Mistral OCR を基にした完全な RAG パイソンデモ(PDF から始める)

上級

これはAI, IT Ops分野の自動化ワークフローで、34個のノードを含みます。主にSet, Code, Wait, GoogleDrive, HttpRequestなどのノードを使用、AI技術を活用したスマート自動化を実現。 Mistral OCR、Qdrant、Gemini AIを組み合わせてPDFドキュメントRAGシステムを構築

前提条件
  • Google Drive API認証情報
  • ターゲットAPIの認証情報が必要な場合あり
  • OpenAI API Key
  • Qdrantサーバー接続情報
  • Google Gemini API Key

カテゴリー

ワークフロープレビュー
ノード接続関係を可視化、ズームとパンをサポート
ワークフローをエクスポート
以下のJSON設定をn8nにインポートして、このワークフローを使用できます
{
  "id": "IwtOfHq5pZQNDAF0",
  "meta": {
    "instanceId": "a4bfc93e975ca233ac45ed7c9227d84cf5a2329310525917adaf3312e10d5462",
    "templateCredsSetupCompleted": true
  },
  "name": "Complete RAG from PDF with Mistral OCR",
  "tags": [],
  "nodes": [
    {
      "id": "01a1b5b8-353f-4bfe-8bd0-c5dff1214c86",
      "name": "Mistral アップロード",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
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        520
      ],
      "parameters": {
        "url": "https://api.mistral.ai/v1/files",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "contentType": "multipart-form-data",
        "authentication": "predefinedCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "purpose",
              "value": "ocr"
            },
            {
              "name": "file",
              "parameterType": "formBinaryData",
              "inputDataFieldName": "data"
            }
          ]
        },
        "nodeCredentialType": "mistralCloudApi"
      },
      "credentials": {
        "mistralCloudApi": {
          "id": "FydnNvrpqnG0B7ee",
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      "typeVersion": 4.2
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    {
      "id": "45267068-bdbc-45d3-bfe9-354cad73285b",
      "name": "Mistral 署名付きURL",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        500,
        520
      ],
      "parameters": {
        "url": "=https://api.mistral.ai/v1/files/{{ $json.id }}/url",
        "options": {},
        "sendQuery": true,
        "sendHeaders": true,
        "authentication": "predefinedCredentialType",
        "queryParameters": {
          "parameters": [
            {
              "name": "expiry",
              "value": "24"
            }
          ]
        },
        "headerParameters": {
          "parameters": [
            {
              "name": "Accept",
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        "nodeCredentialType": "mistralCloudApi"
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      "credentials": {
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      "position": [
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        "jsonBody": "={\n  \"model\": \"mistral-ocr-latest\",\n  \"document\": {\n    \"type\": \"document_url\",\n    \"document_url\": \"{{ $json.url }}\"\n  },\n  \"include_image_base64\": true\n}",
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          "collectionConfig": ""
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        "qdrantCollection": {
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      "credentials": {
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    {
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        "workflowId": {
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        "workflowInputs": {
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          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
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        "inputSource": "passthrough"
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      "parameters": {
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        "jsonBody": "{\n  \"vectors\": {\n    \"size\": 1536,\n    \"distance\": \"Cosine\"  \n  },\n  \"shard_number\": 1,  \n  \"replication_factor\": 1,  \n  \"write_consistency_factor\": 1 \n}",
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        "content": "# STEP 1\n\n## Create Qdrant Collection\nChange:\n- QDRANTURL\n- COLLECTION"
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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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              "combineMapPrompt": "Write a concise summary of the following (in italiano):\n\n\n\"{text}\"\n\n\nCONCISE SUMMARY:"
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        "content": "## STEP 3\nIf you want a \"light\" and faster rag with the main contents replace the \"Set page\" node with \"Summarization Chain\""
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        "content": "## STEP 4\nTest the RAG"
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        "content": "## Complete RAG system from PDF Documents with Mistral OCR, Qdrant and Gemini AI\n\nThis workflow is designed to process PDF documents using Mistral's OCR capabilities, store the extracted text in a Qdrant vector database, and enable Retrieval-Augmented Generation (RAG) for answering questions. "
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よくある質問

このワークフローの使い方は?

上記のJSON設定コードをコピーし、n8nインスタンスで新しいワークフローを作成して「JSONからインポート」を選択、設定を貼り付けて認証情報を必要に応じて変更してください。

このワークフローはどんな場面に適していますか?

上級 - 人工知能, IT運用

有料ですか?

このワークフローは完全無料です。ただし、ワークフローで使用するサードパーティサービス(OpenAI APIなど)は別途料金が発生する場合があります。

ワークフロー情報
難易度
上級
ノード数34
カテゴリー2
ノードタイプ19
難易度説明

上級者向け、16ノード以上の複雑なワークフロー

作成者

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

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カテゴリー

カテゴリー: 34