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Copy pathAutomated End-to-End Fine-Tuning of OpenAI Models with Google Drive Integration.json
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Copy pathAutomated End-to-End Fine-Tuning of OpenAI Models with Google Drive Integration.json
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267 lines (267 loc) · 5.58 KB
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{
"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 ‘Test workflow’",
"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 ‘Test workflow’": {
"main": [
[
{
"node": "Google Drive",
"type": "main",
"index": 0
}
]
]
}
}
}