Automated End To End Fine Tuning Of Openai Models With Google Drive Integration

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A recipe for Automated End To End Fine Tuning Of Openai Models With Google Drive Integration

Recipe Template

{
    "id": "gAzsjTGbfWuvAObi",
    "meta": {
        "instanceId": "a4bfc93e975ca233ac45ed7c9227d84cf5a2329310525917adaf3312e10d5462",
        "templateCredsSetupCompleted": true
    },
    "name": "Fine-tuning with OpenAI models",
    "tags": [
        {
            "id": "2VG6RbmUdJ2VZbrj",
            "name": "Google Drive",
            "createdAt": "2024-12-04T16:50:56.177Z",
            "updatedAt": "2024-12-04T16:50:56.177Z"
        },
        {
            "id": "paTcf5QZDJsC2vKY",
            "name": "OpenAI",
            "createdAt": "2024-12-04T16:52:10.768Z",
            "updatedAt": "2024-12-04T16:52:10.768Z"
        }
    ],
    "nodes": [
        {
            "id": "ff65c2db-6a94-4e56-a10c-2538c9617df6",
            "name": "When clicking \u2018Test workflow\u2019",
            "type": "n8n-nodes-base.manualTrigger",
            "position": [
                220,
                320
            ],
            "parameters": [],
            "typeVersion": 1
        },
        {
            "id": "208fc618-0543-4552-bd65-9c808c879d88",
            "name": "Google Drive",
            "type": "n8n-nodes-base.googleDrive",
            "position": [
                440,
                320
            ],
            "parameters": {
                "fileId": {
                    "__rl": true,
                    "mode": "list",
                    "value": "1wvlEcbxFIENvqL-bACzlLEfy5gA6uF9J",
                    "cachedResultUrl": "https:\/\/drive.google.com\/file\/d\/1wvlEcbxFIENvqL-bACzlLEfy5gA6uF9J\/view?usp=drivesdk",
                    "cachedResultName": "test_fine_tuning.jsonl"
                },
                "options": {
                    "binaryPropertyName": "data.jsonl",
                    "googleFileConversion": {
                        "conversion": {
                            "docsToFormat": "application\/pdf"
                        }
                    }
                },
                "operation": "download"
            },
            "credentials": {
                "googleDriveOAuth2Api": {
                    "id": "HEy5EuZkgPZVEa9w",
                    "name": "Google Drive account"
                }
            },
            "typeVersion": 3
        },
        {
            "id": "3580d925-c8c9-446f-bfa4-faae5ed3f44a",
            "name": "AI Agent",
            "type": "@n8n\/n8n-nodes-langchain.agent",
            "position": [
                500,
                800
            ],
            "parameters": {
                "options": []
            },
            "typeVersion": 1.7
        },
        {
            "id": "d309da46-c44e-47b7-bb46-5ee6fe7e6964",
            "name": "When chat message received",
            "type": "@n8n\/n8n-nodes-langchain.chatTrigger",
            "position": [
                220,
                800
            ],
            "webhookId": "88151d03-e7f5-4c9a-8190-7cff8e849ca2",
            "parameters": {
                "options": []
            },
            "typeVersion": 1.1
        },
        {
            "id": "84b896f7-d1dd-4485-a088-3c7f8154a406",
            "name": "OpenAI Chat Model",
            "type": "@n8n\/n8n-nodes-langchain.lmChatOpenAi",
            "position": [
                380,
                1000
            ],
            "parameters": {
                "model": "ft:gpt-4o-mini-2024-07-18:n3w-italia::AsVfsl7B",
                "options": []
            },
            "credentials": {
                "openAiApi": {
                    "id": "CDX6QM4gLYanh0P4",
                    "name": "OpenAi account"
                }
            },
            "typeVersion": 1.1
        },
        {
            "id": "3bff93e4-70c3-48c7-b0b3-d2a9881689c4",
            "name": "Sticky Note1",
            "type": "n8n-nodes-base.stickyNote",
            "position": [
                220,
                560
            ],
            "parameters": {
                "width": 556.5145228215765,
                "height": 211.35269709543567,
                "content": "# Step 2\n\nOnce the .jsonl file for training is uploaded (See the entire process here.: https:\/\/platform.openai.com\/finetune\/), a \"new model\" will be created and made available via your API. OpenAI will automatically train it based on the uploaded .jsonl file. If the training is successful, the new model will be accessible via API.\n\neg. ft:gpt-4o-mini-2024-07-18:n3w-italia::XXXXX7B"
            },
            "typeVersion": 1
        },
        {
            "id": "ea67edd7-986d-47cd-bc1a-5df49851e27b",
            "name": "Sticky Note2",
            "type": "n8n-nodes-base.stickyNote",
            "position": [
                220,
                -5.676348547717737
            ],
            "parameters": {
                "width": 777.3941908713687,
                "height": 265.161825726141,
                "content": "# Step 1\n\nCreate the training file .jsonl with the following syntax and upload it to Drive.\n\n{\"messages\": [{\"role\": \"system\", \"content\": \"You are an experienced and helpful travel assistant.\"}, {\"role\": \"user\", \"content\": \"What documents are needed to travel to the United States?\"}, {\"role\": \"assistant\", \"content\": \"To travel to the United States, you will need a valid passport and an ESTA authorization, which you can apply for online. Make sure to check the specific requirements based on your nationality.\"}]}\n....\n\nThe file will be uploaded here: https:\/\/platform.openai.com\/storage\/files\n\n"
            },
            "typeVersion": 1
        },
        {
            "id": "87df3b85-01ac-41db-b5b6-a236871fa4e2",
            "name": "Upload File",
            "type": "@n8n\/n8n-nodes-langchain.openAi",
            "position": [
                660,
                320
            ],
            "parameters": {
                "options": {
                    "purpose": "fine-tune"
                },
                "resource": "file",
                "binaryPropertyName": "data.jsonl"
            },
            "credentials": {
                "openAiApi": {
                    "id": "CDX6QM4gLYanh0P4",
                    "name": "OpenAi account"
                }
            },
            "typeVersion": 1.8
        },
        {
            "id": "c8ec10d4-ff83-461f-94ac-45b68d298276",
            "name": "Create Fine-tuning Job",
            "type": "n8n-nodes-base.httpRequest",
            "position": [
                900,
                320
            ],
            "parameters": {
                "url": "https:\/\/api.openai.com\/v1\/fine_tuning\/jobs",
                "method": "POST",
                "options": [],
                "jsonBody": "={\n \"training_file\": \"{{ $json.id }}\",\n \"model\": \"gpt-4o-mini-2024-07-18\"\n} ",
                "sendBody": true,
                "sendHeaders": true,
                "specifyBody": "json",
                "authentication": "genericCredentialType",
                "genericAuthType": "httpHeaderAuth",
                "headerParameters": {
                    "parameters": [
                        {
                            "name": "Content-Type",
                            "value": "application\/json"
                        }
                    ]
                }
            },
            "credentials": {
                "httpHeaderAuth": {
                    "id": "0WeSLPyZXOxqMuzn",
                    "name": "OpenAI API"
                }
            },
            "typeVersion": 4.2
        }
    ],
    "active": false,
    "pinData": [],
    "settings": {
        "executionOrder": "v1"
    },
    "versionId": "a4aa95f5-132b-4aa3-a7f5-3bb316e00133",
    "connections": {
        "Upload File": {
            "main": [
                [
                    {
                        "node": "Create Fine-tuning Job",
                        "type": "main",
                        "index": 0
                    }
                ]
            ]
        },
        "Google Drive": {
            "main": [
                [
                    {
                        "node": "Upload File",
                        "type": "main",
                        "index": 0
                    }
                ]
            ]
        },
        "OpenAI Chat Model": {
            "ai_languageModel": [
                [
                    {
                        "node": "AI Agent",
                        "type": "ai_languageModel",
                        "index": 0
                    }
                ]
            ]
        },
        "When chat message received": {
            "main": [
                [
                    {
                        "node": "AI Agent",
                        "type": "main",
                        "index": 0
                    }
                ]
            ]
        },
        "When clicking \u2018Test workflow\u2019": {
            "main": [
                [
                    {
                        "node": "Google Drive",
                        "type": "main",
                        "index": 0
                    }
                ]
            ]
        }
    }
}

How to Use an n8n Template

1

Create a New Workflow

Click "New Workflow" in your n8n dashboard to get started.

2

Copy & Paste Template

First, copy this template: Click here to copy the JSON .
Then, in n8n, click the three dots (···) → "Import from file" and paste the JSON code.

3

Customize the Nodes

Go through each node in the workflow to update inputs like spreadsheet IDs, email addresses, or message content. Adjust field mappings to match your data.

4

Grant Access

For nodes that connect to external apps (like Google Sheets or Slack), you'll need to grant access. Connect your accounts using OAuth or an API key and save the credentials in the node.

5

Test It

Run the workflow by clicking "Execute Node" for each step or "Run Once" for the whole thing. Check the right sidebar to inspect data and debug any errors (they'll show up in red).

6

Activate Workflow

Once everything works as expected, click the "Activate" toggle to turn your workflow on. You're all set!