Exemple de métrique d'évaluation : Classification

Intermédiaire

Ceci est unEngineering, AIworkflow d'automatisation du domainecontenant 13 nœuds.Utilise principalement des nœuds comme Set, Webhook, Evaluation, Agent, RespondToWebhook, combinant la technologie d'intelligence artificielle pour une automatisation intelligente. Exemple d'indicateur d'évaluation : Classification

Prérequis
  • Point de terminaison HTTP Webhook (généré automatiquement par n8n)
  • 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
{
  "meta": {
    "instanceId": "bf40384a063e00f3b983f4f9bada22b57a8231a04c0fb48d363e26d7b0f2b7e7",
    "templateCredsSetupCompleted": true
  },
  "nodes": [
    {
      "id": "88b3ca67-d7d6-4e6d-9529-d81377315c05",
      "name": "Note adhésive1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        180,
        -20
      ],
      "parameters": {
        "color": 7,
        "width": 180,
        "height": 260,
        "content": "Check whether the category/priority matches the expected one in the dataset"
      },
      "typeVersion": 1
    },
    {
      "id": "25d9ced2-d91c-486a-bbc9-481258c716e5",
      "name": "Note adhésive3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1200,
        40
      ],
      "parameters": {
        "width": 200,
        "height": 500,
        "content": "## How it works\nThis template shows how to calculate a workflow evaluation metric: **whether a category matches the expected one**.\n\nThe workflow takes support tickets and generates a category and priority, which is then compared with the correct answers in the dataset.\n\nYou can find more information on workflow evaluation [here](https://docs.n8n.io/advanced-ai/evaluations/overview), and other metric examples [here](https://docs.n8n.io/advanced-ai/evaluations/metric-based-evaluations/#2-calculate-metrics)."
      },
      "typeVersion": 1
    },
    {
      "id": "c1f452ac-31e6-4a8c-9558-92ba83a34464",
      "name": "Note adhésive4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -960,
        280
      ],
      "parameters": {
        "color": 7,
        "width": 220,
        "height": 220,
        "content": "Read in [this test dataset](https://docs.google.com/spreadsheets/d/1uuPS5cHtSNZ6HNLOi75A2m8nVWZrdBZ_Ivf58osDAS8/edit?gid=294497137#gid=294497137) of support tickets"
      },
      "typeVersion": 1
    },
    {
      "id": "79375ec3-713a-4d07-8701-2c8d3392d6c5",
      "name": "Agent IA",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -420,
        200
      ],
      "parameters": {
        "text": "=Subject: {{ $json.subject }}\nBody: {{ $json.body }}",
        "options": {
          "systemMessage": "=You are a support triage assistant.\nGiven the subject and body of a customer support email, return the category and priority based on the following classification:\n\n### Categories:\nBug Report\nFeature Request\nUsage Question\nAccount/Billing\nOutage/Emergency\nIntegration Issue\nFeedback/Compliment\nOther/Uncategorized\n\n### Priorities:\nLow, Medium, High, Urgent\n\nReturn your output as JSON in this format:\n{\n  \"category\": \"<category>\",\n  \"priority\": \"<priority>\"\n}\n\n### Example \nExample input:\nSubject: OAuth not working with Salesforce node\nBody: I'm trying to connect to Salesforce using OAuth2, but I keep getting a token error. I followed the docs exactly.\n\nExpected output:\n{\n  \"category\": \"Integration Issue\",\n  \"priority\": \"High\"\n}",
          "returnIntermediateSteps": true
        },
        "promptType": "define",
        "hasOutputParser": true
      },
      "typeVersion": 1.9
    },
    {
      "id": "93932809-9b1e-47a2-a50d-0b0978d0b881",
      "name": "OpenAI Modèle de chat",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -440,
        420
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4o-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "Ag9qPAsY7lpIGkvC",
          "name": "JPs n8n openAI key"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "5d8383f2-e0ea-4fd9-bdcb-0f04e1872896",
      "name": "Analyseur de sortie structurée",
      "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
      "position": [
        -240,
        420
      ],
      "parameters": {
        "jsonSchemaExample": "{\n  \"category\": \"<category>\",\n  \"priority\": \"<priority>\"\n}"
      },
      "typeVersion": 1.2
    },
    {
      "id": "e0d259ea-a9b7-45db-a4fb-fa2a2e5769b3",
      "name": "Vérifier la catégorisation",
      "type": "n8n-nodes-base.set",
      "position": [
        220,
        80
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "58c48e6f-4a12-4bf6-94ae-705244273a84",
              "name": "category_match",
              "type": "boolean",
              "value": "={{ $json.output.category == $('When fetching a dataset row').item.json.expected_category }}"
            },
            {
              "id": "23959e14-6026-4bd5-b28c-12ab529f21de",
              "name": "priority_match",
              "type": "boolean",
              "value": "={{ $json.output.priority == $('When fetching a dataset row').item.json.expected_priority }}"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "1ffc9841-a146-4127-a957-69cb73f7e6f8",
      "name": "Correspondre au format webhook",
      "type": "n8n-nodes-base.set",
      "position": [
        -680,
        340
      ],
      "parameters": {
        "mode": "raw",
        "options": {},
        "jsonOutput": "=  {\n    \"headers\": {\n    },\n    \"params\": {},\n    \"query\": {\n      \"subject\": {{ $json.subject.toJsonString() }},\n      \"body\": {{ $json.body.toJsonString() }}\n    },\n    \"body\": {},\n    \"executionMode\": \"test\"\n  }"
      },
      "typeVersion": 3.4
    },
    {
      "id": "7505b06e-0179-4e8a-a830-8631be7a9ca9",
      "name": "Webhook",
      "type": "n8n-nodes-base.webhook",
      "position": [
        -900,
        40
      ],
      "webhookId": "fbe73ea5-bb42-4e3b-9eea-1b6535248eef",
      "parameters": {
        "path": "fbe73ea5-bb42-4e3b-9eea-1b6535248eef",
        "options": {}
      },
      "typeVersion": 2
    },
    {
      "id": "5090592c-b883-4644-a8d5-74ada2c4863e",
      "name": "Lors de la récupération d'une ligne de jeu de données",
      "type": "n8n-nodes-base.evaluationTrigger",
      "position": [
        -900,
        340
      ],
      "parameters": {
        "sheetName": {
          "__rl": true,
          "mode": "url",
          "value": "https://docs.google.com/spreadsheets/d/1uuPS5cHtSNZ6HNLOi75A2m8nVWZrdBZ_Ivf58osDAS8/edit?gid=294497137#gid=294497137"
        },
        "documentId": {
          "__rl": true,
          "mode": "url",
          "value": "https://docs.google.com/spreadsheets/d/1uuPS5cHtSNZ6HNLOi75A2m8nVWZrdBZ_Ivf58osDAS8/edit?gid=294497137#gid=294497137"
        }
      },
      "credentials": {
        "googleSheetsOAuth2Api": {
          "id": "bpr2LoSELMlxpwnN",
          "name": "Google Sheets account David"
        }
      },
      "typeVersion": 4.6
    },
    {
      "id": "30ecf24a-2012-4751-a7fd-712fa498ac46",
      "name": "Répondre à Webhook",
      "type": "n8n-nodes-base.respondToWebhook",
      "position": [
        220,
        320
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1.3
    },
    {
      "id": "a6293ef9-fd50-439e-a906-c9e03e97d0bc",
      "name": "Évaluation en cours ?",
      "type": "n8n-nodes-base.evaluation",
      "position": [
        -60,
        200
      ],
      "parameters": {
        "operation": "checkIfEvaluating"
      },
      "typeVersion": 4.6
    },
    {
      "id": "db1b0fac-0268-44c3-87ce-af552bb6c42d",
      "name": "Définir les métriques",
      "type": "n8n-nodes-base.evaluation",
      "position": [
        440,
        80
      ],
      "parameters": {
        "metrics": {
          "assignments": [
            {
              "id": "0e507b06-e6d5-4ace-aa22-f06c6db5b883",
              "name": "category_match",
              "type": "number",
              "value": "={{ $json.category_match.toNumber() }}"
            },
            {
              "id": "44918a17-d8b9-41e1-b336-3ee67b86b528",
              "name": "priority_match",
              "type": "number",
              "value": "={{ $json.priority_match.toNumber() }}"
            }
          ]
        },
        "operation": "setMetrics"
      },
      "typeVersion": 4.6
    }
  ],
  "pinData": {},
  "connections": {
    "7505b06e-0179-4e8a-a830-8631be7a9ca9": {
      "main": [
        [
          {
            "node": "79375ec3-713a-4d07-8701-2c8d3392d6c5",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "79375ec3-713a-4d07-8701-2c8d3392d6c5": {
      "main": [
        [
          {
            "node": "a6293ef9-fd50-439e-a906-c9e03e97d0bc",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "a6293ef9-fd50-439e-a906-c9e03e97d0bc": {
      "main": [
        [
          {
            "node": "e0d259ea-a9b7-45db-a4fb-fa2a2e5769b3",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "30ecf24a-2012-4751-a7fd-712fa498ac46",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "93932809-9b1e-47a2-a50d-0b0978d0b881": {
      "ai_languageModel": [
        [
          {
            "node": "79375ec3-713a-4d07-8701-2c8d3392d6c5",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "e0d259ea-a9b7-45db-a4fb-fa2a2e5769b3": {
      "main": [
        [
          {
            "node": "db1b0fac-0268-44c3-87ce-af552bb6c42d",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "1ffc9841-a146-4127-a957-69cb73f7e6f8": {
      "main": [
        [
          {
            "node": "79375ec3-713a-4d07-8701-2c8d3392d6c5",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "5d8383f2-e0ea-4fd9-bdcb-0f04e1872896": {
      "ai_outputParser": [
        [
          {
            "node": "79375ec3-713a-4d07-8701-2c8d3392d6c5",
            "type": "ai_outputParser",
            "index": 0
          }
        ]
      ]
    },
    "5090592c-b883-4644-a8d5-74ada2c4863e": {
      "main": [
        [
          {
            "node": "1ffc9841-a146-4127-a957-69cb73f7e6f8",
            "type": "main",
            "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, 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
Intermédiaire
Nombre de nœuds13
Catégorie2
Types de nœuds9
Description de la difficulté

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

Liens externes
Voir sur n8n.io

Partager ce workflow

Catégories

Catégories: 34