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<!doctype html><html lang="zh-CN"><head><meta charset="utf-8" /><meta name="viewport" content="width=device-width,initial-scale=1" /><meta name="generator" content="VuePress 2.0.0-rc.26" /><meta name="theme" content="VuePress Theme Plume 1.0.0-rc.192" /><script id="check-mac-os">document.documentElement.classList.toggle('mac', /Mac|iPhone|iPod|iPad/i.test(navigator.platform))</script><script id="check-dark-mode">;(function () {const um= localStorage.getItem('vuepress-theme-appearance') || 'auto';const sm = window.matchMedia && window.matchMedia('(prefers-color-scheme: dark)').matches;const isDark = um === 'dark' || (um !== 'light' && sm);document.documentElement.dataset.theme = isDark ? 'dark' : 'light';})();</script><script type="application/ld+json">{"@context":"https://schema.org","@type":"Article","headline":"便宜免费的大模型 API 整合 （ 2025年11月11日 ）","image":[""],"dateModified":"2026-03-29T05:21:46.000Z","author":[]}</script><meta property="og:url" content="https://www.simengweb.com/article/free_model_api/"><meta property="og:site_name" content="仲夏夜之梦"><meta property="og:title" content="便宜免费的大模型 API 整合 （ 2025年11月11日 ）"><meta property="og:description" content="百度千帆、讯飞星火、腾讯混元均有免费在线额度，SCNet 提供 0.1 元/百万 tokens 的超低价大模型，轻量任务先薅免费，量大了再掏 0.1 元，稳！ 免费的大模型 API 整合 嗨～如果你在找既温柔又省荷包的小模型，就把它们悄悄收进这里吧！它们也许不是夜空最亮的那颗星，却能在摘要、划重点、轻声问答的小角落里，给你软软又稳稳的陪伴哦～ 百度千帆..."><meta property="og:type" content="article"><meta property="og:locale" content="zh-CN"><meta property="og:updated_time" content="2026-03-29T05:21:46.000Z"><meta property="article:modified_time" content="2026-03-29T05:21:46.000Z"><link rel="icon" type="image/png" href="https://theme-plume.vuejs.press/favicon-32x32.png"><title>便宜免费的大模型 API 整合 （ 2025年11月11日 ） | 模型 | 仲夏夜之梦</title><meta name="description" content="百度千帆、讯飞星火、腾讯混元均有免费在线额度，SCNet 提供 0.1 元/百万 tokens 的超低价大模型，轻量任务先薅免费，量大了再掏 0.1 元，稳！ 免费的大模型 API 整合 嗨～如果你在找既温柔又省荷包的小模型，就把它们悄悄收进这里吧！它们也许不是夜空最亮的那颗星，却能在摘要、划重点、轻声问答的小角落里，给你软软又稳稳的陪伴哦～ 百度千帆..."><link rel="preload" href="/assets/style-DfF_QT_O.css" as="style"><link rel="stylesheet" href="/assets/style-DfF_QT_O.css"><link rel="modulepreload" href="/assets/app-t8Vldhgr.js"><link rel="modulepreload" href="/assets/index.html-djxxfSGH.js"></head><body><div id="app"><!--[--><!--[--><div class="theme-plume vp-layout" vp-container data-v-3835cfce><!--[--><!--[--><!--]--><!--[--><span tabindex="-1" data-v-17e3d305></span><a href="#VPContent" class="vp-skip-link visually-hidden" data-v-17e3d305> Skip to content </a><!--]--><!----><header class="vp-nav" data-v-3835cfce data-v-59eaa6de><div class="vp-navbar" vp-navbar data-v-59eaa6de data-v-84e02ed1><div class="wrapper" data-v-84e02ed1><div class="container" data-v-84e02ed1><div 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data-v-3f7a02f6 data-v-3f7a02f6><div class="item" data-v-3f7a02f6><div class="indicator" data-v-3f7a02f6></div><!----><a class="vp-link link link" href="/ai/" data-v-3f7a02f6><!--[--><p class="text" data-v-3f7a02f6><span data-v-3f7a02f6>模型</span><!----></p><!--]--></a><!----></div><!----></div><!--]--></div></div></section></div><div class="no-transition group" data-v-6279c2df><section class="vp-sidebar-item sidebar-item level-0 collapsible" data-v-6279c2df data-v-3f7a02f6><div class="item" role="button" tabindex="0" data-v-3f7a02f6><div class="indicator" data-v-3f7a02f6></div><!----><h2 class="text" data-v-3f7a02f6><span data-v-3f7a02f6>基础概念</span><!----></h2><div class="caret" role="button" aria-label="toggle section" tabindex="0" data-v-3f7a02f6><span class="vpi-chevron-right caret-icon" data-v-3f7a02f6></span></div></div><div data-v-3f7a02f6 data-v-3f7a02f6><div class="items" data-v-3f7a02f6><!--[--><div class="vp-sidebar-item sidebar-item level-1 is-link" data-v-3f7a02f6 data-v-3f7a02f6><div class="item" data-v-3f7a02f6><div class="indicator" data-v-3f7a02f6></div><!----><a class="vp-link link link" href="/article/mcp-and-skills/" data-v-3f7a02f6><!--[--><p class="text" data-v-3f7a02f6><span data-v-3f7a02f6>MCP 与 Skills 详解</span><!----></p><!--]--></a><!----></div><!----></div><!--]--></div></div></section></div><div class="no-transition group" data-v-6279c2df><section class="vp-sidebar-item sidebar-item level-0 collapsible" data-v-6279c2df data-v-3f7a02f6><div class="item" role="button" tabindex="0" data-v-3f7a02f6><div class="indicator" data-v-3f7a02f6></div><!----><h2 class="text" data-v-3f7a02f6><span data-v-3f7a02f6>部署与工具链</span><!----></h2><div class="caret" role="button" aria-label="toggle section" tabindex="0" data-v-3f7a02f6><span class="vpi-chevron-right caret-icon" data-v-3f7a02f6></span></div></div><div data-v-3f7a02f6 data-v-3f7a02f6><div class="items" data-v-3f7a02f6><!--[--><div class="vp-sidebar-item sidebar-item level-1 is-link" data-v-3f7a02f6 data-v-3f7a02f6><div class="item" data-v-3f7a02f6><div class="indicator" data-v-3f7a02f6></div><!----><a class="vp-link link link" href="/article/windows11-ragflow-deployment-mcp/" data-v-3f7a02f6><!--[--><p class="text" data-v-3f7a02f6><span data-v-3f7a02f6>RAGFlow 与 MCP</span><!----></p><!--]--></a><!----></div><!----></div><!--]--></div></div></section></div><div class="no-transition group" data-v-6279c2df><section class="vp-sidebar-item sidebar-item level-0 collapsible has-active" data-v-6279c2df data-v-3f7a02f6><div class="item" role="button" tabindex="0" data-v-3f7a02f6><div class="indicator" data-v-3f7a02f6></div><!----><h2 class="text" data-v-3f7a02f6><span data-v-3f7a02f6>模型与 API</span><!----></h2><div class="caret" role="button" aria-label="toggle section" tabindex="0" data-v-3f7a02f6><span class="vpi-chevron-right caret-icon" data-v-3f7a02f6></span></div></div><div data-v-3f7a02f6 data-v-3f7a02f6><div class="items" data-v-3f7a02f6><!--[--><div class="vp-sidebar-item sidebar-item level-1 is-link" data-v-3f7a02f6 data-v-3f7a02f6><div class="item" data-v-3f7a02f6><div class="indicator" data-v-3f7a02f6></div><!----><a class="vp-link link link" href="/article/free_model_api/" data-v-3f7a02f6><!--[--><p class="text" data-v-3f7a02f6><span data-v-3f7a02f6>大模型 API 整合</span><!----></p><!--]--></a><!----></div><!----></div><!--]--></div></div></section></div><!--]--><!--[--><!--]--></nav></aside><div class="vp-sidebar-control" data-v-038909d5><button type="button" class="toggle-sidebar-btn" aria-label="Toggle sidebar" data-v-038909d5><span class="vpi-sidebar-close" data-v-038909d5></span></button></div><!--]--><!--[--><div id="VPContent" vp-content class="vp-content has-sidebar" data-v-3835cfce data-v-1136ebd8><div class="vp-doc-container has-sidebar has-aside" data-v-1136ebd8 data-v-a4311ef5><!--[--><!--]--><div class="container" data-v-a4311ef5><div class="aside" vp-outline data-v-a4311ef5><div class="aside-curtain" data-v-a4311ef5></div><div class="aside-container" data-v-a4311ef5><div class="aside-content" data-v-a4311ef5><div class="vp-doc-aside" data-v-a4311ef5 data-v-5976474c><!--[--><!--]--><!--[--><!--]--><nav aria-labelledby="doc-outline-aria-label" class="vp-doc-aside-outline" role="navigation" data-v-5976474c data-v-aa56eba0><div class="content" data-v-aa56eba0><div class="outline-marker" data-v-aa56eba0></div><div id="doc-outline-aria-label" aria-level="2" class="outline-title" role="heading" data-v-aa56eba0><span data-v-aa56eba0>此页内容</span><span class="vpi-print icon" data-v-aa56eba0></span></div><ul class="root" data-v-aa56eba0 data-v-4e762ff7><!--[--><!--]--></ul></div></nav><!--[--><!--]--><div class="spacer" data-v-5976474c></div><!--[--><!--]--></div></div></div></div><div class="content" data-v-a4311ef5><div class="content-container" data-v-a4311ef5><!--[--><!--]--><main class="main" data-v-a4311ef5><nav class="vp-breadcrumb" data-v-a4311ef5 data-v-4c05ee02><ol vocab="https://schema.org/" typeof="BreadcrumbList" data-v-4c05ee02><!--[--><li property="itemListElement" typeof="ListItem" data-v-4c05ee02><a class="vp-link link no-icon breadcrumb" href="/" property="item" typeof="WebPage" data-v-4c05ee02><!--[-->首页<!--]--></a><span class="vpi-chevron-right" data-v-4c05ee02></span><meta property="name" content="首页" data-v-4c05ee02><meta property="position" content="1" data-v-4c05ee02></li><li property="itemListElement" typeof="ListItem" data-v-4c05ee02><a class="vp-link link no-icon breadcrumb" href="/ai/" property="item" typeof="WebPage" data-v-4c05ee02><!--[-->模型<!--]--></a><span class="vpi-chevron-right" data-v-4c05ee02></span><meta property="name" content="模型" data-v-4c05ee02><meta property="position" content="2" data-v-4c05ee02></li><li property="itemListElement" typeof="ListItem" data-v-4c05ee02><span class="vp-link no-icon breadcrumb" property="item" typeof="WebPage" data-v-4c05ee02><!--[-->模型与 API<!--]--></span><span class="vpi-chevron-right" data-v-4c05ee02></span><meta property="name" content="模型与 API" data-v-4c05ee02><meta property="position" content="3" data-v-4c05ee02></li><li property="itemListElement" typeof="ListItem" data-v-4c05ee02><a class="vp-link link no-icon breadcrumb current" href="/article/free_model_api/" property="item" typeof="WebPage" data-v-4c05ee02><!--[-->便宜免费的大模型 API 整合 （ 2025年11月11日 ）<!--]--></a><!----><meta property="name" content="便宜免费的大模型 API 整合 （ 2025年11月11日 ）" data-v-4c05ee02><meta property="position" content="4" data-v-4c05ee02></li><!--]--></ol></nav><!--[--><!--]--><!--[--><div class="vp-doc-title" data-v-9ebb517f><!--[--><!--]--><h1 class="page-title" data-v-9ebb517f><!----> 便宜免费的大模型 API 整合 （ 2025年11月11日 ） <!----></h1><!--[--><!--]--></div><div class="vp-doc-meta" data-v-9ebb517f><!--[--><!--]--><p class="reading-time" data-v-9ebb517f><span class="vpi-books icon" data-v-9ebb517f></span><span data-v-9ebb517f>约 1448 字</span><span data-v-9ebb517f>大约 5 分钟</span></p><!----><!--[--><!--]--><p class="create-time" data-v-9ebb517f><span class="vpi-clock icon" data-v-9ebb517f></span><span data-v-9ebb517f>2025-11-11</span></p></div><!--]--><!--[--><!--]--><!--[--><div class="_article_free_model_api_ external-link-icon-enabled vp-doc plume-content" vp-content data-v-a4311ef5><!--[--><!--]--><div data-v-a4311ef5><p>百度千帆、讯飞星火、腾讯混元均有免费在线额度，SCNet 提供 0.1 元/百万 tokens 的超低价大模型，轻量任务先薅免费，量大了再掏 0.1 元，稳！</p><h2 id="免费的大模型-api-整合" tabindex="-1"><a class="header-anchor" href="#免费的大模型-api-整合"><span>免费的大模型 API 整合</span></a></h2><p>嗨～如果你在找既温柔又省荷包的小模型，就把它们悄悄收进这里吧！它们也许不是夜空最亮的那颗星，却能在摘要、划重点、轻声问答的小角落里，给你软软又稳稳的陪伴哦～</p><h3 id="百度千帆大模型平台" tabindex="-1"><a class="header-anchor" href="#百度千帆大模型平台"><span>百度千帆大模型平台</span></a></h3><p>先从千帆开始吧～下面是常用模型的参考价格：</p><table><thead><tr><th>模型名称</th><th>版本名称</th><th>服务内容</th><th>子项</th><th>在线推理</th><th>批量推理</th><th>单位</th></tr></thead><tbody><tr><td>ERNIE Speed</td><td>ernie-speed-128k</td><td>推理服务</td><td>输入</td><td>0</td><td>0.00012</td><td>元/千tokens</td></tr><tr><td>ERNIE Speed</td><td>ernie-speed-128k</td><td>推理服务</td><td>输出</td><td>0</td><td>0.00024</td><td>元/千tokens</td></tr><tr><td>ERNIE Lite</td><td>ernie-lite-8k</td><td>推理服务</td><td>输入</td><td>0</td><td>0.0012</td><td>元/千tokens</td></tr><tr><td>ERNIE Lite</td><td>ernie-lite-8k</td><td>推理服务</td><td>输出</td><td>0</td><td>0.0024</td><td>元/千tokens</td></tr><tr><td>ERNIE Tiny</td><td>ernie-tiny-8k</td><td>推理服务</td><td>输入</td><td>0</td><td>0.00008</td><td>元/千tokens</td></tr><tr><td>ERNIE Tiny</td><td>ernie-tiny-8k</td><td>推理服务</td><td>输出</td><td>0</td><td>0.00016</td><td>元/千tokens</td></tr></tbody></table><blockquote><p>提示：单纯调用 API 接口属于在线推理，当前显示为 0 元；批量推理按量计费。</p></blockquote><h4 id="快速上手" tabindex="-1"><a class="header-anchor" href="#快速上手"><span>快速上手</span></a></h4><ol><li>访问控制台并获取 API Key。</li><li>使用下方示例进行快速测试。</li><li>若遇错误，请检查模型名称与凭证有效期。</li></ol><p>控制台：<a href="https://console.bce.baidu.com/qianfan/ais/console/apiKey" target="_blank" rel="noopener noreferrer">https://console.bce.baidu.com/qianfan/ais/console/apiKey</a></p><div class="language-python line-numbers-mode" data-highlighter="shiki" data-ext="python" style="--shiki-light:#393a34;--shiki-dark:#dbd7caee;--shiki-light-bg:#ffffff;--shiki-dark-bg:#121212;"><pre class="shiki shiki-themes vitesse-light vitesse-dark vp-code"><code class="language-python"><span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">import</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> requests</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">import</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> json</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;">def</span><span style="--shiki-light:#59873A;--shiki-dark:#80A665;"> main</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">():</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> url </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">https://qianfan.baidubce.com/v2/chat/completions</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span></span>
<span class="line"><span style="--shiki-light:#A65E2B;--shiki-dark:#C99076;"> API_KEY</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> =</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">YOUR_API_KEY</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> payload </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> json</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">dumps</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">({</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">model</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">ernie-speed-128k</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">messages</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> [</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> {</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">role</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">system</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">content</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">You are a helpful assistant.</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> },</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> {</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">role</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">user</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">content</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">你好</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> }</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> ]</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> })</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> headers </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> {</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">Content-Type</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">application/json</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">Authorization</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> F</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">&#39;Bearer </span><span style="--shiki-light:#A65E2B;--shiki-dark:#C99076;">{API_KEY}</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">&#39;</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> }</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> response </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> requests</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">request</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">POST</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> url</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;"> headers</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">headers</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;"> data</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">payload</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#998418;--shiki-dark:#B8A965;"> print</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">response</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> </span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">if</span><span style="--shiki-light:#998418;--shiki-dark:#B8A965;"> __name__</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> ==</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">__main__</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> main</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">()</span></span></code></pre><div class="line-numbers" aria-hidden="true" style="counter-reset:line-number 0;"><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div></div></div><blockquote><p>小贴士：将 <code>YOUR_API_KEY</code> 替换为你的密钥，建议使用环境变量管理凭证；请勿在公共仓库提交 Key。</p></blockquote><p>更多文档：<a href="https://cloud.baidu.com/doc/qianfan-api/s/3m9b5lqft" target="_blank" rel="noopener noreferrer">https://cloud.baidu.com/doc/qianfan-api/s/3m9b5lqft</a></p><h3 id="讯飞星火大模型" tabindex="-1"><a class="header-anchor" href="#讯飞星火大模型"><span>讯飞星火大模型</span></a></h3><p>接着，我们轻盈地来到星火～</p><ul><li>官网：<a href="https://xinghuo.xfyun.cn/sparkapi" target="_blank" rel="noopener noreferrer">https://xinghuo.xfyun.cn/sparkapi</a></li><li>控制台：<a href="https://console.xfyun.cn/services/cbm?from=desk" target="_blank" rel="noopener noreferrer">https://console.xfyun.cn/services/cbm?from=desk</a></li><li>模型说明：可见 Spark Lite，Token 余量为无限。</li></ul><h4 id="快速上手-1" tabindex="-1"><a class="header-anchor" href="#快速上手-1"><span>快速上手</span></a></h4><blockquote><p>小贴士：如需联网检索，启用 <code>web_search</code>；流式输出可以提升交互体验。</p></blockquote><ol><li>在控制台获取授权凭证并替换到示例中。</li><li>选择 <code>Lite</code> 模型，按需开启 <code>web_search</code> 与 <code>stream</code>。</li><li>若需要长内容输出，注意 8K tokens 限制，合理裁剪上下文。</li></ol><div class="language-python line-numbers-mode" data-highlighter="shiki" data-ext="python" style="--shiki-light:#393a34;--shiki-dark:#dbd7caee;--shiki-light-bg:#ffffff;--shiki-dark-bg:#121212;"><pre class="shiki shiki-themes vitesse-light vitesse-dark vp-code"><code class="language-python"><span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"># encoding:UTF-8</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">import</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> json</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">import</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> requests</span></span>
<span class="line"></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"># 请替换XXXXXXXXXX为您的 APIpassword, 获取地址：https://console.xfyun.cn/services/bmx1</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">api_key </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">Bearer XXXXXXXXXX</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">url </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">https://spark-api-open.xf-yun.com/v1/chat/completions</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"># 请求模型，并将结果输出</span></span>
<span class="line"><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;">def</span><span style="--shiki-light:#59873A;--shiki-dark:#80A665;"> get_answer</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">message</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">):</span></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> #初始化请求体</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> headers </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> {</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">Authorization</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">api_key</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">content-type</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">application/json</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> }</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> body </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> {</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">model</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">Lite</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">user</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">user_id</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">messages</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> message</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # 下面是可选参数</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">stream</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> True</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">tools</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> [</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> {</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">type</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">web_search</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">web_search</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> {</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">enable</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> True</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">search_mode</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">deep</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> }</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> }</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> ]</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> }</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> full_response </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;&quot;</span><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # 存储返回结果</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> isFirstContent </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> True</span><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # 首帧标识</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> response </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> requests</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">post</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;">url</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">url</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;">json</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> body</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;">headers</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> headers</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;">stream</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> True</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # print(response)</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> for</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> chunks </span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">in</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> response</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">iter_lines</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">():</span></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # 打印返回的每帧内容</span></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # print(chunks)</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> if</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> (</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">chunks </span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;">and</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">[DONE]</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> not</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> in</span><span style="--shiki-light:#998418;--shiki-dark:#B8A965;"> str</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">chunks</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)):</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> data_org </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> chunks</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">[</span><span style="--shiki-light:#2F798A;--shiki-dark:#4C9A91;">6</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:]</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # print(f&quot;DEBUG: raw data_org: {data_org}&quot;)</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> chunk </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> json</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">loads</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">data_org</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> text </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> chunk</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">[</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">choices</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">][</span><span style="--shiki-light:#2F798A;--shiki-dark:#4C9A91;">0</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">][</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">delta</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">]</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # 判断最终结果状态并输出</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> if</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> (</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">content</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> in</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> text </span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;">and</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &#39;&#39;</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> !=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">[</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">content</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">]):</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> content </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">[</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">content</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">]</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> if</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> (</span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">True</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> ==</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> isFirstContent</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">):</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> isFirstContent </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> False</span></span>
<span class="line"><span style="--shiki-light:#998418;--shiki-dark:#B8A965;"> print</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">content</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;"> end</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> full_response </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">+=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> content</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> return</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> full_response</span></span>
<span class="line"></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"># 管理对话历史，按序编为列表</span></span>
<span class="line"><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;">def</span><span style="--shiki-light:#59873A;--shiki-dark:#80A665;"> getText</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">role</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> content</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">):</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> jsoncon </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> {}</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> jsoncon</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">[</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">role</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">]</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> =</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> role</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> jsoncon</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">[</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">content</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">]</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> =</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> content</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">append</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">jsoncon</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> return</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> text</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"># 获取对话中的所有角色的content长度</span></span>
<span class="line"><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;">def</span><span style="--shiki-light:#59873A;--shiki-dark:#80A665;"> getlength</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">):</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> length </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#2F798A;--shiki-dark:#4C9A91;"> 0</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> for</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> content </span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">in</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> temp </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> content</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">[</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">content</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">]</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> leng </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#998418;--shiki-dark:#B8A965;"> len</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">temp</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> length </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">+=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> leng</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> return</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> length</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"># 判断长度是否超长，当前限制8K tokens</span></span>
<span class="line"><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;">def</span><span style="--shiki-light:#59873A;--shiki-dark:#80A665;"> checklen</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">):</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> while</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> (</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">getlength</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> &gt;</span><span style="--shiki-light:#2F798A;--shiki-dark:#4C9A91;"> 11000</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">):</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> del</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> text</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">[</span><span style="--shiki-light:#2F798A;--shiki-dark:#4C9A91;">0</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">]</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> return</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> text</span></span>
<span class="line"></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;">#主程序入口</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">if</span><span style="--shiki-light:#998418;--shiki-dark:#B8A965;"> __name__</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> ==</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">__main__</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&#39;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> #对话历史存储列表</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> chatHistory </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> []</span></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> #循环对话轮次</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> while</span><span style="--shiki-light:#999999;--shiki-dark:#666666;"> (</span><span style="--shiki-light:#2F798A;--shiki-dark:#4C9A91;">1</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">):</span></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # 等待控制台输入</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> Input </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#998418;--shiki-dark:#B8A965;"> input</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#A65E2B;--shiki-dark:#C99076;">\n</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#AB5959;--shiki-dark:#CB7676;"> +</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">我:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> question </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> checklen</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">getText</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">chatHistory</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">user</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> Input</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">))</span></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # 开始输出模型内容</span></span>
<span class="line"><span style="--shiki-light:#998418;--shiki-dark:#B8A965;"> print</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">星火:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;"> end</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> getText</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">chatHistory</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">assistant</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> get_answer</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">question</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">))</span></span></code></pre><div class="line-numbers" aria-hidden="true" style="counter-reset:line-number 0;"><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div></div></div><h3 id="腾讯混元大模型" tabindex="-1"><a class="header-anchor" href="#腾讯混元大模型"><span>腾讯混元大模型</span></a></h3><ul><li>计费与价格：<a href="https://cloud.tencent.com/document/product/1729/97731" target="_blank" rel="noopener noreferrer">https://cloud.tencent.com/document/product/1729/97731</a></li><li>文档与控制台：<a href="https://cloud.tencent.com/document/product/1729/111008" target="_blank" rel="noopener noreferrer">https://cloud.tencent.com/document/product/1729/111008</a></li><li>模型说明：<code>hunyuan-lite</code> 免费可用，适合轻量任务。</li></ul><div class="language-python line-numbers-mode" data-highlighter="shiki" data-ext="python" style="--shiki-light:#393a34;--shiki-dark:#dbd7caee;--shiki-light-bg:#ffffff;--shiki-dark-bg:#121212;"><pre class="shiki shiki-themes vitesse-light vitesse-dark vp-code"><code class="language-python"><span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">import</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> os</span></span>
<span class="line"><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">from</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> openai </span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;">import</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> OpenAI</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"># 构造 client（建议使用环境变量管理密钥）</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">api_key </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> os</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">getenv</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">HUNYUAN_API_KEY</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">YOUR_API_KEY</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">client </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> OpenAI</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span></span>
<span class="line"><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;"> api_key</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">api_key</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # 混元 APIKey</span></span>
<span class="line"><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;"> base_url</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">https://api.hunyuan.cloud.tencent.com/v1</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span><span style="--shiki-light:#A0ADA0;--shiki-dark:#758575DD;"> # 混元 endpoint</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"></span>
<span class="line"><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">completion </span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;"> client</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">chat</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">completions</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">create</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span></span>
<span class="line"><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;"> model</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">hunyuan-lite</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;"> messages</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">=[</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> {</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">role</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">user</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">content</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">泥嚎</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> }</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> ],</span></span>
<span class="line"><span style="--shiki-light:#B07D48;--shiki-dark:#BD976A;"> extra_body</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">={</span></span>
<span class="line"><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;"> &quot;</span><span style="--shiki-light:#B56959;--shiki-dark:#C98A7D;">enable_enhancement</span><span style="--shiki-light:#B5695977;--shiki-dark:#C98A7D77;">&quot;</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">:</span><span style="--shiki-light:#1E754F;--shiki-dark:#4D9375;"> True</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">,</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;"> },</span></span>
<span class="line"><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span>
<span class="line"><span style="--shiki-light:#998418;--shiki-dark:#B8A965;">print</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">(</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">completion</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">choices</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">[</span><span style="--shiki-light:#2F798A;--shiki-dark:#4C9A91;">0</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">].</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">message</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">.</span><span style="--shiki-light:#393A34;--shiki-dark:#DBD7CAEE;">content</span><span style="--shiki-light:#999999;--shiki-dark:#666666;">)</span></span></code></pre><div class="line-numbers" aria-hidden="true" style="counter-reset:line-number 0;"><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div><div class="line-number"></div></div></div><blockquote><p>小贴士：请勿在公共仓库提交任何真实密钥；使用环境变量或密钥管理服务更安全。</p></blockquote><h2 id="低价大模型" tabindex="-1"><a class="header-anchor" href="#低价大模型"><span>低价大模型</span></a></h2><h3 id="scnet-平台" tabindex="-1"><a class="header-anchor" href="#scnet-平台"><span>SCNet 平台</span></a></h3><h4 id="简介" tabindex="-1"><a class="header-anchor" href="#简介"><span>简介</span></a></h4><p>SCNet 是一个面向人工智能和科学计算的一站式算力与 AI 平台，提供从数据管理、模型训练到部署的完整链路服务，同时结合国产超算硬件和多模态模型生态，让企业和开发者能更高效地使用 AI。</p><h4 id="链接与文档" tabindex="-1"><a class="header-anchor" href="#链接与文档"><span>链接与文档</span></a></h4><ul><li>官网：<a href="https://www.scnet.cn/" target="_blank" rel="noopener noreferrer">https://www.scnet.cn/</a></li></ul><h4 id="价格一览" tabindex="-1"><a class="header-anchor" href="#价格一览"><span>价格一览</span></a></h4><table><thead><tr><th>模型</th><th>上下文长度</th><th>百万 tokens 输入价格</th><th>百万 tokens 输出价格</th></tr></thead><tbody><tr><td>Qwen3-235B-A22B</td><td>32K</td><td>0.1 元</td><td>0.1 元</td></tr><tr><td>DeepSeek-R1-Distill-Qwen-7B</td><td>32K</td><td>0.1 元</td><td>0.1 元</td></tr><tr><td>DeepSeek-R1-Distill-Qwen-32B</td><td>32K</td><td>1 元</td><td>4 元</td></tr><tr><td>DeepSeek-R1-Distill-Llama-70B</td><td>32K</td><td>0.1 元</td><td>6 元</td></tr><tr><td>QwQ-32B</td><td>32K</td><td>1 元</td><td>4 元</td></tr><tr><td>Qwen3-30B-A3B</td><td>128K</td><td>1 元</td><td>6 元</td></tr><tr><td>Qwen3-Embedding-8B</td><td>-</td><td>0.1 元</td><td>-</td></tr></tbody></table><ul><li>文档（计费与说明）：<a href="https://www.scnet.cn/ac/openapi/doc/2.0/moduleapi/tutorial/modulefee.html" target="_blank" rel="noopener noreferrer">https://www.scnet.cn/ac/openapi/doc/2.0/moduleapi/tutorial/modulefee.html</a></li></ul><p>目前看到的价格最低的 Qwen3-235B-A22B 模型的 API，相比前面的免费模型，性能更强。</p><ul><li>API 接口使用样例：<a href="https://www.scnet.cn/ac/openapi/doc/2.0/moduleapi/tutorial/apicall.html" target="_blank" rel="noopener noreferrer">https://www.scnet.cn/ac/openapi/doc/2.0/moduleapi/tutorial/apicall.html</a></li></ul><h2 id="小结" tabindex="-1"><a class="header-anchor" href="#小结"><span>小结</span></a></h2><p>把上面这些“零钱包”级别的模型都翻完啦～</p><ul><li>百度千帆、讯飞星火、腾讯混元都给出「免费在线额度」，日常轻量问答、摘要、润色完全够用；记得把 Key 藏进环境变量，别手滑推到 GitHub。</li><li>如果任务量突然暴涨，SCNet 的 Qwen3-235B-A22B 只要 0.1 元/百万 tokens，性价比直接拉满，当“备胎”也安心。</li></ul><p>一句话：先薅免费的，薅不动再掏 0.1 元，让荷包和模型一起“稳稳幸福”吧！</p></div><!----><!----><!----><footer class="vp-doc-footer" data-v-a4311ef5 data-v-abf7cea9><!--[--><!--]--><!----><div class="contributors" aria-label="Contributors" data-v-abf7cea9><span class="contributors-label" data-v-abf7cea9>贡献者: </span><span class="contributors-info" data-v-abf7cea9><!--[--><!--[--><span class="contributor" data-v-abf7cea9>祀梦</span><!----><!--]--><!--]--></span></div><nav class="prev-next" data-v-abf7cea9><div class="pager" data-v-abf7cea9><a class="vp-link link pager-link prev" href="/article/windows11-ragflow-deployment-mcp/" data-v-abf7cea9><!--[--><span class="desc" data-v-abf7cea9>上一页</span><span class="title" data-v-abf7cea9><!----><span data-v-abf7cea9>RAGFlow 与 MCP</span></span><!--]--></a></div><div class="pager" data-v-abf7cea9><!----></div></nav></footer></div><!--]--></main><div id="comment" class="waline-wrapper vp-comment" vp-comment darkmode="false" style="display:block;" 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