece\u6240\u5728\u7684\u57ce\u5e02\u8fdb\u884c\u63a8\u65ad\u3002\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">                    },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">                },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">                <span class=\"hljs-string\">\"required\"<\/span>: [<span class=\"hljs-string\">\"location\"<\/span>, <span class=\"hljs-string\">\"format\"<\/span>],<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">            },<\/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>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">]<\/span>\n<\/code><\/pre>\n<p>\u8f93\u51fa\u5982\u4e0b\uff0c\u53ef\u4ee5\u770b\u5230\u6211\u4eec\u901a\u8fc7&nbsp;<code>chat_completion<\/code>&nbsp;\u5f97\u5230\u4e86 Qwen \u6a21\u578b\u751f\u6210\u7684\u51fd\u6570\u8c03\u7528\uff1a<\/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-symbol\">func_name:<\/span> get_current_weather<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-symbol\">func_args:<\/span> {<span class=\"hljs-string\">\"location\"<\/span>: <span class=\"hljs-string\">\"\u4e0a\u6d77\"<\/span>, <span class=\"hljs-string\">\"format\"<\/span>: <span class=\"hljs-string\">\"celsius\"<\/span>}<\/span>\n<\/code><\/pre>\n<h4 data-id=\"heading-10\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u83b7\u53d6 function call \u7ed3\u679c\u5e76\u518d\u6b21\u8c03\u7528\u63a5\u53e3<\/h4>\n<p>\u8fd9\u91cc\u5047\u8bbe\u6211\u4eec\u7528\u7ed9\u5b9a\u7684\u53c2\u6570\u8c03\u7528\u4e86&nbsp;<code>get_current_weather<\/code>&nbsp;\u51fd\u6570\uff0c\u5e76\u5df2\u7ecf\u83b7\u53d6\u5230\u4e86\u7ed3\u679c\uff0c\u5c06\u7ed3\u679c\u548c\u4e0a\u4e0b\u6587\u91cd\u65b0\u53d1\u9001\u7ed9 Qwen \u6a21\u578b\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\">messages.append(chat_completion.choices<span class=\"hljs-section\">[0]<\/span>.message.model_dump())<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">messages.append({<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    \"role\": \"tool\",<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">    \"tool_call_id\": messages<span class=\"hljs-section\">[-1]<\/span><span class=\"hljs-section\">[\"tool_calls\"]<\/span><span class=\"hljs-section\">[0]<\/span><span class=\"hljs-section\">[\"id\"]<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    \"name\": messages<span class=\"hljs-section\">[-1]<\/span><span class=\"hljs-section\">[\"tool_calls\"]<\/span><span class=\"hljs-section\">[0]<\/span><span class=\"hljs-section\">[\"function\"]<\/span><span class=\"hljs-section\">[\"name\"]<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    \"content\": str({\"temperature\": \"10\", \"temperature_unit\": \"celsius\"})<\/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<span class=\"code-block-extension-codeLine\" data-line-num=\"9\"><span class=\"hljs-attr\">chat_completion<\/span> = client.chat.completions.create(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">    <span class=\"hljs-attr\">model<\/span>=<span class=\"hljs-string\">\"qwen-chat\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    <span class=\"hljs-attr\">messages<\/span>=messages,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    <span class=\"hljs-attr\">tools<\/span>=tools,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-attr\">temperature<\/span>=<span class=\"hljs-number\">0.7<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">print(chat_completion.choices<span class=\"hljs-section\">[0]<\/span>.message.content)<\/span>\n<\/code><\/pre>\n<h4 data-id=\"heading-11\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u6700\u7ec8\u7ed3\u679c<\/h4>\n<p>Qwen \u6a21\u578b\u6700\u7ec8\u5c06\u8f93\u51fa\u8fd9\u6837\u7684\u54cd\u5e94\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\">\u4e0a\u6d77\u73b0\u5728\u7684\u6e29\u5ea6\u662f 10 \u6444\u6c0f\u5ea6\u3002<\/span>\n<\/code><\/pre>\n<h3 data-id=\"heading-12\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>GreptimeAI \u770b\u677f<\/h3>\n<p>\u5728 GreptimeAI \u7684 Dashboard \u9875\u9762\uff0c\u4f60\u53ef\u4ee5\u5168\u9762\u4e14\u5b9e\u65f6\u5730\u76d1\u63a7\u57fa\u4e8e OpenAI \u63a5\u53e3\u7684\u6240\u6709\u8c03\u7528\u6570\u636e\uff0c\u5305\u62ec\u4e86 token\u3001cost\u3001latency\u3001trace \u7b49\u5173\u952e\u6307\u6807\u3002\u4e0b\u9762\u5c55\u793a\u7684\u662f\u4eea\u8868\u677f\u7684 overview \u9875\u9762\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/e3adc444baf8780f49579c2db3043b79.png\" alt=\"GreptimeAI + Xinference \u8054\u5408\u65b9\u6848\uff1a\u9ad8\u6548\u90e8\u7f72\u5e76\u76d1\u63a7\u4f60\u7684 LLM \u5e94\u7528\" \/><\/figure>\n<\/p>\n<h2 data-id=\"heading-13\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u603b\u7ed3<\/h2>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u4f7f\u7528\u5f00\u6e90\u6a21\u578b\u6784\u5efa LLM \u5e94\u7528\uff0c\u5e76\u5e0c\u671b\u7528 OpenAI \u7684\u98ce\u683c\u8fdb\u884c API \u8c03\u7528\uff0c\u90a3\u4e48\u4f7f\u7528 Xinference \u6765\u7ba1\u7406\u63a8\u7406\u6a21\u578b\uff0c\u914d\u5408 GreptimeAI \u6765\u76d1\u63a7\u6a21\u578b\u8fd0\u884c\u60c5\u51b5\u662f\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002\u65e0\u8bba\u662f\u8fdb\u884c\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u8fd8\u662f\u7b80\u5355\u7684\u65e5\u5e38\u67e5\u8be2\uff0cXinference \u90fd\u80fd\u63d0\u4f9b\u5f3a\u5927\u800c\u7075\u6d3b\u7684\u6a21\u578b\u7ba1\u7406\u80fd\u529b\u3002\u540c\u65f6\uff0c\u7ed3\u5408 GreptimeAI \u7684\u76d1\u63a7\u529f\u80fd\uff0c\u4f60\u53ef\u4ee5\u66f4\u52a0\u9ad8\u6548\u5730\u4e86\u89e3\u548c\u4f18\u5316\u6a21\u578b\u7684\u6027\u80fd\u548c\u8d44\u6e90\u6d88\u8017\u3002<\/p>\n<p>\u6211\u4eec\u671f\u5f85\u4f60\u7684\u5c1d\u8bd5\uff0c\u5e76\u6b22\u8fce\u5206\u4eab\u4f7f\u7528 GreptimeAI \u548c Xinference \u7684\u7ecf\u9a8c\u548c\u89c1\u89e3\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u7684\u65e0\u9650\u53ef\u80fd\u6027\u5427\uff01<\/p>\n<h3 data-id=\"heading-14\"><a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a>\u5173\u4e8e Greptime \u7684\u5c0f\u77e5\u8bc6\uff1a<\/h3>\n<p>Greptime \u683c\u777f\u79d1\u6280\u4e8e 2022 \u5e74\u521b\u7acb\uff0c\u76ee\u524d\u6b63\u5728\u5b8c\u5584\u548c\u6253\u9020\u65f6\u5e8f\u6570\u636e\u5e93 GreptimeDB\uff0c\u683c\u777f\u4e91 GreptimeCloud \u548c\u53ef\u89c2\u6d4b\u5de5\u5177 GreptimeAI \u8fd9\u4e09\u6b3e\u4ea7\u54c1\u3002<\/p>\n<p>GreptimeDB \u662f\u4e00\u6b3e\u7528 Rust \u8bed\u8a00\u7f16\u5199\u7684\u65f6\u5e8f\u6570\u636e\u5e93\uff0c\u5177\u6709\u5206\u5e03\u5f0f\u3001\u5f00\u6e90\u3001\u4e91\u539f\u751f\u548c\u517c\u5bb9\u6027\u5f3a\u7b49\u7279\u70b9\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5b9e\u65f6\u8bfb\u5199\u3001\u5904\u7406\u548c\u5206\u6790\u65f6\u5e8f\u6570\u636e\u7684\u540c\u65f6\u964d\u4f4e\u957f\u671f\u5b58\u50a8\u6210\u672c\uff1bGreptimeCloud \u53ef\u4ee5\u4e3a\u7528\u6237\u63d0\u4f9b\u5168\u6258\u7ba1\u7684 DBaaS \u670d\u52a1\uff0c\u80fd\u591f\u4e0e\u53ef\u89c2\u6d4b\u6027\u3001\u7269\u8054\u7f51\u7b49\u9886\u57df\u9ad8\u5ea6\u7ed3\u5408\uff1bGreptimeAI \u4e3a LLM \u91cf\u8eab\u6253\u9020\uff0c\u63d0\u4f9b\u6210\u672c\u3001\u6027\u80fd\u548c\u751f\u6210\u8fc7\u7a0b\u7684\u5168\u94fe\u8def\u76d1\u63a7\u3002<\/p>\n<p>GreptimeCloud \u548c GreptimeAI \u5df2\u6b63\u5f0f\u516c\u6d4b\uff0c\u6b22\u8fce\u5173\u6ce8\u516c\u4f17\u53f7\u6216\u5b98\u7f51\u4e86\u89e3\u6700\u65b0\u52a8\u6001\uff01<\/p>\n<p>\u5b98\u7f51\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgreptime.cn%2F\" target=\"_blank\" title=\"https:\/\/greptime.cn\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">greptime.cn\/<\/a><\/p>\n<p>GitHub: <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FGreptimeTeam%2Fgreptimedb\" target=\"_blank\" title=\"https:\/\/github.com\/GreptimeTeam\/greptimedb\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/GreptimeTea\u2026<\/a><\/p>\n<p>\u6587\u6863\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fdocs.greptime.cn%2F\" target=\"_blank\" title=\"https:\/\/docs.greptime.cn\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">docs.greptime.cn\/<\/a><\/p>\n<p>Twitter: <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ftwitter.com%2FGreptime\" target=\"_blank\" title=\"https:\/\/twitter.com\/Greptime\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">twitter.com\/Greptime<\/a><\/p>\n<p>Slack: <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgreptime.com%2Fslack\" target=\"_blank\" title=\"https:\/\/greptime.com\/slack\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">greptime.com\/slack<\/a><\/p>\n<p>LinkedIn: <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgreptime%2F\" target=\"_blank\" title=\"https:\/\/www.linkedin.com\/company\/greptime\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">www.linkedin.com\/company\/gre\u2026<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8fc5\u901f\u8fdb\u6b65\uff0cOpenAI \u5df2\u7ecf\u5d2d\u9732\u5934\u89d2\uff0c\u6210\u4e3a\u8be5\u9886\u57df\u7684\u9886\u519b\u8005\u4e4b\u4e00\u3002\u5b83\u5728\u591a\u79cd\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u5305\u62ec\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u5206\u7c7b\u548c\u6587\u672c\u751f\u6210\u7b49\u65b9\u9762\u3002<\/p>\n","protected":false},"author":1,"featured_media":11464,"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":"","footnotes":""},"categories":[3],"tags":[136,126,127,128,129],"collection":[],"class_list":["post-1613","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\/1613","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=1613"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1613\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/11464"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1613"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1613"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1613"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}