Expert en raisonnement avec un ontologie de connaissances Graph RAG

Intermédiaire

Ceci est unEngineering, AI RAGworkflow d'automatisation du domainecontenant 8 nœuds.Utilise principalement des nœuds comme Agent, HttpRequestTool, ChatTrigger, LmChatOpenAi, MemoryBufferWindow. Créer un mode de raisonnement personnalisé pour les agents IA avec GraphRAG et une ontologie de connaissances

Prérequis
  • Peut nécessiter les informations d'identification d'authentification de l'API cible
  • Clé API OpenAI
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
{
  "id": "a31fIa8ZmGBq07CK",
  "meta": {
    "instanceId": "2a26454b0172ffcb8d70ba77c235b1209f92cd71bf06c79ba609c7173b416d68",
    "templateCredsSetupCompleted": true
  },
  "name": "Reasoning Expert with Graph RAG Knowledge Ontology",
  "tags": [],
  "nodes": [
    {
      "id": "aa3aae5b-5652-4bd8-a1bf-986eb9765ab3",
      "name": "À la réception du message",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        -480,
        -220
      ],
      "webhookId": "2dfe79eb-bbb0-49ed-83c9-cb3e2a49602f",
      "parameters": {
        "options": {}
      },
      "typeVersion": 1.1
    },
    {
      "id": "7c700795-faff-412e-aecb-4624439c1246",
      "name": "Modèle de chat OpenAI",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -360,
        200
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4o-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "07wFa8Wa4mMRCHAj",
          "name": "OpenAi account 2"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "4a09a841-6743-4d8f-8cbc-33b64b2d21bb",
      "name": "Simple Mémoire",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        -160,
        200
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "c388dd69-24a6-422b-a08c-4a2046a75997",
      "name": "Interaction Dynamics Expert",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        200,
        200
      ],
      "parameters": {
        "url": "https://infranodus.com/api/v1/graphAndAdvice?doNotSave=true&addStats=true&optimize=develop&includeStatements=true&includeGraphSummary=true&includeGraph=false",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "authentication": "genericCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "name",
              "value": "eightos_system"
            },
            {
              "name": "requestMode",
              "value": "response"
            },
            {
              "name": "prompt",
              "value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('parameters2_Value', `User query to send to the expert`, 'string') }}"
            },
            {
              "name": "aiTopics",
              "value": "true"
            }
          ]
        },
        "genericAuthType": "httpBearerAuth",
        "toolDescription": "You are an expert in interaction dynamics who provides advice on the best way to interact with people and situations. You receive information about the dynamics of an interaction and then provide advice for what to do next based on these dynamics.\n\n<MainConcepts>: \n[[escalation]], [[adaptive_strategy]], [[metastability]], [[polysingularity]]\n</MainConcepts>\n\n\n<MainTopics>: \n1. Tension Dynamics: [[escalation]] [[engagement]] [[tension_release]] \n2. Synergistic Growth: [[synergy]] [[assimilation]] [[common_good]] \n3. Ethical Narratives: [[∞os_private_ethics]] [[narrative_activation_formula]] [[environment]] \n4. Chaotic Stability: [[metastability]] [[chaotic_itinerancy]] [[dynamic_stability]] \n5. Adaptive Fluidity: [[adaptive_strategy]] [[fluidity]] [[environmental_input]] \n6. Diverse Governance: [[polysingularity]] [[hedging_preset]] [[holocracy]] \n</MainTopics>\n\n<TopicalGap>: \n4. Chaotic Stability: [[metastability]] [[chaotic_itinerancy]] \n6. Diverse Governance: [[polysingularity]] [[hedging_preset]] \n</TopicalGap>\n\n<ConceptualGateways> \n[[common_good]] [[chaotic_itinerancy]] [[hedging_preset]] [[environmental_input]] [[synergy]] [[narrative_activation_formula]] [[∞os_private_ethics]] [[environment]] [[fluidity]] [[holocracy]] [[assimilation]] [[panarchy]] [[discipline_preset]] \n</ConceptualGateways>\n\n\n<Relations>: \n1) [[dissipation]] [[tension_release]]\n2) [[dissipation]] [[a_r_d_method]]\n3) [[common_good]] [[synergy]]\n4) [[oscillatory_progress]] [[pendulation]]\n5) [[assimilation]] [[energy_absorption]]\n6) [[feedback_escalation]] [[feedback_loop]]\n7) [[metastability]] [[chaotic_itinerancy]]\n8) [[polysingularity]] [[diversity]]\n9) [[oscillatory_pattern]] [[synchronization]]\n10) [[fluidity]] [[adaptive_strategy]]\n11) [[tension_increase]] [[tension_release]]\n12) [[escalation]] [[adaptive_strategy]]\n</Relations>\n\nSentiment (wink):\npositive: 15%, negative: 18%, neutral: 68%\n\n"
      },
      "credentials": {
        "httpBearerAuth": {
          "id": "zVdEF7tjCSMRkhDJ",
          "name": "InfraNodus Experts Account"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "1bf99f65-00fb-49f3-b576-b21acc14e2ae",
      "name": "Reasoning Agent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -200,
        -60
      ],
      "parameters": {
        "options": {
          "systemMessage": "You are a reasoning agent. You have access to a dynamic interaction expert that provides you advice on how to continue your interaction. When you send a request to this expert, you need to give it an interpretation of the previous interaction and its dynamics (your interpretation of the conversation) using the language and concepts that the reasoning agent will understand. \n\nUse the response from the expert as an instruction to improve your response to the user's query. Give the utmost importance to the expert's advice to improve your standard response to the client's original query."
        }
      },
      "typeVersion": 1.9
    },
    {
      "id": "61106e92-7c6a-4e93-8afb-180f00123f2e",
      "name": "Note adhésive",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -220,
        -240
      ],
      "parameters": {
        "width": 380,
        "height": 320,
        "content": "## 1. Reasoning Agent \n\nHere you add a system prompt that tell the agent to augment the original prompt using its knowledge about the reasoning ontology. "
      },
      "typeVersion": 1
    },
    {
      "id": "7b409287-758d-46e8-b828-69776ce5f56d",
      "name": "Note adhésive1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        60,
        120
      ],
      "parameters": {
        "width": 340,
        "height": 560,
        "content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## 2. Reasoning Ontology\n\nHere you add an [InfraNodus](https://infranodus.com) knowledge graph that will contain the reasoning ontology you want to use. \n\n1. Specify it in the `name` field\n\n2. Add a description and topical summary (generated in `Project Notes` > `prompt augmentation for RAG` on the graph's page)"
      },
      "typeVersion": 1
    },
    {
      "id": "06e7c099-dd74-4f46-bb3b-b7639c3fc3ea",
      "name": "Note adhésive2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        400,
        120
      ],
      "parameters": {
        "width": 420,
        "height": 560,
        "content": "\n\n\n\n\n\n\n\n\n\n### Knowledge Graph: Reasoning Ontology\n\nYou can auto-generate the reasoning ontology using the [https://infranodus.com/import/ai-ontologies](https://infranodus.com/import/ai-ontologies) interface and / or edit it manually using the [[wiki links]] for nodes and [tags] for relationship types. \n\n[![InfraNodus knowledge graph](https://infranodus.com/images/front/blog/reasoning-knowledge-graph-infranodus.png)](https://support.noduslabs.com/hc/en-us/articles/21429518472988-Using-Knowledge-Graphs-as-Reasoning-Experts)\n\n**[Learn more on the InfraNodus support portal](https://support.noduslabs.com/hc/en-us/articles/21429518472988-Using-Knowledge-Graphs-as-Reasoning-Experts)**\n"
      },
      "typeVersion": 1
    }
  ],
  "active": false,
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "02353b90-13a1-4624-bc39-391a0dd4a1b0",
  "connections": {
    "Simple Memory": {
      "ai_memory": [
        [
          {
            "node": "1bf99f65-00fb-49f3-b576-b21acc14e2ae",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "1bf99f65-00fb-49f3-b576-b21acc14e2ae": {
      "main": [
        []
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "1bf99f65-00fb-49f3-b576-b21acc14e2ae",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "1bf99f65-00fb-49f3-b576-b21acc14e2ae",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "c388dd69-24a6-422b-a08c-4a2046a75997": {
      "ai_tool": [
        [
          {
            "node": "1bf99f65-00fb-49f3-b576-b21acc14e2ae",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    }
  }
}
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 ?

Intermédiaire - Ingénierie, RAG IA

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
Intermédiaire
Nombre de nœuds8
Catégorie2
Types de nœuds6
Description de la difficulté

Adapté aux utilisateurs expérimentés, avec des workflows de complexité moyenne contenant 6-15 nœuds

Auteur
InfraNodus

InfraNodus

@infranodus

I'm Dmitry, the founder of InfraNodus — an AI text network analysis tool. I'm passionate about networks and data visualization and its ability to reveal what everyone else is missing and to highlight different perspectives. I'm sharing the n8n templates that make use of this unique capability of InfraNodus for multiple scenarios.

Liens externes
Voir sur n8n.io

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Catégories

Catégories: 34