将文件存储到Qdrant CLOUD Fairwork
高级
这是一个AI RAG, Multimodal AI领域的自动化工作流，包含 35 个节点。主要使用 Code, Merge, FormTrigger, GoogleDrive, ManualTrigger 等节点。 使用OpenAI、Gemini和Qdrant处理文档并构建语义搜索
前置要求
- •Google Drive API 凭证
- •OpenAI API Key
- •Qdrant 服务器连接信息
- •Google Gemini API Key
使用的节点 (35)
工作流预览
可视化展示节点连接关系，支持缩放和平移
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": "7np7XO05qTRGi5Fr",
"meta": {
"instanceId": "3612a0c89f35a354ddd1216385240db51b4635fde7cae2a0d5004be915b832f3",
"templateCredsSetupCompleted": true
},
"name": "将文件存储到 Qdrant CLOUD Fairwork",
"tags": [],
"nodes": [
{
"id": "2fca2a63-71ab-423d-a9d9-c94958891fc2",
"name": "下载文件",
"type": "n8n-nodes-base.googleDrive",
"onError": "continueRegularOutput",
"position": [
-112,
160
],
"parameters": {
"fileId": {
"__rl": true,
"mode": "id",
"value": "={{ $json.id }}"
},
"options": {
"binaryPropertyName": "pdf-document",
"googleFileConversion": {
"conversion": {
"docsToFormat": "application/pdf",
"sheetsToFormat": "application/pdf",
"slidesToFormat": "application/pdf",
"drawingsToFormat": "application/pdf"
}
}
},
"operation": "download"
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "Wd6AIw29vj1j04ym",
"name": "Google Drive team@jezweb.net"
}
},
"typeVersion": 3
},
{
"id": "a91f9540-cace-4603-b9bf-5d1756edd00d",
"name": "插入到 Qdrant",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
352,
272
],
"parameters": {
"mode": "insert",
"options": {},
"qdrantCollection": {
"__rl": true,
"mode": "id",
"value": "fairwork"
}
},
"credentials": {
"qdrantApi": {
"id": "Y0928F9UfBPpK6NI",
"name": "QdrantApi CLOUD team-jezweb-net fairwork"
}
},
"typeVersion": 1.3
},
{
"id": "2cb3650f-519a-4827-bc29-6317941f0b1e",
"name": "OpenAI 嵌入",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
208,
544
],
"parameters": {
"model": "text-embedding-3-large",
"options": {}
},
"credentials": {
"openAiApi": {
"id": "31ZcSDx93u4ldljZ",
"name": "OpenAi account 2"
}
},
"typeVersion": 1.2
},
{
"id": "23796c89-e29b-4788-97aa-4fcd296d1dee",
"name": "删除文件",
"type": "n8n-nodes-base.googleDrive",
"onError": "continueRegularOutput",
"position": [
416,
112
],
"parameters": {
"fileId": {
"__rl": true,
"mode": "id",
"value": "={{ $('Download File').item.json.id }}"
},
"options": {},
"operation": "deleteFile"
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "Wd6AIw29vj1j04ym",
"name": "Google Drive team@jezweb.net"
}
},
"executeOnce": true,
"typeVersion": 3
},
{
"id": "8ab7a876-456f-46e4-b91f-9c31511a499e",
"name": "🔵 工作流概览",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1568,
-240
],
"parameters": {
"color": 5,
"width": 716,
"height": 688,
"content": "## 🔵 处理并删除 Google Drive 文件"
},
"typeVersion": 1
},
{
"id": "9e6fd226-7d0a-4a9e-9fee-be8baabbe12f",
"name": "🟡 触发器配置",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1568,
-592
],
"parameters": {
"color": 4,
"width": 708,
"height": 284,
"content": "## 🟡 设置任务"
},
"typeVersion": 1
},
{
"id": "4c350c67-0bc2-4a5c-abe7-86d1d1d08069",
"name": "🟢 批处理逻辑",
"type": "n8n-nodes-base.stickyNote",
"position": [
-816,
-240
],
"parameters": {
"color": 6,
"width": 900,
"height": 688,
"content": "## 🟢 批处理流程"
},
"typeVersion": 1
},
{
"id": "198c026a-7dbf-4a2d-9292-842d80839983",
"name": "🔴 删除警告",
"type": "n8n-nodes-base.stickyNote",
"position": [
864,
-240
],
"parameters": {
"color": 3,
"width": 404,
"height": 608,
"content": "## 🔴 ⚠️ 严重警告 ⚠️"
},
"typeVersion": 1
},
{
"id": "71d6f6d4-3544-4149-9d57-1ed471c4453d",
"name": "🟢 文档处理流水线",
"type": "n8n-nodes-base.stickyNote",
"position": [
144,
-240
],
"parameters": {
"color": 7,
"width": 644,
"height": 1028,
"content": "## 🟢 文档处理"
},
"typeVersion": 1
},
{
"id": "75015003-24ad-4b35-96c2-841658876f0d",
"name": "🟡 设置要求",
"type": "n8n-nodes-base.stickyNote",
"position": [
-816,
-832
],
"parameters": {
"color": 4,
"width": 436,
"height": 520,
"content": "## 🟡 设置要求"
},
"typeVersion": 1
},
{
"id": "7423b1d9-ea96-4539-8bfa-07a9d0e59d95",
"name": "🟣 性能提示",
"type": "n8n-nodes-base.stickyNote",
"position": [
192,
-832
],
"parameters": {
"color": 4,
"width": 484,
"height": 516,
"content": "## 🟣 性能与优化"
},
"typeVersion": 1
},
{
"id": "dc184d65-48ab-42cf-95cd-c14397227aaa",
"name": "🟠 故障排除",
"type": "n8n-nodes-base.stickyNote",
"position": [
-336,
-832
],
"parameters": {
"color": 4,
"width": 484,
"height": 520,
"content": "## 🟠 故障排除指南"
},
"typeVersion": 1
},
{
"id": "c6878ad3-4888-481d-9029-18a58417501a",
"name": "🟣 替代方案",
"type": "n8n-nodes-base.stickyNote",
"position": [
1312,
-240
],
"parameters": {
"width": 384,
"height": 596,
"content": "## 🟣 替代选项"
},
"typeVersion": 1
},
{
"id": "0e420eac-4046-4eee-9646-687c64a3e1c1",
"name": "🟡 设置要求1",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1568,
-832
],
"parameters": {
"color": 4,
"width": 708,
"height": 216,
"content": "## 🟡 为什么使用此工作流"
},
"typeVersion": 1
},
{
"id": "a3d0f647-0685-44b4-bf83-ba082560a926",
"name": "插入到 Qdrant1",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
-480,
688
],
"parameters": {
"mode": "insert",
"options": {},
"qdrantCollection": {
"__rl": true,
"mode": "id",
"value": "fairwork"
}
},
"credentials": {
"qdrantApi": {
"id": "Y0928F9UfBPpK6NI",
"name": "QdrantApi CLOUD team-jezweb-net fairwork"
}
},
"typeVersion": 1.3
},
{
"id": "2d62982c-cd7c-40fa-bfd2-578fcaed7bba",
"name": "Embeddings OpenAI1",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
-624,
960
],
"parameters": {
"model": "text-embedding-3-large",
"options": {}
},
"credentials": {
"openAiApi": {
"id": "31ZcSDx93u4ldljZ",
"name": "OpenAi account 2"
}
},
"typeVersion": 1.2
},
{
"id": "cd85b0ae-0fe1-4fdf-964b-3748640e14da",
"name": "Google Drive 文件数据加载器",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
464,
448
],
"parameters": {
"options": {},
"dataType": "binary",
"textSplittingMode": "custom"
},
"typeVersion": 1.1
},
{
"id": "f5d618c7-c4ee-4560-a16a-5309fbe361c5",
"name": "表单文件数据加载器",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
-320,
880
],
"parameters": {
"options": {},
"dataType": "binary",
"textSplittingMode": "custom"
},
"typeVersion": 1.1
},
{
"id": "a20b1220-7b95-4096-b1de-c7af0ee7835d",
"name": "文件上传表单",
"type": "n8n-nodes-base.formTrigger",
"position": [
-1472,
672
],
"webhookId": "cf14c028-7ee0-42d6-b1d2-2cce20b02967",
"parameters": {
"options": {
"path": "32aaa027-a092-4e33-89b9-f03b83b0aea3",
"ignoreBots": true,
"appendAttribution": false,
"respondWithOptions": {
"values": {
"formSubmittedText": "Files are being uploaded"
}
}
},
"formTitle": "Upload Files to Vector Database",
"formFields": {
"values": [
{
"fieldType": "file",
"fieldLabel": "Files",
"requiredField": true,
"acceptFileTypes": ".pdf,.docx,.doc,csv"
}
]
}
},
"typeVersion": 2.2
},
{
"id": "cc7f894c-f018-488b-bc8c-6a3d75910dde",
"name": "🟢 批处理逻辑1",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1600,
528
],
"parameters": {
"color": 6,
"width": 1684,
"height": 672,
"content": "## 🟢 手动表单处理流程"
},
"typeVersion": 1
},
{
"id": "0389fee9-a06c-4ac5-9530-bffe9f6aa2ac",
"name": "递归字符文本分割器 1",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
576,
624
],
"parameters": {
"options": {},
"chunkSize": 1500,
"chunkOverlap": 250
},
"typeVersion": 1
},
{
"id": "e333e2f9-52c0-4778-a0fe-399a43bfafca",
"name": "递归字符文本分割器 2",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
-416,
1040
],
"parameters": {
"options": {},
"chunkSize": 1500,
"chunkOverlap": 250
},
"typeVersion": 1
},
{
"id": "8b4b799b-7762-4502-add7-675b53f69481",
"name": "分割表单批次",
"type": "n8n-nodes-base.splitInBatches",
"position": [
-928,
672
],
"parameters": {
"options": {
"reset": false
}
},
"typeVersion": 3
},
{
"id": "39729576-9753-4aab-afd7-e6f7f6d1f97c",
"name": "列出 Google Drive 文件夹中的文件",
"type": "n8n-nodes-base.googleDrive",
"onError": "continueRegularOutput",
"position": [
-592,
160
],
"parameters": {
"limit": 1,
"filter": {
"driveId": {
"mode": "list",
"value": "My Drive"
},
"folderId": {
"__rl": true,
"mode": "list",
"value": "1RDHwOiI6DdnDxf2vQbVXS4yi_spMSZUk",
"cachedResultUrl": "https://drive.google.com/drive/folders/1RDHwOiI6DdnDxf2vQbVXS4yi_spMSZUk",
"cachedResultName": "fairwork"
}
},
"options": {},
"resource": "fileFolder"
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "Wd6AIw29vj1j04ym",
"name": "Google Drive team@jezweb.net"
}
},
"retryOnFail": true,
"typeVersion": 3
},
{
"id": "1b331bfb-1be4-4dd1-aaec-31ad0bc5a4e2",
"name": "Google Drive 文件夹中的新文件",
"type": "n8n-nodes-base.googleDriveTrigger",
"position": [
-1104,
-64
],
"parameters": {
"event": "fileCreated",
"options": {},
"pollTimes": {
"item": [
{
"mode": "everyHour"
}
]
},
"triggerOn": "specificFolder",
"folderToWatch": {
"__rl": true,
"mode": "list",
"value": "1RDHwOiI6DdnDxf2vQbVXS4yi_spMSZUk",
"cachedResultUrl": "https://drive.google.com/drive/folders/1RDHwOiI6DdnDxf2vQbVXS4yi_spMSZUk",
"cachedResultName": "fairwork"
}
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "Wd6AIw29vj1j04ym",
"name": "Google Drive team@jezweb.net"
}
},
"typeVersion": 1
},
{
"id": "9e4c6209-edf9-4660-a866-fd3355e56135",
"name": "分割表单文件",
"type": "n8n-nodes-base.code",
"position": [
-1216,
672
],
"parameters": {
"jsCode": "// Get all items from the form upload\nconst items = $input.all();\nconst outputItems = [];\n\n// Process each item\nfor (const item of items) {\n const binaryData = item.binary || {};\n \n // Extract all file properties (Files_0, Files_1, etc.)\n const fileKeys = Object.keys(binaryData).filter(key => key.startsWith('Files_'));\n \n // Create separate items for each file\n for (const fileKey of fileKeys) {\n const file = binaryData[fileKey];\n outputItems.push({\n json: {\n fileName: file.fileName,\n mimeType: file.mimeType,\n fileSize: file.fileSize,\n fileExtension: file.fileExtension\n },\n binary: {\n data: file\n }\n });\n }\n}\n\nreturn outputItems;"
},
"typeVersion": 2
},
{
"id": "bc98d692-9bce-491e-9d25-5ec9c811028c",
"name": "当收到聊天消息时",
"type": "@n8n/n8n-nodes-langchain.chatTrigger",
"position": [
960,
640
],
"webhookId": "82bbd685-b7b5-4dbb-b7c8-4441c9755cca",
"parameters": {
"options": {}
},
"typeVersion": 1.3
},
{
"id": "39c5d3a1-55cb-4e93-8297-7251f3e05c11",
"name": "AI Agent",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
1168,
640
],
"parameters": {
"options": {}
},
"typeVersion": 2.2
},
{
"id": "561b3d53-549c-4167-a1f5-06ee9d302ffe",
"name": "Qdrant 向量存储",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
1344,
896
],
"parameters": {
"mode": "retrieve-as-tool",
"topK": 10,
"options": {},
"toolDescription": "Retrieve information from the vector store to help answer the users questions.",
"qdrantCollection": {
"__rl": true,
"mode": "list",
"value": "fairwork",
"cachedResultName": "fairwork"
}
},
"credentials": {
"qdrantApi": {
"id": "Y0928F9UfBPpK6NI",
"name": "QdrantApi CLOUD team-jezweb-net fairwork"
}
},
"typeVersion": 1.3
},
{
"id": "770b9276-97bb-49bd-970c-807eeebb659b",
"name": "OpenAI 嵌入",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
1440,
1104
],
"parameters": {
"model": "text-embedding-3-large",
"options": {}
},
"credentials": {
"openAiApi": {
"id": "31ZcSDx93u4ldljZ",
"name": "OpenAi account 2"
}
},
"typeVersion": 1.2
},
{
"id": "d4c712d3-43aa-46ad-9021-9349cec9c1d4",
"name": "Google Gemini聊天模型",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
1040,
960
],
"parameters": {
"options": {
"temperature": 0.4
}
},
"credentials": {
"googlePalmApi": {
"id": "lBQrszvhtstelPlO",
"name": "Google Gemini(PaLM) Api account 4"
}
},
"typeVersion": 1
},
{
"id": "5861e0f5-32d7-42f2-a121-a50653f48a53",
"name": "简单记忆",
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"position": [
1184,
848
],
"parameters": {
"contextWindowLength": 50
},
"typeVersion": 1.3
},
{
"id": "4f0978fa-756c-4200-af79-a7b6ec310a6b",
"name": "便签",
"type": "n8n-nodes-base.stickyNote",
"position": [
864,
464
],
"parameters": {
"color": 4,
"width": 832,
"height": 816,
"content": "## 聊天机器人演示"
},
"typeVersion": 1
},
{
"id": "9d7977b5-37f8-4442-b6c4-1e393b9dbf9e",
"name": "手动触发工作流",
"type": "n8n-nodes-base.manualTrigger",
"position": [
-1104,
256
],
"parameters": {},
"typeVersion": 1
},
{
"id": "79ab8384-c14e-469d-a9c8-2c672507df93",
"name": "合并",
"type": "n8n-nodes-base.merge",
"position": [
1136,
224
],
"parameters": {
"mode": "chooseBranch"
},
"typeVersion": 3.2
}
],
"active": false,
"pinData": {},
"settings": {
"executionOrder": "v1",
"saveManualExecutions": true,
"saveExecutionProgress": true,
"saveDataErrorExecution": "all",
"saveDataSuccessExecution": "all"
},
"versionId": "c65f059d-85aa-4e40-9766-5f919ac52ec0",
"connections": {
"Merge": {
"main": [
[
{
"node": "List Files in Google Drive Folder",
"type": "main",
"index": 0
}
]
]
},
"Delete File": {
"main": [
[
{
"node": "Merge",
"type": "main",
"index": 0
}
]
]
},
"Download File": {
"main": [
[
{
"node": "Delete File",
"type": "main",
"index": 0
},
{
"node": "Insert to Qdrant",
"type": "main",
"index": 0
}
]
]
},
"Simple Memory": {
"ai_memory": [
[
{
"node": "AI Agent",
"type": "ai_memory",
"index": 0
}
]
]
},
"File Upload Form": {
"main": [
[
{
"node": "Split Form Files",
"type": "main",
"index": 0
}
]
]
},
"Insert to Qdrant": {
"main": [
[
{
"node": "Merge",
"type": "main",
"index": 1
}
]
]
},
"Split Form Files": {
"main": [
[
{
"node": "Split Form Batches",
"type": "main",
"index": 0
}
]
]
},
"Embeddings OpenAI": {
"main": [],
"ai_embedding": [
[
{
"node": "Insert to Qdrant",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Insert to Qdrant1": {
"main": [
[
{
"node": "Split Form Batches",
"type": "main",
"index": 0
}
]
]
},
"Embeddings OpenAI1": {
"ai_embedding": [
[
{
"node": "Insert to Qdrant1",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Embeddings OpenAI2": {
"ai_embedding": [
[
{
"node": "Qdrant Vector Store",
"type": "ai_embedding",
"index": 0
}
]
]
},
"Split Form Batches": {
"main": [
[],
[
{
"node": "Insert to Qdrant1",
"type": "main",
"index": 0
}
]
]
},
"Qdrant Vector Store": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"Google Gemini Chat Model": {
"ai_languageModel": [
[
{
"node": "AI Agent",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Manually Trigger Workflow": {
"main": [
[
{
"node": "List Files in Google Drive Folder",
"type": "main",
"index": 0
}
]
]
},
"Data Loader for Form Files": {
"ai_document": [
[
{
"node": "Insert to Qdrant1",
"type": "ai_document",
"index": 0
}
]
]
},
"When chat message received": {
"main": [
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"New File In Google Drive Folder": {
"main": [
[
{
"node": "List Files in Google Drive Folder",
"type": "main",
"index": 0
}
]
]
},
"List Files in Google Drive Folder": {
"main": [
[
{
"node": "Download File",
"type": "main",
"index": 0
}
]
]
},
"Data Loader for Google Drive Files": {
"main": [],
"ai_document": [
[
{
"node": "Insert to Qdrant",
"type": "ai_document",
"index": 0
}
]
]
},
"Recursive Character Text Splitter 1": {
"ai_textSplitter": [
[
{
"node": "Data Loader for Google Drive Files",
"type": "ai_textSplitter",
"index": 0
}
]
]
},
"Recursive Character Text Splitter 2": {
"ai_textSplitter": [
[
{
"node": "Data Loader for Form Files",
"type": "ai_textSplitter",
"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 - AI RAG 检索增强, 多模态 AI
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。
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工作流信息
难度等级
高级
节点数量35
分类2
节点类型16
作者
Jez
@jezI'm passionate about combining traditional web development with AI and automation to create impactful online solutions. As Founder & CEO of Jezweb, an award-winning Newcastle, Australia agency, I lead a 30+ person team delivering high-quality web design, development, and hosting services to over 3000 clients.
外部链接
在 n8n.io 查看 →
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