Activer la fonction de mise à jour des documents pour RAG
Ceci est unAIworkflow d'automatisation du domainecontenant 29 nœuds.Utilise principalement des nœuds comme Set, Wait, GoogleDrive, HttpRequest, ManualTrigger, combinant la technologie d'intelligence artificielle pour une automatisation intelligente. Construire et mettre à jour un système RAG avec Google Drive, Qdrant et Gemini Chat
- •Informations d'identification Google Drive API
- •Peut nécessiter les informations d'identification d'authentification de l'API cible
- •Clé API OpenAI
- •Informations de connexion au serveur Qdrant
- •Clé API Google Gemini
Nœuds utilisés (29)
Catégorie
{
"id": "cN4nA1LigjoreUYv",
"meta": {
"instanceId": "a4bfc93e975ca233ac45ed7c9227d84cf5a2329310525917adaf3312e10d5462",
"templateCredsSetupCompleted": true
},
"name": "Enables updates to documents in RAG",
"tags": [
{
"id": "oFVn9SpkmyjWZwco",
"name": "Qdrant",
"createdAt": "2024-12-04T16:52:58.409Z",
"updatedAt": "2024-12-04T16:52:58.409Z"
}
],
"nodes": [
{
"id": "23afa2cc-7085-474f-aa9e-b110ef17208c",
"name": "When clicking ‘Test workflow’",
"type": "n8n-nodes-base.manualTrigger",
"position": [
-400,
220
],
"parameters": {},
"typeVersion": 1
},
{
"id": "71115f33-f461-4942-9df1-e554e6432054",
"name": "Embeddings OpenAI1",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
940,
480
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"id": "4zwP0MSr8zkNvvV9",
"name": "OpenAi account"
}
},
"typeVersion": 1.1
},
{
"id": "81d855d2-a883-4e74-ae2a-1a4e722af4d7",
"name": "Default Data Loader1",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
1080,
480
],
"parameters": {
"options": {
"metadata": {
"metadataValues": [
{
"name": "file_id",
"value": "={{ $('Download files').item.json.id }}"
},
{
"name": "file_name",
"value": "={{ $('Download files').item.json.name }}"
}
]
}
},
"dataType": "binary",
"binaryMode": "specificField"
},
"typeVersion": 1
},
{
"id": "4e5539a5-0f3a-4de9-ba69-0eb7d9c00804",
"name": "Qdrant Vector Store",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
1000,
240
],
"parameters": {
"mode": "insert",
"options": {},
"qdrantCollection": {
"__rl": true,
"mode": "list",
"value": "negozio-emporio-verde",
"cachedResultName": "negozio-emporio-verde"
}
},
"credentials": {
"qdrantApi": {
"id": "iyQ6MQiVaF3VMBmt",
"name": "QdrantApi account (Hetzner)"
}
},
"typeVersion": 1
},
{
"id": "8f944f0e-51a0-470e-9735-1ed539522acb",
"name": "Create collection",
"type": "n8n-nodes-base.httpRequest",
"position": [
-140,
-200
],
"parameters": {
"url": "http://QDRANTURL/collections/COLLECTION",
"method": "PUT",
"options": {},
"jsonBody": "{\n \"vectors\": {\n \"size\": 1536,\n \"distance\": \"Cosine\" \n },\n \"shard_number\": 1, \n \"replication_factor\": 1, \n \"write_consistency_factor\": 1 \n}",
"sendBody": true,
"sendHeaders": true,
"specifyBody": "json",
"authentication": "genericCredentialType",
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "Content-Type",
"value": "application/json"
}
]
}
},
"credentials": {
"httpHeaderAuth": {
"id": "qhny6r5ql9wwotpn",
"name": "Qdrant API (Hetzner)"
}
},
"typeVersion": 4.2
},
{
"id": "25c035aa-7a07-47cf-8878-44ac2eab0c3d",
"name": "Recursive Character Text Splitter",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
1060,
680
],
"parameters": {
"options": {},
"chunkSize": 500,
"chunkOverlap": 50
},
"typeVersion": 1
},
{
"id": "2ade51da-1711-4f71-8bd9-ebd3b6494b0b",
"name": "Loop Over Items",
"type": "n8n-nodes-base.splitInBatches",
"position": [
420,
220
],
"parameters": {
"options": {}
},
"typeVersion": 3
},
{
"id": "74a224b0-8755-41ef-bb55-22e83b7d762d",
"name": "Wait",
"type": "n8n-nodes-base.wait",
"position": [
1380,
240
],
"webhookId": "3d477cc3-8182-43e9-ae61-23e8ce308887",
"parameters": {},
"typeVersion": 1.1
},
{
"id": "1c0d5b8c-e53e-47d3-aaac-ddccae80f280",
"name": "Embeddings OpenAI2",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
620,
1220
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"id": "4zwP0MSr8zkNvvV9",
"name": "OpenAi account"
}
},
"typeVersion": 1.1
},
{
"id": "f838f548-52dd-4aaf-aa97-9a8029018a1a",
"name": "Default Data Loader",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
820,
1260
],
"parameters": {
"options": {
"metadata": {
"metadataValues": [
{
"name": "file_id",
"value": "={{ $('Download file').item.json.file_id }}"
},
{
"name": "file_name",
"value": "={{ $binary.data.fileName}}"
}
]
}
},
"dataType": "binary",
"binaryMode": "specificField"
},
"typeVersion": 1
},
{
"id": "07bb3ae1-145f-4784-8409-d3bc73d5522c",
"name": "Recursive Character Text Splitter1",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
860,
1460
],
"parameters": {
"options": {},
"chunkSize": 500,
"chunkOverlap": 50
},
"typeVersion": 1
},
{
"id": "dfa7b994-13b7-490f-82b7-5ae4ea1e2e7f",
"name": "Delete single file",
"type": "n8n-nodes-base.httpRequest",
"position": [
360,
720
],
"parameters": {
"url": "http://QDRANTURL/collections/COLLECTION/points/delete",
"method": "POST",
"options": {},
"jsonBody": "={\n \"filter\": {\n \"must\": [\n {\n \"key\": \"metadata.file_id\",\n \"match\": { \"value\": \"{{$json.file_id}}\" }\n }\n ]\n }\n}",
"sendBody": true,
"sendHeaders": true,
"specifyBody": "json",
"authentication": "genericCredentialType",
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "Content-Type",
"value": "application/json"
}
]
}
},
"credentials": {
"httpHeaderAuth": {
"id": "qhny6r5ql9wwotpn",
"name": "Qdrant API (Hetzner)"
}
},
"typeVersion": 4.2
},
{
"id": "44bf5e40-3947-4288-a7ba-7797ea6ad266",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
140,
-280
],
"parameters": {
"color": 6,
"width": 880,
"height": 220,
"content": "# STEP 1\n\n## Create Qdrant Collection\nChange:\n- QDRANTURL\n- COLLECTION"
},
"typeVersion": 1
},
{
"id": "56e6534e-e191-4756-8bcf-d9ff8fc88b5f",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
-160,
700
],
"parameters": {
"height": 360,
"content": "# STEP 3\n\n## FILE ID\nSet Google Drive File ID to update\n"
},
"typeVersion": 1
},
{
"id": "f7098791-889a-4e9a-bd8f-f3b52dfc8839",
"name": "Clear collection",
"type": "n8n-nodes-base.httpRequest",
"position": [
-140,
220
],
"parameters": {
"url": "http://QDRANTURL/collections/COLLECTION/points/delete",
"method": "POST",
"options": {},
"jsonBody": "{\n \"filter\": {}\n}",
"sendBody": true,
"sendHeaders": true,
"specifyBody": "json",
"authentication": "genericCredentialType",
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "Content-Type",
"value": "application/json"
}
]
}
},
"credentials": {
"httpHeaderAuth": {
"id": "qhny6r5ql9wwotpn",
"name": "Qdrant API (Hetzner)"
}
},
"typeVersion": 4.2
},
{
"id": "d75a193e-e0cd-469a-8222-1ff183e2aa83",
"name": "Get files",
"type": "n8n-nodes-base.googleDrive",
"position": [
120,
220
],
"parameters": {
"filter": {
"driveId": {
"__rl": true,
"mode": "list",
"value": "My Drive",
"cachedResultUrl": "https://drive.google.com/drive/my-drive",
"cachedResultName": "My Drive"
},
"folderId": {
"__rl": true,
"mode": "list",
"value": "1RO5ByPhq2yvYLmbapTNC_kKdU5lZd4W5",
"cachedResultUrl": "https://drive.google.com/drive/folders/1RO5ByPhq2yvYLmbapTNC_kKdU5lZd4W5",
"cachedResultName": "Test Negozio"
}
},
"options": {},
"resource": "fileFolder"
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "HEy5EuZkgPZVEa9w",
"name": "Google Drive account (n3w.it)"
}
},
"typeVersion": 3
},
{
"id": "4e5d5bd2-2aae-4d3b-978e-3ed29b641bb3",
"name": "Download files",
"type": "n8n-nodes-base.googleDrive",
"position": [
700,
240
],
"parameters": {
"fileId": {
"__rl": true,
"mode": "id",
"value": "={{ $json.id }}"
},
"options": {
"googleFileConversion": {
"conversion": {
"docsToFormat": "text/plain"
}
}
},
"operation": "download"
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "HEy5EuZkgPZVEa9w",
"name": "Google Drive account (n3w.it)"
}
},
"typeVersion": 3
},
{
"id": "074333a4-fbcc-42ce-aa05-212d545fdcb1",
"name": "Download file",
"type": "n8n-nodes-base.googleDrive",
"position": [
360,
980
],
"parameters": {
"fileId": {
"__rl": true,
"mode": "id",
"value": "={{ $json.file_id }}"
},
"options": {
"googleFileConversion": {
"conversion": {
"docsToFormat": "text/plain"
}
}
},
"operation": "download"
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "HEy5EuZkgPZVEa9w",
"name": "Google Drive account (n3w.it)"
}
},
"typeVersion": 3
},
{
"id": "e4ee0aa9-e140-44b9-b581-6d98cb2857a9",
"name": "When chat message received",
"type": "@n8n/n8n-nodes-langchain.chatTrigger",
"position": [
-560,
1600
],
"webhookId": "97d60090-1717-4195-bf27-2e3c3105b7f8",
"parameters": {
"options": {}
},
"typeVersion": 1.1
},
{
"id": "db644cc4-da46-4e9e-a092-f91762ca1c6b",
"name": "Question and Answer Chain",
"type": "@n8n/n8n-nodes-langchain.chainRetrievalQa",
"position": [
-240,
1600
],
"parameters": {
"options": {}
},
"typeVersion": 1.5
},
{
"id": "9e7ebe5e-a854-44dc-8cb3-ec1663121b93",
"name": "Google Gemini Chat Model",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
-300,
1800
],
"parameters": {
"options": {},
"modelName": "models/gemini-1.5-flash"
},
"credentials": {
"googlePalmApi": {
"id": "0p34rXqIqy8WuoPg",
"name": "Google Gemini(PaLM) Api account"
}
},
"typeVersion": 1
},
{
"id": "d7e29bec-2b8c-400c-b6d7-a82d7a2865a7",
"name": "Vector Store Retriever",
"type": "@n8n/n8n-nodes-langchain.retrieverVectorStore",
"position": [
-80,
1820
],
"parameters": {},
"typeVersion": 1
},
{
"id": "e490e747-5395-4460-bdea-0781145f30b1",
"name": "Qdrant Vector Store1",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
-60,
2020
],
"parameters": {
"options": {},
"qdrantCollection": {
"__rl": true,
"mode": "list",
"value": "ocr_mistral_test",
"cachedResultName": "ocr_mistral_test"
}
},
"credentials": {
"qdrantApi": {
"id": "iyQ6MQiVaF3VMBmt",
"name": "QdrantApi account (Hetzner)"
}
},
"typeVersion": 1.1
},
{
"id": "65261873-4ca5-4e23-bc65-220f971eb5b4",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
240,
1600
],
"parameters": {
"width": 500,
"height": 120,
"content": "## STEP 4\nTest the RAG"
},
"typeVersion": 1
},
{
"id": "ffbaabd0-7fd7-41db-bb71-4cccadf3e9c8",
"name": "Embeddings OpenAI",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
-180,
2160
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"id": "4zwP0MSr8zkNvvV9",
"name": "OpenAi account"
}
},
"typeVersion": 1.2
},
{
"id": "23053690-c978-4b05-be26-e94f88c9d92f",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
-480,
100
],
"parameters": {
"color": 4,
"width": 620,
"height": 520,
"content": "# STEP 2\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Documents vectorization with Qdrant and Google Drive\nChange:\n- QDRANTURL\n- COLLECTION"
},
"typeVersion": 1
},
{
"id": "153a5098-56d1-4b7c-bb12-e6054db927a0",
"name": "Edit Fields3",
"type": "n8n-nodes-base.set",
"position": [
-100,
880
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "b413a226-0641-4ed8-9951-d17b6a6a9a4b",
"name": "file_id",
"type": "string",
"value": "DRIVEFILE_ID"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "796f3ad4-e041-4af6-b3a5-72b3c3730c49",
"name": "Update single file",
"type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
700,
980
],
"parameters": {
"mode": "insert",
"options": {},
"qdrantCollection": {
"__rl": true,
"mode": "list",
"value": "negozio-emporio-verde",
"cachedResultName": "negozio-emporio-verde"
}
},
"credentials": {
"qdrantApi": {
"id": "iyQ6MQiVaF3VMBmt",
"name": "QdrantApi account (Hetzner)"
}
},
"typeVersion": 1
},
{
"id": "058c4929-ff59-41ca-8131-178e9038b354",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
-200,
-580
],
"parameters": {
"color": 3,
"width": 840,
"height": 220,
"content": "# Enables full or incremental updates to documents in RAG system using Qdrant \nThis workflow automates the creation and management of a Retrieval-Augmented Generation (RAG) system using Qdrant as a vector store and Google Drive as the document source. It **enables full or incremental updates to documents** in the Qdrant vector database and integrates with a chatbot using Google Gemini for question answering."
},
"typeVersion": 1
}
],
"active": false,
"pinData": {},
"settings": {
"executionOrder": "v1"
},
"versionId": "630e34d7-6558-49c3-b861-520b33fd0f91",
"connections": {
"74a224b0-8755-41ef-bb55-22e83b7d762d": {
"main": [
[
{
"node": "2ade51da-1711-4f71-8bd9-ebd3b6494b0b",
"type": "main",
"index": 0
}
]
]
},
"d75a193e-e0cd-469a-8222-1ff183e2aa83": {
"main": [
[
{
"node": "2ade51da-1711-4f71-8bd9-ebd3b6494b0b",
"type": "main",
"index": 0
}
]
]
},
"153a5098-56d1-4b7c-bb12-e6054db927a0": {
"main": [
[
{
"node": "074333a4-fbcc-42ce-aa05-212d545fdcb1",
"type": "main",
"index": 0
},
{
"node": "dfa7b994-13b7-490f-82b7-5ae4ea1e2e7f",
"type": "main",
"index": 0
}
]
]
},
"074333a4-fbcc-42ce-aa05-212d545fdcb1": {
"main": [
[
{
"node": "796f3ad4-e041-4af6-b3a5-72b3c3730c49",
"type": "main",
"index": 0
}
]
]
},
"4e5d5bd2-2aae-4d3b-978e-3ed29b641bb3": {
"main": [
[
{
"node": "4e5539a5-0f3a-4de9-ba69-0eb7d9c00804",
"type": "main",
"index": 0
}
]
]
},
"2ade51da-1711-4f71-8bd9-ebd3b6494b0b": {
"main": [
[],
[
{
"node": "4e5d5bd2-2aae-4d3b-978e-3ed29b641bb3",
"type": "main",
"index": 0
}
]
]
},
"f7098791-889a-4e9a-bd8f-f3b52dfc8839": {
"main": [
[
{
"node": "d75a193e-e0cd-469a-8222-1ff183e2aa83",
"type": "main",
"index": 0
}
]
]
},
"ffbaabd0-7fd7-41db-bb71-4cccadf3e9c8": {
"ai_embedding": [
[
{
"node": "e490e747-5395-4460-bdea-0781145f30b1",
"type": "ai_embedding",
"index": 0
}
]
]
},
"71115f33-f461-4942-9df1-e554e6432054": {
"ai_embedding": [
[
{
"node": "4e5539a5-0f3a-4de9-ba69-0eb7d9c00804",
"type": "ai_embedding",
"index": 0
}
]
]
},
"1c0d5b8c-e53e-47d3-aaac-ddccae80f280": {
"ai_embedding": [
[
{
"node": "796f3ad4-e041-4af6-b3a5-72b3c3730c49",
"type": "ai_embedding",
"index": 0
}
]
]
},
"f838f548-52dd-4aaf-aa97-9a8029018a1a": {
"ai_document": [
[
{
"node": "796f3ad4-e041-4af6-b3a5-72b3c3730c49",
"type": "ai_document",
"index": 0
}
]
]
},
"4e5539a5-0f3a-4de9-ba69-0eb7d9c00804": {
"main": [
[
{
"node": "74a224b0-8755-41ef-bb55-22e83b7d762d",
"type": "main",
"index": 0
}
]
]
},
"81d855d2-a883-4e74-ae2a-1a4e722af4d7": {
"ai_document": [
[
{
"node": "4e5539a5-0f3a-4de9-ba69-0eb7d9c00804",
"type": "ai_document",
"index": 0
}
]
]
},
"e490e747-5395-4460-bdea-0781145f30b1": {
"ai_vectorStore": [
[
{
"node": "d7e29bec-2b8c-400c-b6d7-a82d7a2865a7",
"type": "ai_vectorStore",
"index": 0
}
]
]
},
"d7e29bec-2b8c-400c-b6d7-a82d7a2865a7": {
"ai_retriever": [
[
{
"node": "db644cc4-da46-4e9e-a092-f91762ca1c6b",
"type": "ai_retriever",
"index": 0
}
]
]
},
"9e7ebe5e-a854-44dc-8cb3-ec1663121b93": {
"ai_languageModel": [
[
{
"node": "db644cc4-da46-4e9e-a092-f91762ca1c6b",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"e4ee0aa9-e140-44b9-b581-6d98cb2857a9": {
"main": [
[
{
"node": "db644cc4-da46-4e9e-a092-f91762ca1c6b",
"type": "main",
"index": 0
}
]
]
},
"25c035aa-7a07-47cf-8878-44ac2eab0c3d": {
"ai_textSplitter": [
[
{
"node": "81d855d2-a883-4e74-ae2a-1a4e722af4d7",
"type": "ai_textSplitter",
"index": 0
}
]
]
},
"23afa2cc-7085-474f-aa9e-b110ef17208c": {
"main": [
[
{
"node": "f7098791-889a-4e9a-bd8f-f3b52dfc8839",
"type": "main",
"index": 0
}
]
]
},
"07bb3ae1-145f-4784-8409-d3bc73d5522c": {
"ai_textSplitter": [
[
{
"node": "f838f548-52dd-4aaf-aa97-9a8029018a1a",
"type": "ai_textSplitter",
"index": 0
}
]
]
}
}
}Comment utiliser ce workflow ?
Copiez le code de configuration JSON ci-dessus, créez un nouveau workflow dans votre instance n8n et sélectionnez "Importer depuis le JSON", collez la configuration et modifiez les paramètres d'authentification selon vos besoins.
Dans quelles scénarios ce workflow est-il adapté ?
Avancé - Intelligence Artificielle
Est-ce payant ?
Ce workflow est entièrement gratuit et peut être utilisé directement. Veuillez noter que les services tiers utilisés dans le workflow (comme l'API OpenAI) peuvent nécessiter un paiement de votre part.
Workflows recommandés
Davide
@n3witaliaFull-stack Web Developer based in Italy specialising in Marketing & AI-powered automations. For business enquiries, send me an email at info@n3w.it or add me on Linkedin.com/in/davideboizza
Partager ce workflow