{
"id": "YoUP55V241b9F2ze",
"meta": {
"instanceId": "35ec7a1e5284dd5dab4dac454bbb30405138d2784c99e56ef8887a4fa9cd1977",
"templateCredsSetupCompleted": true
},
"name": "Qdrant Vector Database Embedding Pipeline",
"tags": [],
"nodes": [
{
"id": "934ffad4-c93e-40c1-b4fd-1c09b518a9c3",
"name": "Qdrant Vector Store",
"type": "@n8n\/n8n-nodes-langchain.vectorStoreQdrant",
"position": [
460,
-460
],
"parameters": {
"mode": "insert",
"options": [],
"qdrantCollection": {
"__rl": true,
"mode": "list",
"value": "sv_lang_data",
"cachedResultName": "sv_lang_data"
},
"embeddingBatchSize": 100
},
"credentials": {
"qdrantApi": {
"id": "vUb9tbEnXzu7uNUb",
"name": "QdrantApi svenska"
}
},
"typeVersion": 1.100000000000000088817841970012523233890533447265625
},
{
"id": "4127d85d-45c9-4536-a15d-08af9dfdcfa8",
"name": "When clicking \u2018Test workflow\u2019",
"type": "n8n-nodes-base.manualTrigger",
"position": [
-960,
-460
],
"parameters": [],
"typeVersion": 1
},
{
"id": "abb61b81-72e0-468e-855b-72402db828fc",
"name": "Embeddings OpenAI",
"type": "@n8n\/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
400,
-240
],
"parameters": {
"options": []
},
"credentials": {
"openAiApi": {
"id": "kftHaZgVKiB9BmKU",
"name": "OpenAi account"
}
},
"typeVersion": 1.1999999999999999555910790149937383830547332763671875
},
{
"id": "e9ae24be-6da9-4c04-b891-7e450f505e02",
"name": "Default Data Loader",
"type": "@n8n\/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
780,
-180
],
"parameters": {
"options": [],
"dataType": "binary"
},
"typeVersion": 1
},
{
"id": "9aff896d-4edb-494c-b84f-ede4e47db1e3",
"name": "Character Text Splitter",
"type": "@n8n\/n8n-nodes-langchain.textSplitterCharacterTextSplitter",
"position": [
800,
20
],
"parameters": {
"separator": "\"chunk_id\""
},
"typeVersion": 1
},
{
"id": "a083a47e-a835-4323-86a8-a2eaed226aaa",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
-760,
-680
],
"parameters": {
"color": 4,
"width": 260,
"height": 200,
"content": "### Fetch JSON File List\n**Node:** FTP (all files)\n**Operation:** List\n**Path:** <file path>\n\nRecursively lists all .json files prepared for embedding."
},
"typeVersion": 1
},
{
"id": "072ae9dc-c1cd-4ceb-954a-6b6b1b984e29",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
-460,
-660
],
"parameters": {
"color": 5,
"height": 180,
"content": "### Iterate Over Files\n**Node:** Loop Over Items\n\nBatches each file path individually for processing."
},
"typeVersion": 1
},
{
"id": "08d852f2-f1de-42ce-b882-1dc1343ed967",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
-160,
-700
],
"parameters": {
"color": 4,
"width": 420,
"height": 220,
"content": "### Download Each File\n**Node:** FTP (1 file download)\n\nDownloads the current file in binary form using:\n```\nPath = file_path\/{{ $json.name }}\n```"
},
"typeVersion": 1
},
{
"id": "905c3d74-2817-4aa3-865d-51e972cbbb5a",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
-80
],
"parameters": {
"color": 3,
"width": 320,
"height": 400,
"content": "### Parse JSON Document (Default Data Loader)\n**Node:** Default Data Loader\n**Loader Type**: binary\n- Converts JSON structure into a document format compatible with embedding.\n\n\n### Split into Smaller Chunks\n**Node:** Character Text Splitter\n**Split by:** \"chunk_id\" or custom logic based on chunk formatting\n\nOptional node if chunk size normalization is required before embedding."
},
"typeVersion": 1
},
{
"id": "9fb8e5be-3ee1-42b4-a858-40bc6afcf457",
"name": "List all the files",
"type": "n8n-nodes-base.ftp",
"position": [
-700,
-460
],
"parameters": {
"path": "Oracle\/AI\/embedding\/svenska",
"operation": "list"
},
"credentials": {
"ftp": {
"id": "JufoKeNjsIgbCBWe",
"name": "FTP account"
}
},
"typeVersion": 1
},
{
"id": "6f8d0390-5851-44ca-9712-0ae51f9a22ef",
"name": "Loop over one item",
"type": "n8n-nodes-base.splitInBatches",
"position": [
-400,
-460
],
"parameters": {
"options": []
},
"typeVersion": 3
},
{
"id": "1c89a4a9-ec68-4c48-b7bc-74f5b30d8ac2",
"name": "Downloading item",
"type": "n8n-nodes-base.ftp",
"position": [
-40,
-440
],
"parameters": {
"path": "=Oracle\/AI\/embedding\/svenska\/{{ $json.name }}",
"binaryPropertyName": "binary.data"
},
"credentials": {
"ftp": {
"id": "JufoKeNjsIgbCBWe",
"name": "FTP account"
}
},
"typeVersion": 1,
"alwaysOutputData": true
},
{
"id": "01ca4ee3-5f1c-4977-a7f9-88e46db580ad",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
360,
-960
],
"parameters": {
"width": 480,
"height": 460,
"content": "### Store in Vector DB\n**Node:** Qdrant Vector Store\n**Batch Size:** 100\n\n**Collection:** <collection_name>\nSends cleaned text chunks to OpenAI to get embeddings (1536 dim for text-embedding-ada-002)\n\n#### collection settings in Qdrant cluster\n```\nPUT \/collections\/{collection_name}\n{\n \"vectors\": {\n \"size\": 1536,\n \"distance\": \"Cosine\"\n }\n}\n```\nEmbed Chunks\n**Node:** Embeddings OpenAI\nPushes the embedded chunks (with metadata) into Qdrant for semantic retrieval."
},
"typeVersion": 1
}
],
"active": false,
"pinData": [],
"settings": {
"executionOrder": "v1"
},
"versionId": "c71fca63-26e9-4795-9a00-942dab6d07ce",
"connections": {
"Downloading item": {
"main": [
[
{
"node": "Qdrant Vector Store",
"type": "main",
"index": 0
}
]
]
},
"Embeddings OpenAI": {
"ai_embedding": [
[
{
"node": "Qdrant Vector Store",
"type": "ai_embedding",
"index": 0
}
]
]
},
"List all the files": {
"main": [
[
{
"node": "Loop over one item",
"type": "main",
"index": 0
}
]
]
},
"Loop over one item": {
"main": [
[],
[
{
"node": "Downloading item",
"type": "main",
"index": 0
}
]
]
},
"Default Data Loader": {
"ai_document": [
[
{
"node": "Qdrant Vector Store",
"type": "ai_document",
"index": 0
}
]
]
},
"Qdrant Vector Store": {
"main": [
[
{
"node": "List all the files",
"type": "main",
"index": 0
}
]
]
},
"Character Text Splitter": {
"ai_textSplitter": [
[
{
"node": "Default Data Loader",
"type": "ai_textSplitter",
"index": 0
}
]
]
},
"When clicking \u2018Test workflow\u2019": {
"main": [
[
{
"node": "List all the files",
"type": "main",
"index": 0
}
]
]
}
}
}
