Activer la fonction de mise à jour des documents pour RAG

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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

Prérequis
  • 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
Aperçu du workflow
Visualisation des connexions entre les nœuds, avec support du zoom et du déplacement
Exporter le workflow
Copiez la configuration JSON suivante dans n8n pour importer et utiliser ce workflow
{
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  "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
    },
    {
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      "name": "Qdrant Vector Store",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "position": [
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        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": [
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      ],
      "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": [
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              "name": "Content-Type",
              "value": "application/json"
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      "credentials": {
        "httpHeaderAuth": {
          "id": "qhny6r5ql9wwotpn",
          "name": "Qdrant API (Hetzner)"
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      },
      "typeVersion": 4.2
    },
    {
      "id": "25c035aa-7a07-47cf-8878-44ac2eab0c3d",
      "name": "Recursive Character Text Splitter",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        1060,
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      ],
      "parameters": {
        "options": {},
        "chunkSize": 500,
        "chunkOverlap": 50
      },
      "typeVersion": 1
    },
    {
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      "name": "Loop Over Items",
      "type": "n8n-nodes-base.splitInBatches",
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      "parameters": {
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              {
                "name": "file_id",
                "value": "={{ $('Download file').item.json.file_id }}"
              },
              {
                "name": "file_name",
                "value": "={{ $binary.data.fileName}}"
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        "sendBody": true,
        "sendHeaders": true,
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        "genericAuthType": "httpHeaderAuth",
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      "position": [
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      ],
      "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": [
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        700
      ],
      "parameters": {
        "height": 360,
        "content": "# STEP 3\n\n## FILE ID\nSet Google Drive File ID to update\n"
      },
      "typeVersion": 1
    },
    {
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      "name": "Clear collection",
      "type": "n8n-nodes-base.httpRequest",
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      ],
      "parameters": {
        "url": "http://QDRANTURL/collections/COLLECTION/points/delete",
        "method": "POST",
        "options": {},
        "jsonBody": "{\n  \"filter\": {}\n}",
        "sendBody": true,
        "sendHeaders": true,
        "specifyBody": "json",
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      "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",
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      "position": [
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      ],
      "parameters": {
        "fileId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $json.id }}"
        },
        "options": {
          "googleFileConversion": {
            "conversion": {
              "docsToFormat": "text/plain"
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          }
        },
        "operation": "download"
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          "value": "ocr_mistral_test",
          "cachedResultName": "ocr_mistral_test"
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      "parameters": {
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        "height": 120,
        "content": "## STEP 4\nTest the RAG"
      },
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        "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"
      },
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              "name": "file_id",
              "type": "string",
              "value": "DRIVEFILE_ID"
            }
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        }
      },
      "typeVersion": 3.4
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      "name": "Update single file",
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      "parameters": {
        "mode": "insert",
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        "qdrantCollection": {
          "__rl": true,
          "mode": "list",
          "value": "negozio-emporio-verde",
          "cachedResultName": "negozio-emporio-verde"
        }
      },
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      "position": [
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      "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."
      },
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    }
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Foire aux questions

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.

Informations sur le workflow
Niveau de difficulté
Avancé
Nombre de nœuds29
Catégorie1
Types de nœuds15
Description de la difficulté

Adapté aux utilisateurs avancés, avec des workflows complexes contenant 16+ nœuds

Auteur

Full-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

Liens externes
Voir sur n8n.io

Partager ce workflow

Catégories

Catégories: 34