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http://npmjs.org/package/@baiducloud/qianfan\n[download-image]: https://img.shields.io/npm/dm/@baiducloud/qianfan\n[download-url]: https://npmjs.org/package/@baiducloud/qianfan\n[docs-image]: https://img.shields.io/badge/docs-qianfan%20sdk-blue?style=flat-square\n[docs-url]: https://github.com/baidubce/bce-qianfan-sdk/blob/main/javascript/README.md\n[issue-image]: https://img.shields.io/badge/%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC-GitHub_Issue-brightgreen\n[issue-url]: https://github.com/baidubce/bce-qianfan-sdk/issues\n[ticket-image]: https://img.shields.io/badge/%E8%81%94%E7%B3%BB%E6%88%91%E4%BB%AC-%E7%99%BE%E5%BA%A6%E6%99%BA%E8%83%BD%E4%BA%91%E5%B7%A5%E5%8D%95-brightgreen\n[ticket-url]: https://console.bce.baidu.com/ticket/#/ticket/create?productId=279\n\n浏览器环境使用请参考 [文档](https://github.com/baidubce/bce-qianfan-sdk/blob/main/docs/javascript/browser.md)\n\n## 快速使用\n\n## 第一步：安装node.js sdk\n\n```bash\n#如果使用npm：\nnpm install @baiducloud/qianfan\n#如果使用yarn：\nyarn add @baiducloud/qianfan\n```\n\n## 第二步：获得鉴权\n\n在使用千帆 SDK 之前，用户需要 [百度智能云控制台 - 安全认证](https://console.bce.baidu.com/iam/#/iam/accesslist) 页面获取 Access Key 与 Secret Key，并在 [千帆控制台](https://console.bce.baidu.com/qianfan/ais/console/applicationConsole/application) 中创建应用，选择需要启用的服务，具体流程参见平台 [说明文档](https://cloud.baidu.com/doc/Reference/s/9jwvz2egb)。\n\n### 选择一：使用安全认证AK/SK鉴权   【推荐】\n\n（1）登录百度智能云千帆控制台，点击“用户账号->安全认证”进入Access Key管理界面。\n\n（2）查看安全认证页面的Access Key/Secret Key\n\n注意：\n初始化鉴权时，使用“安全认证/Access Key”中的Access Key和 Secret Key进行鉴权，更多鉴权认证机制请参考鉴权认证机制。\n安全认证Access Key(AK)/Secret Key(SK)，和使用的获取AcessToken的应用API Key(AK) 和 Secret Key(SK)不同\n\n### 选择二：使用应用AK/SK鉴权调用 【不推荐，后续可能出现新功能不兼容的情况】\n\n（1）登录百度智能云千帆控制台。\n   注意：为保障服务稳定运行，账户最好不处于欠费状态。\n\n（2）创建千帆应用。\n如果已有应用，此步骤可跳过。如果无应用，进入控制台创建应用 ，如何创建应用也可以参考应用接入使用。\n\n（3）在应用接入页，获取应用的API Key、Secret Key。\n\n## 第三步：初始化AK和SK\n\n### 选择一：通过配置文件初始化 【推荐】\n\n在项目的根目录中创建一个名为 .env 的文件，并添加以下内容，SDK从当前目录的 .env 中读取配置。\n\n```bash\nQIANFAN_AK=your_access_key\nQIANFAN_SK=your_secret_key\nQIANFAN_ACCESS_KEY=another_access_key\nQIANFAN_SECRET_KEY=another_secret_key\n```\n\n### 选择二：通过环境变量初始化\n\n```bash\nsetEnvVariable('QIANFAN_AK','your_api_key');\nsetEnvVariable('QIANFAN_SK','your_secret_key');\n```\n\n### 选择三：通过参数初始化（以ChatCompletion为例）\n\n```js\nimport {ChatCompletion} from \"@baiducloud/qianfan\";\n\n// 通过参数初始化，应用API Key替换your_api_key，应用Secret Key替换your_secret_key，以对话Chat为例，调用如下\nconst client = new ChatCompletion({ QIANFAN_AK: 'your_api_key', QIANFAN_SK: 'your_secret_key' });\n// 通过参数初始化， ACCESS_KEY / SECRET_KEY\nconst client = new ChatCompletion({ QIANFAN_ACCESS_KEY: 'your_api_key', QIANFAN_SECRET_KEY: 'your_secret_key' });\n```\n\n## 第四步：使用SDK\n\n> 我们提供了一些 [示例](./examples)，可以帮助快速了解 SDK 的使用方法并完成常见功能。\n功能如下：\n\n### Chat 单轮对话\n\n#### 默认模型\n\n```ts\nimport {ChatCompletion, setEnvVariable} from \"@baiducloud/qianfan\";\n\nsetEnvVariable('QIANFAN_ACCESS_KEY','***');\nsetEnvVariable('QIANFAN_SECRET_KEY','***');\n\nconst client = new  ChatCompletion();\nasync function main() {\n    const resp = await client.chat({\n        messages: [\n            {\n                role: 'user',\n                content: '你好！',\n            },\n        ],\n    });\n    console.log(resp);\n}\n\nmain();\n```\n\n```bash\n{\n  id: 'as-xdiknr8pj9',\n  object: 'chat.completion',\n  created: 1709721393,\n  result: '你好！有什么我可以帮助你的吗？',\n  is_truncated: false,\n  need_clear_history: false,\n  usage: { prompt_tokens: 2, completion_tokens: 8, total_tokens: 10 }\n}\n```\n\n#### 指定预置模型\n\n```ts\nimport {ChatCompletion, setEnvVariable} from \"@baiducloud/qianfan\";\n\nconst client = new  ChatCompletion();\nasync function main() {\n    const resp = await client.chat({\n        messages: [\n            {\n                role: 'user',\n                content: '今天深圳天气',\n            },\n        ],\n     }, \"ERNIE-Lite-8K\");\n    console.log(resp);\n}\n\nmain();\n```\n\n#### 用户自行发布的模型服务  \n\n```ts\nimport {ChatCompletion, setEnvVariable} from \"@baiducloud/qianfan\";\n\nconst client = new  ChatCompletion({Endpoint: '***'});\nasync function main() {\n    const resp = await client.chat({\n        messages: [\n            {\n                role: 'user',\n                content: '你好！',\n            },\n        ],\n    });\n    console.log(resp);\n}\n\nmain\n```\n\n### 多轮对话\n\n```ts\nimport {ChatCompletion, setEnvVariable} from \"@baiducloud/qianfan\";\n\nconst client = new  ChatCompletion();  \nasync function main() {    // 调用默认模型，即 ERNIE--turbo\n    const resp = await client.chat({\n        messages: [\n            {\n                role: 'user',\n                content: '你好！',\n            },\n            {\n                 role: \"assistant\",\n                 content: \"你好，请问有什么我可以帮助你的吗？\"\n             },\n             {\n                 role: \"user\",\n                 \"content\": \"我在北京，周末可以去哪里玩？\"\n             },\n        ],\n    });\n    console.log(resp);\n}\n\nmain();\n```\n\n```bash\n{\n  id: 'as-8vcq0n4u0e',\n  object: 'chat.completion',\n  created: 1709887877,\n  result: '北京是一个拥有许多有趣和独特景点的大城市，周末你可以去很多地方玩。例如：\n' +\n    '\n' +\n    '1. **故宫博物院**：这是中国最大的古代建筑群，有着丰富的历史和文化遗产，是个很好的适合全家人游玩的地方。\n' +\n    '2. **天安门广场**：这里是北京的心脏，周围有许多历史和现代建筑。你可以在广场上漫步，欣赏升旗仪式和观看周围的繁华景象。\n' +\n    '3. **颐和园**：这是一个美丽的皇家园林，有着优美的湖泊和精美的古建筑。你可以在这里漫步，欣赏美丽的景色，同时也可以了解中国的传统文化。\n' +\n    '4. **北京动物园**：这是中国最大的动物园之一，有许多稀有动物，包括熊猫、老虎、长颈鹿等。对于孩子们来说是个很好的去处。\n' +\n    '5. **798艺术区**：这是一个充满艺术气息的地方，有许多画廊、艺术工作室和艺术展览。这里有许多新的现代艺术作品，可以欣赏到一些艺术家的创作。\n' +\n    '6. **三里屯酒吧街**：如果你对夜生活感兴趣，可以去三里屯酒吧街。这里有许多酒吧和餐馆，是一个热闹的夜生活场所。\n' +\n    '7. **北京环球度假区**：如果你们喜欢主题公园，那么可以去环球度假区，虽然这是在建的，但是等它建好之后肯定是一个很好的去处。\n' +\n    '\n' +\n    '当然，你也可以考虑一些其他的地方，比如购物街、博物馆、公园等等。希望这些建议对你有所帮助！',\n  is_truncated: false,\n  need_clear_history: false,\n  usage: { prompt_tokens: 19, completion_tokens: 307, total_tokens: 326 }\n}\n```\n\n### 流式输出\n\n通过传入 stream: true\n\n```ts\nimport {ChatCompletion, setEnvVariable} from \"@baiducloud/qianfan\";\n\nconst client = new  ChatCompletion();\nasync function main() {\n    const stream = await client.chat({\n        messages: [\n            {\n                role: 'user',\n                content: '你好！',\n            },\n        ],\n        stream: true,   //启用流式返回\n    });\n      for await (const chunk of stream as AsyncIterableIterator<any>) {\n        console.log(chunk);\n    }\n}\n\nmain();\n```\n\n```bash\n{\n  id: 'as-f7mrqpanb3',\n  object: 'chat.completion',\n  created: 1709724132,\n  sentence_id: 0,\n  is_end: false,\n  is_truncated: false,\n  result: '你好！',\n  need_clear_history: false,\n  usage: { prompt_tokens: 2, completion_tokens: 0, total_tokens: 2 }\n}\n{\n  id: 'as-f7mrqpanb3',\n  object: 'chat.completion',\n  created: 1709724132,\n  sentence_id: 1,\n  is_end: false,\n  is_truncated: false,\n  result: '有什么我可以帮助你的吗？',\n  need_clear_history: false,\n  usage: { prompt_tokens: 2, completion_tokens: 0, total_tokens: 2 }\n}\n{\n  id: 'as-f7mrqpanb3',\n  object: 'chat.completion',\n  created: 1709724132,\n  sentence_id: 2,\n  is_end: true,\n  is_truncated: false,\n  result: '',\n  need_clear_history: false,\n  usage: { prompt_tokens: 2, completion_tokens: 8, total_tokens: 10 }\n}\n```\n### V2 调用\n千帆 JavaScript SDK 也同步支持了 V2 版本的调用方式，用户可以通过配置 `version: 'v2'` 来创建对应的 V2 版本。\n用户需要配置QIANFAN_ACCESS_KEY 和 QIANFAN_SECRET_KEY，可以配置appid（应用ID） ，不传使用静默 appid。\n\n非流式情况下的调用示例如下所示：\n```ts\nimport {ChatCompletion} from \"@baiducloud/qianfan\";\n\nconst client = new  ChatCompletion({\n       version: 'v2',\n        // appid: 'XXX'\n});\nasync function main() {\n    const resp = await client.chat({\n        messages: [\n            {\n                role: 'user',\n                content: '今天深圳天气',\n            },\n        ],\n     }, \"ernie-4.0-8k\");\n    console.log(resp?.choices);\n}\n\nmain();\n```\n\n```\n[\n  {\n    index: 0,\n    message: {\n      role: 'assistant',\n      content: '很抱歉，我无法直接获取实时的天气信息。建议您通过以下几种方式查询今天深圳的天气情况：\\n' +\n        '\\n' +\n        '1. 天气预报应用：您可以在手机应用商店下载天气预报应用，然后搜索“深圳”以获取当地的天气情况。\\n' +\n        '\\n' +\n        '2. 搜索引擎：在搜索引擎中输入“深圳今天天气”或“深圳天气预报”，通常可以找到相关的天气信息。\\n' +\n        '\\n' +\n        '3. 社交媒体：有些社交媒体平台会提供天气预报功能，您可以关注相关的账号或搜索相关话题以获取天气信息。\\n' +\n        '\\n' +\n        '4. 电视或广播：如果您正在家中，可以打开电视或广播，通常会有天气预报节目或新闻播报天气情况。\\n' +\n        '\\n' +\n        '请注意，天气情况可能会随时变化，建议您在出门前再次确认天气情况，以便做好相应的准备。'\n    },\n    finish_reason: 'normal',\n    flag: 0\n  }\n]\n```\n\n流式示例代码如下：\n```ts\nimport {ChatCompletion} from \"@baiducloud/qianfan\";\n\nconst client = new  ChatCompletion({\n       version: 'v2',\n        // appid: 'XXX'\n});\nasync function main() {\n    const resp = await client.chat({\n        messages: [\n            {\n                role: 'user',\n                content: '今天深圳天气',\n            },\n        ],\n        stream: true,\n     }, \"ernie-4.0-8k\");\n    for await (const chunk of resp) {\n        console.log(chunk?.choices[0]?.delta);\n    }\n}\n\nmain();\n```\n\n```\n{ content: '很抱歉，' }\n{ content: '我无法直接' }\n{ content: '获取实时的' }\n{ content: '天气信息' }\n{ content: '。' }\n{ content: '但通常情况下' }\n{ content: '，您' }\n...\n{ content: '建议您直接' }\n{ content: '查看相关的' }\n{ content: '天气预报服务' }\n{ content: '或应用' }\n{ content: '。' }\n{ content: '' }\n```\n\n### 续写Completions\n\n千帆 SDK 支持调用续写Completions相关API，支持非流式、流式调用。\n\n#### 默认模型\n\n```ts\nimport {Completions, setEnvVariable} from \"@baiducloud/qianfan\";\n\nconst client = new Completions({ QIANFAN_ACCESS_KEY: 'your_iam_ak', QIANFAN_SECRET_KEY: 'your_iam_sk' });\nasync function main() {\n    const resp = await client.completions({\n        prompt: 'In Bash, how do I list all text files in the current directory (excluding subdirectories) that have been modified in the last month',\n    });\n    console.log(resp);\n}\n\nmain();\n```\n\n#### 指定预置模型\n\n```ts\nimport {Completions, setEnvVariable} from \"@baiducloud/qianfan\";\n\nconst client = new Completions();\nasync function main() {\n    const resp = await client.completions({\n        prompt: '你好',\n    }, 'ERNIE-3.5-8K');\n    console.log(resp);\n}\n\nmain();\n```\n\n#### 用户自行发布的模型服务  \n\n通过Endpoint传入服务地址\n\n```ts\nimport {Completions, setEnvVariable} from \"@baiducloud/qianfan\";\n\nconst client = new Completions({QIANFAN_ACCESS_KEY: '***', QIANFAN_SECRET_KEY: '***', Endpoint: '***'});\nasync function main() {\n    const resp = await client.completions({\n        prompt: '你好，你是谁',\n    });\n    console.log(resp);\n}\n\nmain();\n```\n\n```bash\n{\n  id: 'as-hfmv5mvdim',\n  object: 'chat.completion',\n  created: 1709779789,\n  result: '你好！请问有什么我可以帮助你的吗？无论你有什么问题或需要帮助，我都会尽力回答和提供支持。请随时告诉我你的需求，我会尽快回复你。',\n  is_truncated: false,\n  need_clear_history: false,\n  finish_reason: 'normal',\n  usage: { prompt_tokens: 1, completion_tokens: 34, total_tokens: 35 }\n}\n```\n\n#### 流式调用\n\n通过传入 stream: true\n\n```ts\nimport {Completions, setEnvVariable} from \"@baiducloud/qianfan\";\n\nconst client = new Completions({ QIANFAN_ACCESS_KEY: '***', QIANFAN_SECRET_KEY: '***' });\nasync function main() {\n    const stream = await client.completions({\n        prompt: '你好，你是谁',\n        stream: true,   //启用流式返回\n    });\n     for await (const chunk of stream as AsyncIterableIterator<any>) {\n        console.log(chunk);\n    }\n}\n\nmain();\n```\n\n```bash\n{\n  id: 'as-cck51r1rfw',\n  object: 'chat.completion',\n  created: 1709779938,\n  sentence_id: 0,\n  is_end: false,\n  is_truncated: false,\n  result: '你好！',\n  need_clear_history: false,\n  finish_reason: 'normal',\n  usage: { prompt_tokens: 1, completion_tokens: 2, total_tokens: 3 }\n}\n{\n  id: 'as-cck51r1rfw',\n  object: 'chat.completion',\n  created: 1709779938,\n  sentence_id: 1,\n  is_end: false,\n  is_truncated: false,\n  result: '请问有什么可以帮助你的吗？',\n  need_clear_history: false,\n  finish_reason: 'normal',\n  usage: { prompt_tokens: 1, completion_tokens: 2, total_tokens: 3 }\n}\n{\n  id: 'as-cck51r1rfw',\n  object: 'chat.completion',\n  created: 1709779938,\n  sentence_id: 2,\n  is_end: true,\n  is_truncated: false,\n  result: '',\n  need_clear_history: false,\n  finish_reason: 'normal',\n  usage: { prompt_tokens: 1, completion_tokens: 8, total_tokens: 9 }\n}\n```\n\n### 向量Embeddings\n\n千帆 SDK 同样支持调用千帆大模型平台中的模型，将输入文本转化为用浮点数表示的向量形式。转化得到的语义向量可应用于文本检索、信息推荐、知识挖掘等场景。\n\n#### 默认模型\n\n```ts\nimport {Embedding} from \"@baiducloud/qianfan\";\n\nconst client = new Embedding();\nasync function main() {\n    const resp = await client.embedding({\n        input: ['介绍下你自己吧', '你有什么爱好吗？'],\n    });\n    const data = resp.data[0] as any;\n    console.log(data.embedding);\n}\n\nmain();\n```\n\n```bash\n[0.06814255565404892,  0.007878394797444344,  0.060368239879608154, ...]\n[0.13463851809501648,  -0.010635783895850182,   0.024348173290491104, ...]\n```\n\n#### 指定模型\n\nEmbedding-V1\n\n```ts\n\nimport {Eembedding} from \"@baiducloud/qianfan\";\n\nconst client = new Eembedding({ QIANFAN_ACCESS_KEY: '***', QIANFAN_SECRET_KEY: '***' });\nasync function main() {\n    const resp = await client.embedding({\n        input: ['介绍下你自己吧', '你有什么爱好吗？'],\n    }, 'Embedding-V1');\n    const data = resp.data[0] as any;\n    console.log(data.embedding);\n}\n\nmain();\n```\n\n```bash\n[0.13463850319385529,  -0.010635782964527607,   0.024348171427845955...]\n```\n\n### 图像-Images\n\n#### 文生图\n\n```ts\nimport * as http from 'http';\nimport {Text2Image, setEnvVariable} from \"@baiducloud/qianfan\";\nconst client = new Text2Image({Endpoint：'***'});\n\nasync function main() {\n    const resp = await client.text2Image({\n        prompt: 'A Ragdoll cat with a bowtie.',\n    });\n\n    const base64Image = resp.data[0].b64_image;\n    // 创建一个简单的服务器\n    const server = http.createServer((req, res) => {\n        res.writeHead(200, {'Content-Type': 'text/html'});\n        let html = `<html><body><img src=\"data:image/jpeg;base64,${base64Image}\" /><br/></body></html>`;\n        res.end(html);\n    });\n\n    const port = 3002;\n    server.listen(port, () => {\n        console.log(`服务器运行在 http://localhost:${port}`);\n    });\n}\n\nmain();\n```\n\n#### 图生文\n\n##### 预置模型Fuyu-8B\n\n```ts\nimport {setEnvVariable} from '@baiducloud/qianfan'\nimport {Image2Text} from \"@baiducloud/qianfan\";\n\n// 调用大模型\nconst client = new Image2Text();\nasync function main() {\n    const resp = await client.image2Text({\n        prompt: '分析一下图片画了什么',\n        image: 'iVBORw0KGgoAAAANSUhEUgAAB4IAAxxxxxxxxxxxx=',  //  请替换图片的base64编码\n    });\n    console.log(resp.result)\n}\n\nmain();\n```\n\n##### 用户自定义模型\n\n```ts\nimport {setEnvVariable} from '@baiducloud/qianfan'\nimport {Image2Text} from \"@baiducloud/qianfan\";\n\n// 调用大模型\nconst client = new Image2Text({Endpoint: '***'});\nasync function main() {\n    const resp = await client.image2Text({\n        prompt: '分析一下图片画了什么',\n        image: 'iVBORw0KGgoAAAANSUhEUgAAB4IAAxxxxxxxxxxxx=',  //  请替换图片的base64编码\n    });\n    console.log(resp.result)\n}\n\nmain();\n```\n\n### Plugin 插件\n\n#### 千帆插件\n\nSDK支持使用平台插件能力，以帮助用户快速构建 LLM 应用或将 LLM 应用到自建程序中。支持知识库、智慧图问、天气等插件。\n\n```ts\nimport {Plugin} from \"@baiducloud/qianfan\";\n// 注意：千帆插件需要传入Endpoint， 一言插件不用\nconst client = new Plugin({Endpoint: '***'});\n\n// 天气插件\nasync function main() {\n    const resp = await client.plugins({\n        query: '深圳今天天气如何',\n        /** \n         *  插件名称\n         * 知识库插件固定值为[\"uuid-zhishiku\"] \n         * 智慧图问插件固定值为[\"uuid-chatocr\"]\n         * 天气插件固定值为[\"uuid-weatherforecast\"]\n         */ \n        plugins: [\n            'uuid-weatherforecast',\n        ],\n    });\n}\n\n// 智慧图问\nasync function chatocrMain() {\n    const resp = await client.plugins({\n        query: '请解析这张图片, 告诉我怎么画这张图的简笔画',\n        plugins: [\n            'uuid-chatocr',\n        ],\n        fileurl: 'https://xxx.bcebos.com/xxx/xxx.jpeg',\n    });\n}\n\n// 知识库\nasync function zhishikuMain() {\n    const reps = await client.plugins({\n        query: '你好什么时候飞行员需要负法律责任？',\n        plugins: [\n            'uuid-zhishiku',\n        ],\n    });\n}\n\nmain();\n\n// chatocrMain();\n\n// zhishikuMain();\n```\n\n#### 一言插件 API-V2\n\n说图解画（ImageAI）：基于图片进行文字创作、回答问题，帮你写文案、想故事、图生图。暂仅支持10MB以内的图片。\n览卷文档（ChatFile）：原ChatFile，可基于文档完成摘要、问答、创作等任务，仅支持10MB以内文档，不支持扫描件。\nE言易图（eChart）：基于Apache Echarts为您提供数据洞察和图表制作，目前支持柱状图、折线图、饼图、雷达图、散点图、漏斗图、思维导图（树图）。\n\n```ts\n// eChart插件\nasync function yiYaneChartMain() {\n    const resp = await client.plugins({\n        messages: [\n            {\n                \"role\": \"user\",\n                \"content\": \"帮我画一个饼状图：8月的用户反馈中，BUG有100条，需求有100条，使用咨询100条，总共300条反馈\"\n            }\n        ],\n        plugins: [\"eChart\"],\n    });\n}\n\nyiYaneChartMain() \n\n// ImageAI插件测试\nasync function yiYanImageAIMain() {\n    const resp = await client.plugins({\n        messages: [\n            {\n                \"role\": \"user\",\n                \"content\": \"<img>cow.jpeg</img><url>https://xxx/xxx/xxx.jpeg</url> 这张图片当中都有啥\"\n            }\n        ],\n        plugins: [\"ImageAI\"],\n    });\n}\n\nyiYanImageAIMain()\n\n// ChatFile测试\nasync function yiYanChatFileMain() {\n    const resp = await client.plugins({\n        messages: [\n            {'role': 'user', 'content': '<file>浅谈牛奶的营养与消费趋势.docx</file><url>https://xxx/xxx/xxx.docx</url>'},\n            // eslint-disable-next-line max-len\n            {'role': 'assistant', 'content': '以下是该文档的关键内容：\\n牛奶作为一种营养丰富、易消化吸收的天然食品，受到广泛欢迎。其价值主要表现在营养成分和医学价值两个方面。在营养成分方面，牛奶含有多种必需的营养成分，如脂肪、蛋白质、乳糖、矿物质和水分等，比例适中，易于消化吸收。在医学价值方面，牛奶具有促进生长发育、维持健康水平的作用，对于儿童长高也有积极影响。此外，牛奶还具有极高的市场前景，消费者关注度持续上升，消费心理和市场需求也在不断变化。为了更好地发挥牛奶的营养价值，我们应该注意健康饮用牛奶的方式，适量饮用，并根据自身情况选择合适的牛奶产品。综上所述，牛奶作为一种理想的天然食品，不仅具有丰富的营养成分，还具有极高的医学价值和市场前景。我们应该充分认识牛奶的价值，科学饮用，让牛奶为我们的健康发挥更大的作用。'},\n            {'role': 'user', 'content': '牛奶的营养成本有哪些'},\n        ],\n        plugins: ['ChatFile']\n    });\n}\nyiYanChatFileMain();\n```\n\n### Reranker 重排序\n\n跨语种语义表征算法模型，擅长优化语义搜索结果和语义相关顺序精排，支持中英日韩四门语言。\n\n```ts\nimport {Reranker} from \"@baiducloud/qianfan\";\n// 直接读取 env  \nconst client = new Reranker();\n\nasync function main() {\n     const resp = await client.reranker({\n        query: '上海天气',\n        documents: ['上海气候', '北京美食'],\n    });\n}\n\nmain();\n\n```\n\n## 通过其他集成了sdk的库来使用\n\n### langchain\n#### 安装langchain库\n```npm install @langchain/baidu-qianfan```\n\n#### 添加环境变量(或作为函数参数传入)\n\n```bash\nexport QIANFAN_AK=\"\"\nexport QIANFAN_SK=\"\"\nexport QIANFAN_ACCESS_KEY=\"\"\nexport QIANFAN_SECRET_KEY=\"\"\n```\n\n#### 示例\n\n```ts\n\nimport { ChatBaiduQianfan } from \"@langchain/baidu-qianfan\";\nimport { HumanMessage } from \"@langchain/core/messages\";\n\nconst chat = new ChatBaiduQianfan({\n    model: 'ERNIE-Lite-8K'\n});\nconst message = new HumanMessage(\"北京天气\");\n\nconst res = await chat.invoke([message]);\n\n```\n\n```ts\n\nimport { BaiduQianfanEmbeddings } from \"@langchain/baidu-qianfan\";\n\nconst embeddings = new BaiduQianfanEmbeddings();\nconst res = await embeddings.embedQuery(\"Introduce the city Beijing\");\n\n```","readmeFilename":"README.md"}