The workflow JSON
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{
"id": "pPtCy6qPfEv1qNRn",
"name": "[1/3 - anomaly detection] [1/2 - KNN classification] Batch upload dataset to Qdrant (crops dataset)",
"tags": [
{
"id": "n3zAUYFhdqtjhcLf",
"name": "qdrant",
"createdAt": "2024-12-10T11:56:59.987Z",
"updatedAt": "2024-12-10T11:56:59.987Z"
}
],
"nodes": [
{
"id": "53831410-b4f3-4374-8bdd-c2a33cd873cb",
"name": "When clicking \u2018Test workflow\u2019",
"type": "n8n-nodes-base.manualTrigger",
"position": [
-640,
0
],
"parameters": {},
"typeVersion": 1
},
{
"id": "e303ccea-c0e0-4fe5-bd31-48380a0e438f",
"name": "Google Cloud Storage",
"type": "n8n-nodes-base.googleCloudStorage",
"position": [
820,
160
],
"parameters": {
"resource": "object",
"returnAll": true,
"bucketName": "n8n-qdrant-demo",
"listFilters": {
"prefix": "agricultural-crops"
},
"requestOptions": {}
},
"credentials": {
"googleCloudStorageOAuth2Api": {
"name": "<your credential>"
}
},
"typeVersion": 1
},
{
"id": "737bdb15-61cf-48eb-96af-569eb5986ee8",
"name": "Get fields for Qdrant",
"type": "n8n-nodes-base.set",
"position": [
1080,
160
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "10d9147f-1c0c-4357-8413-3130829c2e24",
"name": "=publicLink",
"type": "string",
"value": "=https://storage.googleapis.com/{{ $json.bucket }}/{{ $json.selfLink.split('/').splice(-1) }}"
},
{
"id": "ff9e6a0b-e47a-4550-a13b-465507c75f8f",
"name": "cropName",
"type": "string",
"value": "={{ $json.id.split('/').slice(-3, -2)[0].toLowerCase()}}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "2b18ed0c-38d3-49e9-be3d-4f7b35f4d9e5",
"name": "Qdrant cluster variables",
"type": "n8n-nodes-base.set",
"position": [
-360,
0
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "58b7384d-fd0c-44aa-9f8e-0306a99be431",
"name": "qdrantCloudURL",
"type": "string",
"value": "=https://152bc6e2-832a-415c-a1aa-fb529f8baf8d.eu-central-1-0.aws.cloud.qdrant.io"
},
{
"id": "e34c4d88-b102-43cc-a09e-e0553f2da23a",
"name": "collectionName",
"type": "string",
"value": "=agricultural-crops"
},
{
"id": "33581e0a-307f-4380-9533-615791096de7",
"name": "VoyageEmbeddingsDim",
"type": "number",
"value": 1024
},
{
"id": "6e390343-2cd2-4559-aba9-82b13acb7f52",
"name": "batchSize",
"type": "number",
"value": 4
}
]
}
},
"typeVersion": 3.4
},
{
"id": "f88d290e-3311-4322-b2a5-1350fc1f8768",
"name": "Embed crop image",
"type": "n8n-nodes-base.httpRequest",
"position": [
2120,
160
],
"parameters": {
"url": "https://api.voyageai.com/v1/multimodalembeddings",
"method": "POST",
"options": {},
"jsonBody": "={{\n{\n \"inputs\": $json.batchVoyage,\n \"model\": \"voyage-multimodal-3\",\n \"input_type\": \"document\"\n}\n}}",
"sendBody": true,
"specifyBody": "json",
"authentication": "genericCredentialType",
"genericAuthType": "httpHeaderAuth"
},
"credentials": {
"httpHeaderAuth": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "250c6a8d-f545-4037-8069-c834437bbe15",
"name": "Create Qdrant Collection",
"type": "n8n-nodes-base.httpRequest",
"position": [
320,
160
],
"parameters": {
"url": "={{ $('Qdrant cluster variables').first().json.qdrantCloudURL }}/collections/{{ $('Qdrant cluster variables').first().json.collectionName }}",
"method": "PUT",
"options": {},
"jsonBody": "={{\n{\n \"vectors\": {\n \"voyage\": { \n \"size\": $('Qdrant cluster variables').first().json.VoyageEmbeddingsDim, \n \"distance\": \"Cosine\" \n } \n }\n}\n}}",
"sendBody": true,
"specifyBody": "json",
"authentication": "predefinedCredentialType",
"nodeCredentialType": "qdrantApi"
},
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "20b612ff-4794-43ef-bf45-008a16a2f30f",
"name": "Check Qdrant Collection Existence",
"type": "n8n-nodes-base.httpRequest",
"position": [
-100,
0
],
"parameters": {
"url": "={{ $json.qdrantCloudURL }}/collections/{{ $json.collectionName }}/exists",
"options": {},
"authentication": "predefinedCredentialType",
"nodeCredentialType": "qdrantApi"
},
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "c067740b-5de3-452e-a614-bf14985a73a0",
"name": "Batches in the API's format",
"type": "n8n-nodes-base.set",
"position": [
1860,
160
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "f14db112-6f15-4405-aa47-8cb56bb8ae7a",
"name": "=batchVoyage",
"type": "array",
"value": "={{ $json.batch.map(item => ({ \"content\": ([{\"type\": \"image_url\", \"image_url\": item[\"publicLink\"]}])}))}}"
},
{
"id": "3885fd69-66f5-4435-86a4-b80eaa568ac1",
"name": "=batchPayloadQdrant",
"type": "array",
"value": "={{ $json.batch.map(item => ({\"crop_name\":item[\"cropName\"], \"image_path\":item[\"publicLink\"]})) }}"
},
{
"id": "8ea7a91e-af27-49cb-9a29-41dae15c4e33",
"name": "uuids",
"type": "array",
"value": "={{ $json.uuids }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "bf9a9532-db64-4c02-b91d-47e708ded4d3",
"name": "Batch Upload to Qdrant",
"type": "n8n-nodes-base.httpRequest",
"position": [
2320,
160
],
"parameters": {
"url": "={{ $('Qdrant cluster variables').first().json.qdrantCloudURL }}/collections/{{ $('Qdrant cluster variables').first().json.collectionName }}/points",
"method": "PUT",
"options": {},
"jsonBody": "={{\n{\n \"batch\": {\n \"ids\" : $('Batches in the API\\'s format').item.json.uuids,\n \"vectors\": {\"voyage\": $json.data.map(item => item[\"embedding\"]) },\n \"payloads\": $('Batches in the API\\'s format').item.json.batchPayloadQdrant\n }\n}\n}}",
"sendBody": true,
"specifyBody": "json",
"authentication": "predefinedCredentialType",
"nodeCredentialType": "qdrantApi"
},
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "3c30373f-c84c-405f-bb84-ec8b4c7419f4",
"name": "Split in batches, generate uuids for Qdrant points",
"type": "n8n-nodes-base.code",
"position": [
1600,
160
],
"parameters": {
"language": "python",
"pythonCode": "import uuid\n\ncrops = [item.json for item in _input.all()]\nbatch_size = int(_('Qdrant cluster variables').first()['json']['batchSize'])\n\ndef split_into_batches_add_uuids(array, batch_size):\n return [\n {\n \"batch\": array[i:i + batch_size],\n \"uuids\": [str(uuid.uuid4()) for j in range(len(array[i:i + batch_size]))]\n }\n for i in range(0, len(array), batch_size)\n ]\n\n# Split crops into batches\nbatched_crops = split_into_batches_add_uuids(crops, batch_size)\n\nreturn batched_crops"
},
"typeVersion": 2
},
{
"id": "2b028f8c-0a4c-4a3a-9e2b-14b1c2401c6d",
"name": "If collection exists",
"type": "n8n-nodes-base.if",
"position": [
120,
0
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "2104b862-667c-4a34-8888-9cb81a2e10f8",
"operator": {
"type": "boolean",
"operation": "true",
"singleValue": true
},
"leftValue": "={{ $json.result.exists }}",
"rightValue": "true"
}
]
}
},
"typeVersion": 2.2
},
{
"id": "768793f6-391e-4cc9-b637-f32ee2f77156",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
500,
340
],
"parameters": {
"width": 280,
"height": 200,
"content": "\ub2e4\uc74c \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc5d0\uc11c Qdrant\ub97c \uc0ac\uc6a9\ud558\uc5ec `crop_name`\uc73c\ub85c \uc815\uc758\ub41c \uac01 \uc791\ubb3c \uc720\ud615\uc5d0 \uc18d\ud558\ub294 \uc774\ubbf8\uc9c0 \uc218\ub97c \uac00\uc838\uc62c \uac83\uc785\ub2c8\ub2e4. (\uc608\ub97c \ub4e4\uc5b4, \"cucumber\".) \n\uc774 \uc815\ubcf4\ub97c \ud398\uc774\ub85c\ub4dc \ud544\ub4dc\uc758 \uce74\uc6b4\ud2b8\uc5d0 \ub300\ud574 \uc5bb\uae30 \uc704\ud574, \uadf8 \ud544\ub4dc\uc5d0 \uc778\ub371\uc2a4\ub97c \uc0dd\uc131\ud558\uc5ec \uc790\uc6d0\uc744 \ucd5c\uc801\ud654\ud574\uc57c \ud569\ub2c8\ub2e4 (\ud55c \ubc88\ub9cc \uc218\ud589\ud558\uba74 \ub429\ub2c8\ub2e4). \uc774\uac83\uc774 \uc5ec\uae30\uc5d0\uc11c \uc77c\uc5b4\ub098\ub294 \uc77c\uc785\ub2c8\ub2e4."
},
"typeVersion": 1
},
{
"id": "0c8896f7-8c57-4add-bc4d-03c4a774bdf1",
"name": "Payload index on crop_name",
"type": "n8n-nodes-base.httpRequest",
"position": [
500,
160
],
"parameters": {
"url": "={{ $('Qdrant cluster variables').first().json.qdrantCloudURL }}/collections/{{ $('Qdrant cluster variables').first().json.collectionName }}/index",
"method": "PUT",
"options": {},
"jsonBody": "={\n \"field_name\": \"crop_name\",\n \"field_schema\": \"keyword\"\n}",
"sendBody": true,
"specifyBody": "json",
"authentication": "predefinedCredentialType",
"nodeCredentialType": "qdrantApi"
},
"credentials": {
"qdrantApi": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "342186f6-41bf-46be-9be8-a9b1ca290d55",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
-360,
-360
],
"parameters": {
"height": 300,
"content": "\ubcc0\uc218 \uc124\uc815 \n1) \ud074\ub77c\uc6b0\ub4dc URL - Qdrant Cloud\uc5d0 \uc5f0\uacb0\ud558\uae30 \uc704\ud574 (\uc0ac\uc6a9\uc790\uc758 \uac1c\uc778 \ud074\ub7ec\uc2a4\ud130 URL) \n2) Qdrant\uc758 \uceec\ub809\uc158 \uc774\ub984 \n3) Voyage \uc784\ubca0\ub529\uc758 \ud06c\uae30 (Qdrant\uc5d0\uc11c \uceec\ub809\uc158 \uc0dd\uc131\uc5d0 \ud544\uc694) <\uc774\uac83\uc740 \uc784\ubca0\ub529 \ubaa8\ub378\uc774 \ubcc0\uacbd\ub418\uc9c0 \uc54a\ub294 \ud55c \ubcc0\uacbd\ud558\uc9c0 \ub9d0\uc544\uc57c \ud568> \n4) Qdrant\uc5d0 \ubc30\uce58 \uc784\ubca0\ub529/\ubc30\uce58 \uc5c5\ub85c\ub4dc\ub97c \uc704\ud55c \ubc30\uce58 \ud06c\uae30"
},
"typeVersion": 1
},
{
"id": "fae9248c-dbcc-4b6d-b977-0047f120a587",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
-100,
-220
],
"parameters": {
"content": "Qdrant\uc5d0\uc11c \uceec\ub809\uc158\uc740 \ud55c \ubc88\ub9cc \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac19\uc740 \uc774\ub984\uc73c\ub85c \ub450 \ubc88 \uc0dd\uc131\ud558\ub824\uace0 \ud558\uba74 \uc624\ub958\uac00 \ubc1c\uc0dd\ud558\ubbc0\ub85c, \uc774 \uc774\ub984\uc758 \uceec\ub809\uc158\uc774 \uc774\ubbf8 \uc874\uc7ac\ud558\ub294\uc9c0 \ud655\uc778\ud558\ub294 \ucf54\ub4dc\ub97c \ucd94\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4."
},
"typeVersion": 1
},
{
"id": "f7aea242-3d98-4a1c-a98a-986ac2b4928b",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
180,
340
],
"parameters": {
"height": 280,
"content": "\ubcc0\uc218\uc5d0 \uc124\uc815\ub41c \uc774\ub984\uc758 \uceec\ub809\uc158\uc774 \uc544\uc9c1 \uc874\uc7ac\ud558\uc9c0 \uc54a\uc73c\uba74, \ube48 \uceec\ub809\uc158\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4; \n\n\uceec\ub809\uc158\uc740 [named vectors](https://qdrant.tech/documentation/concepts/vectors/#named-vectors)\ub97c \ud3ec\ud568\ud558\uba70, \uc774\ub984\uc740 \"voyage\"\uc785\ub2c8\ub2e4.\n\uc774 \uc774\ub984\uc774 \ubd99\uc740 \ubca1\ud130\uc5d0 \ub300\ud574 \ub450 \uac00\uc9c0 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc815\uc758\ud569\ub2c8\ub2e4:\n1) \ubca1\ud130 \ud06c\uae30(\uc6b0\ub9ac \uacbd\uc6b0, Voyage \uc784\ubca0\ub529 \ud06c\uae30)\n2) \uc784\ubca0\ub529\uc744 \ube44\uad50\ud558\uae30 \uc704\ud55c \uc720\uc0ac\uc131 \uce21\uc815: \uc6b0\ub9ac \uacbd\uc6b0, **\"Cosine\"**."
},
"typeVersion": 1
},
{
"id": "b84045c1-f66a-4543-8d42-1e76de0b6e91",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
800,
-280
],
"parameters": {
"height": 400,
"content": "\uc774\uc81c Qdrant\uc5d0 \uc6b0\ub9ac \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc744 \uc784\ubca0\ub4dc \ubc0f \uc5c5\ub85c\ub4dc\ud560 \uc2dc\uac04\uc785\ub2c8\ub2e4; \n\ub458 \ub2e4, [crops](https://www.kaggle.com/datasets/mdwaquarazam/agricultural-crops-image-classification)\uc640 [lands](https://www.kaggle.com/datasets/apollo2506/landuse-scene-classification)\uc740 \uc6b0\ub9ac Google Cloud Storage \ubc84\ud0b7\uc5d0 \uc5c5\ub85c\ub4dc\ub418\uc5c8\uace0, \uc774 \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc5d0\uc11c **crops \ub370\uc774\ud130\uc14b**\uc744 \uac00\uc838\uc624\uace0 \uc788\uc2b5\ub2c8\ub2e4 (lands\uc758 \uacbd\uc6b0 \ubcc0\uc218 \uc774\ub984\uae4c\uc9c0 \uac70\uc758 \ub3d9\uc77c\ud55c \uc6cc\ud06c\ud50c\ub85c\uc6b0\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4) \n(\uc774\ub97c \ub2f9\uc2e0\uc758 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc73c\ub85c \uad50\uccb4\ud574\uc57c \ud569\ub2c8\ub2e4) \n\n\ub370\uc774\ud130\uc14b\uc740 **\uc774\ubbf8\uc9c0 URL**\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4; \uc774\ubbf8\uc9c0\ub294 \ud074\ub798\uc2a4\ub97c \uae30\ubc18\uc73c\ub85c \ud3f4\ub354\ub85c \uadf8\ub8f9\ud654\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, crops \ub370\uc774\ud130\uc14b\uc758 \uacbd\uc6b0 *\"tomato\"*\uc640 *\"cucumber\"*\uc640 \uac19\uc740 \ud558\uc704 \ud3f4\ub354 \uc2dc\uc2a4\ud15c\uc774 \uc788\uc73c\uba70, \uac01\uac01\uc758 \ud074\ub798\uc2a4\uc758 \uc774\ubbf8\uc9c0 URL\uc774 \uc788\uc2b5\ub2c8\ub2e4."
},
"typeVersion": 1
},
{
"id": "255dfad8-c545-4d75-bc9c-529aa50447a9",
"name": "Sticky Note5",
"type": "n8n-nodes-base.stickyNote",
"position": [
1080,
-140
],
"parameters": {
"height": 240,
"content": "Google Storage \ub178\ub4dc\uac00 mediaLink\uc744 \ubc18\ud658\ud569\ub2c8\ub2e4. \uc774 mediaLink\uc740 \uc774\ubbf8\uc9c0\ub97c \uc9c1\uc811 \ub2e4\uc6b4\ub85c\ub4dc\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc6b0\ub9ac\ub294 Voyage API\uac00 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uacf5\uac1c \uc774\ubbf8\uc9c0 URL\ub9cc \ud544\uc694\ud569\ub2c8\ub2e4. \uadf8\ub798\uc11c \uc5ec\uae30\uc11c \uc774 \uacf5\uac1c \ub9c1\ud06c\ub97c \uad6c\uc131\ud558\uace0, \uc774\ubbf8\uc9c0\uac00 \uc800\uc7a5\ub41c \ud3f4\ub354\uc5d0\uc11c \uc791\ubb3c \uc774\ub984\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4(\uc608\ub97c \ub4e4\uc5b4, \"cucumber\")."
},
"typeVersion": 1
},
{
"id": "a6acce75-cce0-4de3-bc64-37592c97359b",
"name": "Sticky Note6",
"type": "n8n-nodes-base.stickyNote",
"position": [
1600,
-80
],
"parameters": {
"height": 180,
"content": "\uc774\ubbf8\uc9c0\ub97c `batchSize` \ud06c\uae30\uc758 \ubc30\uce58\ub85c \uadf8\ub8f9\ud654\ud558\uace0, Qdrant\uc5d0 \ubc30\uce58 \uc5c5\ub85c\ub4dc\ub97c \uac00\ub2a5\ud558\uac8c \ud558\uae30 \uc704\ud574 UUID\ub97c \uc0dd\uc131\ud558\uc5ec \uc774\ub97c \ubc30\uce58 [point IDs](https://qdrant.tech/documentation/concepts/points/#point-ids)\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4 (Qdrant\uc740 \uc0ac\uc6a9\uc790\ub97c \uc704\ud574 ID\ub97c \uc124\uc815\ud558\uc9c0 \uc54a\uc73c\ubbc0\ub85c, \uc0ac\uc6a9\uc790\uac00 \uc9c1\uc811 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4)"
},
"typeVersion": 1
},
{
"id": "cab3cc83-b50c-41f4-8d51-59e04bba5556",
"name": "Sticky Note7",
"type": "n8n-nodes-base.stickyNote",
"position": [
1340,
-60
],
"parameters": {
"content": "\uc6b0\ub9ac\uac00 \uc791\ubb3c \ub370\uc774\ud130\uc14b\uc744 \uae30\ubc18\uc73c\ub85c \uc774\uc0c1 \uac10\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0 \uc788\uae30 \ub54c\ubb38\uc5d0, \uc774\ub97c \uc81c\ub300\ub85c \ud14c\uc2a4\ud2b8\ud558\uae30 \uc704\ud574, Qdrant\uc5d0 \ud1a0\ub9c8\ud1a0 \uc0ac\uc9c4\uc744 \uc804\ud600 \uc5c5\ub85c\ub4dc\ud558\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4; \uc5ec\uae30\uc11c \uadf8\uac83\ub4e4\uc744 \ud544\ud130\ub9c1\ud569\ub2c8\ub2e4."
},
"typeVersion": 1
},
{
"id": "e5cdcce5-efdc-41f2-9796-656bd345f783",
"name": "Sticky Note9",
"type": "n8n-nodes-base.stickyNote",
"position": [
1860,
-100
],
"parameters": {
"height": 200,
"content": "Voyage API\uac00 \ubc30\uce58 \uc784\ubca0\ub529\uc744 \uc704\ud574 [specific json structure](https://docs.voyageai.com/reference/multimodal-embeddings-api)\ub97c \uc694\uad6c\ud558\uae30 \ub54c\ubb38\uc5d0, [Qdrant's API for uploading points in batches](https://api.qdrant.tech/api-reference/points/upsert-points)\ub3c4 \ub9c8\ucc2c\uac00\uc9c0\ub85c, \ub098\ub294 JSON\uc758 \uad6c\uc870\ub97c \uc801\uc751\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4\n\n[NB] - [payload = Qdrant\uc758 \uba54\ud0c0 \ub370\uc774\ud130]"
},
"typeVersion": 1
},
{
"id": "a7f15c44-3d5c-4b43-bfb2-94fe27a32071",
"name": "Sticky Note11",
"type": "n8n-nodes-base.stickyNote",
"position": [
2120,
20
],
"parameters": {
"width": 180,
"height": 80,
"content": "\uc774\ubbf8\uc9c0\ub97c Voyage \ubaa8\ub378\ub85c \uc784\ubca0\ub529 (input_type\uc5d0 \uc8fc\uc758)"
},
"typeVersion": 1
},
{
"id": "01b92e7e-d954-4d58-85b1-109c336546c4",
"name": "Filtering out tomato to test anomalies",
"type": "n8n-nodes-base.filter",
"position": [
1340,
160
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "f7953ae2-5333-4805-abe5-abf6da645c5e",
"operator": {
"type": "string",
"operation": "notEquals"
},
"leftValue": "={{ $json.cropName }}",
"rightValue": "tomato"
}
]
}
},
"typeVersion": 2.2
},
{
"id": "8d564817-885e-453a-a087-900b34b84d9c",
"name": "Sticky Note8",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1160,
-280
],
"parameters": {
"width": 440,
"height": 460,
"content": "## Qdrant\uc5d0 \ub370\uc774\ud130\uc14b \uc77c\uad04 \uc5c5\ub85c\ub4dc \n### \uc774 \ud15c\ud50c\ub9bf\uc740 \uc2a4\ud1a0\ub9ac\uc9c0\uc5d0\uc11c \ub370\uc774\ud130\uc14b \uc774\ubbf8\uc9c0\ub97c \uac00\uc838\uc640, \uc774\ub97c \uc77c\uad04\ub85c \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uace0, Qdrant\uc5d0 \uc77c\uad04 \uc5c5\ub85c\ub4dc\ud569\ub2c8\ub2e4. \uc774 \ud2b9\uc815 \ud15c\ud50c\ub9bf\uc5d0\uc11c\ub294 [\uc791\ubb3c \ub370\uc774\ud130\uc14b](https://www.kaggle.com/datasets/mdwaquarazam/agricultural-crops-image-classification)\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 [\ud1a0\uc9c0 \ub370\uc774\ud130\uc14b](https://www.kaggle.com/datasets/apollo2506/landuse-scene-classification)\uacfc \uc720\uc0ac\ud558\uba70, \uc77c\ubc18\uc801\uc73c\ub85c \uc774\ubbf8\uc9c0 URL\ub85c \uad6c\uc131\ub41c \uc5b4\ub5a4 \ub370\uc774\ud130\uc14b\uc5d0\ub3c4 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4 (\ub2e4\uc74c \ud30c\uc774\ud504\ub77c\uc778\ucc98\ub7fc). \n\n* \uba3c\uc800, \uae30\uc874 Qdrant \uceec\ub809\uc158\uc744 \ud655\uc778\ud558\uc5ec \uc0ac\uc6a9\ud558\uac70\ub098, \uadf8\ub807\uc9c0 \uc54a\uc73c\uba74 \uc5ec\uae30\uc5d0 \uc0dd\uc131\ud569\ub2c8\ub2e4. \ucd94\uac00\ub85c, \uceec\ub809\uc158\uc744 \uc0dd\uc131\ud560 \ub54c [\ud398\uc774\ub85c\ub4dc \uc778\ub371\uc2a4](https://qdrant.tech/documentation/concepts/indexing/#payload-index)\ub97c \uc0dd\uc131\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \ub098\uc911\uc5d0 \uc0ac\uc6a9\ud560 \ud2b9\uc815 \uc720\ud615\uc758 Qdrant \uc694\uccad\uc5d0 \ud544\uc694\ud569\ub2c8\ub2e4. \n* \ub2e4\uc74c\uc73c\ub85c, Google Storage\uc5d0\uc11c \ubaa8\ub4e0 (\ub370\uc774\ud130\uc14b) \uc774\ubbf8\uc9c0\ub97c \uac00\uc838\uc624\ub418, \ud1a0\ub9c8\ud1a0 \uad00\ub828\ub418\uc9c0 \uc54a\uc740 \uac83\ub9cc \uc720\uc9c0\ud569\ub2c8\ub2e4 (\uc774\uc0c1 \ud0d0\uc9c0 \ud14c\uc2a4\ud2b8\ub97c \uc704\ud574). \n* \ubaa8\ub4e0 \uac00\uc838\uc628 \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud574 Voyage AI \uba40\ud2f0\ubaa8\ub2ec \uc784\ubca0\ub529 API\ub97c \uc0ac\uc6a9\ud558\uc5ec (\uc77c\uad04\ub85c) \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \n* \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc0dd\uc131\ub41c \uc784\ubca0\ub529\uacfc \uc774\ubbf8\uc9c0 \uc124\uba85\uc790\ub97c Qdrant\uc5d0 \uc77c\uad04 \uc5c5\ub85c\ub4dc\ud569\ub2c8\ub2e4."
},
"typeVersion": 1
},
{
"id": "0233d3d0-bbdf-4d5b-a366-53cbfa4b6f9c",
"name": "Sticky Note10",
"type": "n8n-nodes-base.stickyNote",
"position": [
-860,
360
],
"parameters": {
"color": 4,
"width": 540,
"height": 420,
"content": "### \uc774\uc0c1 \ud0d0\uc9c0\uc6a9\n**1. \uc774\ub294 (crops) \ub370\uc774\ud130\uc14b\uc744 Qdrant\uc758 \uceec\ub809\uc158\uc5d0 \uc5c5\ub85c\ub4dc\ud558\ub294 \uccab \ubc88\uc9f8 \ud30c\uc774\ud504\ub77c\uc778\uc785\ub2c8\ub2e4.**\n2. \ub450 \ubc88\uc9f8 \ud30c\uc774\ud504\ub77c\uc778\uc740 \uc774 Qdrant \uceec\ub809\uc158\uc5d0 \ud074\ub7ec\uc2a4\ud130 (\ud074\ub798\uc2a4) \uc13c\ud130\ub97c \uc124\uc815\ud558\uace0 \ud074\ub7ec\uc2a4\ud130 (\ud074\ub798\uc2a4) \uc784\uacc4\uac12 \uc810\uc218\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.\n3. \uc138 \ubc88\uc9f8\ub294 \uc774\uc0c1 \ud0d0\uc9c0 \ub3c4\uad6c\ub85c, \uc785\ub825\uc73c\ub85c \uc5b4\ub5a4 \uc774\ubbf8\uc9c0\ub4e0 \ubc1b\uc544 Qdrant (crops) \uceec\ub809\uc158\uc5d0\uc11c \uc218\ud589\ub41c \ubaa8\ub4e0 \uc900\ube44 \uc791\uc5c5\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.\n\n### KNN (k \ucd5c\uadfc\uc811 \uc774\uc6c3) \ubd84\ub958\uc6a9\n**1. \uc774\ub294 (lands) \ub370\uc774\ud130\uc14b\uc744 Qdrant\uc758 \uceec\ub809\uc158\uc5d0 \uc5c5\ub85c\ub4dc\ud558\ub294 \uccab \ubc88\uc9f8 \ud30c\uc774\ud504\ub77c\uc778\uc785\ub2c8\ub2e4.**\n2. \ub450 \ubc88\uc9f8\ub294 KNN \ubd84\ub958\uae30 \ub3c4\uad6c\ub85c, \uc785\ub825\uc73c\ub85c \uc5b4\ub5a4 \uc774\ubbf8\uc9c0\ub4e0 \ubc1b\uc544 Qdrant (lands) \uceec\ub809\uc158\uc5d0 \ub300\ud55c \ucffc\ub9ac\ub97c \uae30\ubc18\uc73c\ub85c \ubd84\ub958\ud569\ub2c8\ub2e4.\n\n### \ub458 \ub2e4 \uc7ac\uc0dd\uc131\ud558\uae30 \uc704\ud574\n[crops](https://www.kaggle.com/datasets/mdwaquarazam/agricultural-crops-image-classification) \ubc0f [lands](https://www.kaggle.com/datasets/apollo2506/landuse-scene-classification) \ub370\uc774\ud130\uc14b\uc744 Kaggle\uc5d0\uc11c \uc790\uc2e0\uc758 Google Storage \ubc84\ud0b7\uc5d0 \uc5c5\ub85c\ub4dc\ud574\uc57c \ud558\uba70, [Qdrant Cloud](https://qdrant.tech/documentation/quickstart-cloud/) (\ubb34\ub8cc \ud2f0\uc5b4 \ud074\ub7ec\uc2a4\ud130\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc74c), Voyage AI API \ubc0f Google Cloud Storage\uc5d0 \ub300\ud55c API/\uc5f0\uacb0\uc744 \uc7ac\uc0dd\uc131\ud574\uc57c \ud569\ub2c8\ub2e4.\n\n**\uc77c\ubc18\uc801\uc73c\ub85c \ud30c\uc774\ud504\ub77c\uc778\uc740 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc5d0 \uc801\uc6a9 \uac00\ub2a5\ud569\ub2c8\ub2e4.**"
},
"typeVersion": 1
}
],
"active": false,
"settings": {
"executionOrder": "v1"
},
"versionId": "27776c4a-3bf9-4704-9c13-345b75ffacc0",
"connections": {
"Embed crop image": {
"main": [
[
{
"node": "Batch Upload to Qdrant",
"type": "main",
"index": 0
}
]
]
},
"Google Cloud Storage": {
"main": [
[
{
"node": "Get fields for Qdrant",
"type": "main",
"index": 0
}
]
]
},
"If collection exists": {
"main": [
[
{
"node": "Google Cloud Storage",
"type": "main",
"index": 0
}
],
[
{
"node": "Create Qdrant Collection",
"type": "main",
"index": 0
}
]
]
},
"Get fields for Qdrant": {
"main": [
[
{
"node": "Filtering out tomato to test anomalies",
"type": "main",
"index": 0
}
]
]
},
"Batch Upload to Qdrant": {
"main": [
[]
]
},
"Create Qdrant Collection": {
"main": [
[
{
"node": "Payload index on crop_name",
"type": "main",
"index": 0
}
]
]
},
"Qdrant cluster variables": {
"main": [
[
{
"node": "Check Qdrant Collection Existence",
"type": "main",
"index": 0
}
]
]
},
"Payload index on crop_name": {
"main": [
[
{
"node": "Google Cloud Storage",
"type": "main",
"index": 0
}
]
]
},
"Batches in the API's format": {
"main": [
[
{
"node": "Embed crop image",
"type": "main",
"index": 0
}
]
]
},
"Check Qdrant Collection Existence": {
"main": [
[
{
"node": "If collection exists",
"type": "main",
"index": 0
}
]
]
},
"When clicking \u2018Test workflow\u2019": {
"main": [
[
{
"node": "Qdrant cluster variables",
"type": "main",
"index": 0
}
]
]
},
"Filtering out tomato to test anomalies": {
"main": [
[
{
"node": "Split in batches, generate uuids for Qdrant points",
"type": "main",
"index": 0
}
]
]
},
"Split in batches, generate uuids for Qdrant points": {
"main": [
[
{
"node": "Batches in the API's format",
"type": "main",
"index": 0
}
]
]
}
}
}
Credentials you'll need
Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.
googleCloudStorageOAuth2ApihttpHeaderAuthqdrantApi
Pro
For the full experience including quality scoring and batch install features for each workflow upgrade to Pro
About this workflow
[1/3 - anomaly detection] [1/2 - KNN classification] Batch upload dataset to Qdrant (crops dataset). Uses googleCloudStorage, httpRequest. Event-driven trigger; 25 nodes.
Source: https://github.com/n8nKOR/n8n-shared-workflow/blob/62a671327e906c22a40d290b339ff6d2373f8d75/workflows/n8nworkflows/ai/2654.json — original creator credit. Request a take-down →
Related workflows
Workflows that share integrations, category, or trigger type with this one. All free to copy and import.
[1/3 - anomaly detection] [1/2 - KNN classification] Batch upload dataset to Qdrant (crops dataset). Uses manualTrigger, googleCloudStorage, httpRequest, stickyNote. Event-driven trigger; 25 nodes.
Google Cloud Storage, HTTP Request
[1/3 - anomaly detection] [1/2 - KNN classification] Batch upload dataset to Qdrant (crops dataset). Uses manualTrigger, googleCloudStorage, httpRequest, stickyNote. Event-driven trigger; 25 nodes.
Google Cloud Storage, HTTP Request
Workflows from the webinar "Build production-ready AI Agents with Qdrant and n8n".
Google Cloud Storage, HTTP Request
This pipeline is the first part of "Hybrid Search with Qdrant & n8n, Legal AI"*. The second part, "Hybrid Search with Qdrant & n8n, Legal AI: Retrieval", covers retrieval and simple evaluation.*
N8N Nodes Qdrant, HTTP Request
Turn existing PostgreSQL databases into AI-searchable Pinecone vector knowledge bases without manually defining every table and column.
Postgres, HTTP Request