8
n8n 中文网amn8n.com

为文件检索RAG创建OpenAI引用

高级

这是一个AI领域的自动化工作流，包含 19 个节点。主要使用 Set, Code, Markdown, SplitOut, Aggregate 等节点，结合人工智能技术实现智能自动化。 为文件检索RAG创建OpenAI引用

前置要求
  • •可能需要目标 API 的认证凭证
  • •OpenAI API Key

使用的节点 (19)

Set
Code
Markdown
SplitOut
Aggregate
StickyNote
HttpRequest
OpenAi
ChatTrigger
MemoryBufferWindow

分类

人工智能
工作流预览
可视化展示节点连接关系，支持缩放和平移
React Flow
导出工作流
复制以下 JSON 配置到 n8n 导入，即可使用此工作流
{
  "id": "5NAbfX550LJsfz6f",
  "meta": {
    "instanceId": "00493e38fecfc163cb182114bc2fab90114038eb9aad665a7a752d076920d3d5",
    "templateCredsSetupCompleted": true
  },
  "name": "为文件检索 RAG 创建 OpenAI 引用",
  "tags": [
    {
      "id": "urxRtGxxLObZWPvX",
      "name": "sample",
      "createdAt": "2024-09-13T02:43:13.014Z",
      "updatedAt": "2024-09-13T02:43:13.014Z"
    },
    {
      "id": "nMXS3c9l1WqDwWF5",
      "name": "assist",
      "createdAt": "2024-12-23T16:09:38.737Z",
      "updatedAt": "2024-12-23T16:09:38.737Z"
    }
  ],
  "nodes": [
    {
      "id": "b9033511-3421-467a-9bfa-73af01b99c4f",
      "name": "Aggregate",
      "type": "n8n-nodes-base.aggregate",
      "position": [
        740,
        120
      ],
      "parameters": {
        "options": {},
        "aggregate": "aggregateAllItemData"
      },
      "typeVersion": 1,
      "alwaysOutputData": true
    },
    {
      "id": "a61dd9d3-4faa-4878-a6f3-ba8277279002",
      "name": "窗口缓冲内存",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        980,
        -320
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "2daabca5-37ec-4cad-9157-29926367e1a7",
      "name": "便签4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        220,
        320
      ],
      "parameters": {
        "color": 3,
        "width": 840,
        "height": 80,
        "content": "## 在 N8N 中，将有一个聊天按钮用于测试"
      },
      "typeVersion": 1
    },
    {
      "id": "bf4485b1-cd94-41c8-a183-bf1b785f2761",
      "name": "便签",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -440,
        -520
      ],
      "parameters": {
        "color": 5,
        "width": 500,
        "height": 720,
        "content": "## 为文件检索 RAG 创建 OpenAI 引用"
      },
      "typeVersion": 1
    },
    {
      "id": "539a4e40-9745-4a26-aba8-2cc2b0dd6364",
      "name": "创建简单触发器以在 N8N 内拥有聊天按钮",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "notes": "https://www.npmjs.com/package/@n8n/chat",
      "position": [
        260,
        -520
      ],
      "webhookId": "8ccaa299-6f99-427b-9356-e783893a3d0c",
      "parameters": {
        "options": {}
      },
      "notesInFlow": true,
      "typeVersion": 1.1
    },
    {
      "id": "aa5b2951-df32-43ac-9939-83b02d818e73",
      "name": "带向量存储的 OpenAI 助手",
      "type": "@n8n/n8n-nodes-langchain.openAi",
      "position": [
        580,
        -520
      ],
      "parameters": {
        "options": {
          "preserveOriginalTools": false
        },
        "resource": "assistant",
        "assistantId": {
          "__rl": true,
          "mode": "list",
          "value": "asst_QAfdobVCVCMJz8LmaEC7nlId",
          "cachedResultName": "Teste"
        }
      },
      "credentials": {
        "openAiApi": {
          "id": "UfNrqPCRlD8FD9mk",
          "name": "OpenAi Lourival"
        }
      },
      "typeVersion": 1.7
    },
    {
      "id": "1817b673-6cb3-49aa-9f38-a5876eb0e6fa",
      "name": "便签1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        560,
        -680
      ],
      "parameters": {
        "width": 300,
        "content": "## 设置"
      },
      "typeVersion": 1
    },
    {
      "id": "16429226-e850-4698-b419-fd9805a03fb7",
      "name": "获取所有线程内容",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        1260,
        -520
      ],
      "parameters": {
        "url": "=https://api.openai.com/v1/threads/{{ $json.threadId }}/messages",
        "options": {},
        "sendHeaders": true,
        "authentication": "predefinedCredentialType",
        "headerParameters": {
          "parameters": [
            {
              "name": "OpenAI-Beta",
              "value": "assistants=v2"
            }
          ]
        },
        "nodeCredentialType": "openAiApi"
      },
      "credentials": {
        "openAiApi": {
          "id": "UfNrqPCRlD8FD9mk",
          "name": "OpenAi Lourival"
        }
      },
      "typeVersion": 4.2,
      "alwaysOutputData": true
    },
    {
      "id": "e8c88b08-5be2-4f7e-8b17-8cf804b3fe9f",
      "name": "便签2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1160,
        -620
      ],
      "parameters": {
        "content": "### 检索所有线程内容是必要的，因为 OpenAI 工具不会按请求检索所有引用。"
      },
      "typeVersion": 1
    },
    {
      "id": "0f51e09f-2782-4e2d-b797-d4d58fcabdaf",
      "name": "从线程中拆分所有消息迭代",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        220,
        -300
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "data"
      },
      "typeVersion": 1,
      "alwaysOutputData": true
    },
    {
      "id": "4d569993-1ce3-4b32-beaf-382feac25da9",
      "name": "从单个消息中拆分所有内容",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        460,
        -300
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "content"
      },
      "typeVersion": 1,
      "alwaysOutputData": true
    },
    {
      "id": "999e1c2b-1927-4483-aac1-6e8903f7ed25",
      "name": "从单个消息中拆分所有引用",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        700,
        -300
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "text.annotations"
      },
      "typeVersion": 1,
      "alwaysOutputData": true
    },
    {
      "id": "98af62f5-adb0-4e07-a146-fc2f13b851ce",
      "name": "从文件 ID 检索文件名",
      "type": "n8n-nodes-base.httpRequest",
      "onError": "continueRegularOutput",
      "position": [
        220,
        120
      ],
      "parameters": {
        "url": "=https://api.openai.com/v1/files/{{ $json.file_citation.file_id }}",
        "options": {},
        "sendQuery": true,
        "authentication": "predefinedCredentialType",
        "queryParameters": {
          "parameters": [
            {
              "name": "limit",
              "value": "1"
            }
          ]
        },
        "nodeCredentialType": "openAiApi"
      },
      "credentials": {
        "openAiApi": {
          "id": "UfNrqPCRlD8FD9mk",
          "name": "OpenAi Lourival"
        }
      },
      "typeVersion": 4.2,
      "alwaysOutputData": true
    },
    {
      "id": "b11f0d3d-bdc4-4845-b14b-d0b0de214f01",
      "name": "规范化输出",
      "type": "n8n-nodes-base.set",
      "position": [
        480,
        120
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "2dcaafee-5037-4a97-942a-bcdd02bc2ad9",
              "name": "id",
              "type": "string",
              "value": "={{ $json.id }}"
            },
            {
              "id": "b63f967d-ceea-4aa8-98b9-91f5ab21bfe8",
              "name": "filename",
              "type": "string",
              "value": "={{ $json.filename }}"
            },
            {
              "id": "f611e749-054a-441d-8610-df8ba42de2e1",
              "name": "text",
              "type": "string",
              "value": "={{ $('Split all citations from a single message').item.json.text }}"
            }
          ]
        }
      },
      "typeVersion": 3.4,
      "alwaysOutputData": true
    },
    {
      "id": "0e999a0e-76ed-4897-989b-228f075e9bfb",
      "name": "便签3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        440,
        -60
      ],
      "parameters": {
        "width": 200,
        "height": 220,
        "content": "### 文件检索请求包含大量信息，而我们只需要将被替换的文本和文件名。"
      },
      "typeVersion": 1
    },
    {
      "id": "53c79a6c-7543-435f-b40e-966dff0904d4",
      "name": "便签5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        700,
        -60
      ],
      "parameters": {
        "width": 200,
        "height": 220,
        "content": "### 通过最后三个拆分，我们可能有许多引用和文本需要替换。通过进行聚合，将可以处理所有内容作为单个请求。"
      },
      "typeVersion": 1
    },
    {
      "id": "381fb6d6-64fc-4668-9d3c-98aaa43a45ca",
      "name": "### 需要帮助？",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        960,
        -60
      ],
      "parameters": {
        "height": 220,
        "content": "### 这个简单的代码将获取所有先前的文件和引用，并修改原始文本，格式化输出。这样，我们可以使用 Markdown 标签创建链接，或者如果您愿意，我们可以添加 HTML 转换节点。"
      },
      "typeVersion": 1
    },
    {
      "id": "d0cbb943-57ab-4850-8370-1625610a852a",
      "name": "可选的 Markdown 转 HTML",
      "type": "n8n-nodes-base.markdown",
      "disabled": true,
      "position": [
        1220,
        120
      ],
      "parameters": {
        "html": "={{ $json.output }}",
        "options": {},
        "destinationKey": "output"
      },
      "typeVersion": 1
    },
    {
      "id": "589e2418-5dec-47d0-ba08-420d84f09da7",
      "name": "最终格式化输出",
      "type": "n8n-nodes-base.code",
      "position": [
        980,
        120
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "let saida = $('OpenAI Assistant with Vector Store').item.json.output;\n\nfor (let i of $input.item.json.data) {\n  saida = saida.replaceAll(i.text, \"  _(\"+ i.filename+\")_  \");\n}\n\n$input.item.json.output = saida;\nreturn $input.item;"
      },
      "typeVersion": 2
    }
  ],
  "active": false,
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "0e621a5a-d99d-4db3-9ae4-ea98c31467e9",
  "connections": {
    "Aggregate": {
      "main": [
        [
          {
            "node": "Finnaly format the output",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Regularize output": {
      "main": [
        [
          {
            "node": "Aggregate",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Window Buffer Memory": {
      "ai_memory": [
        [
          {
            "node": "OpenAI Assistant with Vector Store",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "Get ALL Thread Content": {
      "main": [
        [
          {
            "node": "Split all message iterations from a thread",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Finnaly format the output": {
      "main": [
        [
          {
            "node": "Optional Markdown to HTML",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Retrieve file name from a file ID": {
      "main": [
        [
          {
            "node": "Regularize output",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Assistant with Vector Store": {
      "main": [
        [
          {
            "node": "Get ALL Thread Content",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Split all content from a single message": {
      "main": [
        [
          {
            "node": "Split all citations from a single message",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Split all citations from a single message": {
      "main": [
        [
          {
            "node": "Retrieve file name from a file ID",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Split all message iterations from a thread": {
      "main": [
        [
          {
            "node": "Split all content from a single message",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Create a simple Trigger to have the Chat button within N8N": {
      "main": [
        [
          {
            "node": "OpenAI Assistant with Vector Store",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}
常见问题

如何使用这个工作流？

复制上方的 JSON 配置代码，在您的 n8n 实例中创建新工作流并选择「从 JSON 导入」，粘贴配置后根据需要修改凭证设置即可。

这个工作流适合什么场景？

高级 - 人工智能

需要付费吗？

本工作流完全免费，您可以直接导入使用。但请注意，工作流中使用的第三方服务（如 OpenAI API）可能需要您自行付费。

相关工作流推荐

在可视化参考库中探索n8n节点
在可视化参考库中探索n8n节点
If
Ftp
Set
+93
113 节点I versus AI
其他
AI智能体：数秒内精准匹配LinkedIn人脉
AI智能体：数秒内精准匹配LinkedIn人脉
Set
Code
Split Out
+10
15 节点Badr
人工智能
自动化博客撰写与社交媒体推广代理
使用GPT-4、Perplexity和WordPress自动化SEO博客创建+社交媒体
Set
Code
Gmail
+21
79 节点LukaszB
设计
LinkedIn人才管道：AI驱动的候选人搜索与排名（GPT-4o）
LinkedIn人才管道：AI驱动的候选人搜索与排名（GPT-4o）
If
Set
Code
+14
24 节点Badr
人力资源
WordPress博客自动化专业版（SEO主题）v2
WordPress自动博客专业版 - SEO主题内容自动化机器
If
Set
Xml
+21
63 节点Daniel Ng
人工智能
WordPress博客自动化专业版（深度研究）v1
WordPress自动博客专业版 - 含深度研究的内容自动化机器
If
Set
Xml
+24
77 节点Daniel Ng
人工智能
工作流信息
难度等级
高级
节点数量19
分类1
节点类型10
难度说明

适合高级用户，包含 16+ 个节点的复杂工作流

作者
Davi Saranszky Mesquita

Davi Saranszky Mesquita

@frkr
外部链接
在 n8n.io 查看 →

分享此工作流