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Local Agentic RAG Agent

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This commit is contained in:
Cole Medin
2025-03-03 14:10:29 -06:00
parent 38407a8ec8
commit b303716c89
4 changed files with 1573 additions and 76 deletions
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4
docker-compose.yml
View File

@@ -36,6 +36,10 @@ x-init-ollama: &init-ollama
command:
- "-c"
- "sleep 3; OLLAMA_HOST=ollama:11434 ollama pull qwen2.5:7b-instruct-q4_K_M; OLLAMA_HOST=ollama:11434 ollama pull nomic-embed-text"
# For a larger context length verison of the model, run these commands:
# echo "FROM qwen2.5:7b-instruct-q4_K_M\n\nPARAMETER num_ctx 8096" > Modelfile
# ollama create qwen2.5:7b-8k -f ./Modelfile
# Change the name of the LLM and num_ctx as you see fit.
services:
flowise:

2
n8n/backup/workflows/Local_RAG_AI_Agent_n8n_Workflow.json → n8n/backup/workflows/V1_Local_RAG_AI_Agent.json
View File

@@ -1,5 +1,5 @@
{
"name": "Local RAG AI Agent",
"name": "V1 ocal RAG AI Agent",
"nodes": [
{
"parameters": {},

150
n8n/backup/workflows/Local_Supabase_RAG_AI_Agent_Workflow.json → n8n/backup/workflows/V2_Local_Supabase_RAG_AI_Agent.json
View File

@@ -1,15 +1,15 @@
{
"name": "Local Supabase RAG AI Agent",
"name": "V2 Supabase RAG AI Agent",
"nodes": [
{
"parameters": {},
"id": "99b30fd7-b36c-44ba-9daa-408585aaaee9",
"id": "3e70b57d-49fb-4cb0-8f9f-29d39adf6a65",
"name": "Postgres Chat Memory",
"type": "@n8n/n8n-nodes-langchain.memoryPostgresChat",
"typeVersion": 1.1,
"position": [
1040,
560
480,
340
],
"credentials": {
"postgres": {
@@ -23,13 +23,13 @@
"model": "qwen2.5:7b-instruct-q4_K_M",
"options": {}
},
"id": "c7632a7c-2661-492e-bd6f-aab994818998",
"id": "8d61de27-45d8-4d10-97cc-3c36d224f865",
"name": "Ollama Chat Model",
"type": "@n8n/n8n-nodes-langchain.lmChatOllama",
"typeVersion": 1,
"position": [
920,
560
360,
340
],
"credentials": {
"ollamaApi": {
@@ -43,13 +43,13 @@
"model": "qwen2.5:7b-instruct-q4_K_M",
"options": {}
},
"id": "73d773a4-5c72-4af3-a52d-144f0e417823",
"id": "cbd5b56f-7afc-4e83-a221-6be4d348374e",
"name": "Ollama Model",
"type": "@n8n/n8n-nodes-langchain.lmOllama",
"typeVersion": 1,
"position": [
1960,
500
1400,
280
],
"credentials": {
"ollamaApi": {
@@ -63,13 +63,13 @@
"name": "documents",
"topK": 3
},
"id": "3f882fa7-c8ed-4531-b236-a34c16c55838",
"id": "c15bd0a8-286a-4076-8ce8-8c0e54f73e2a",
"name": "Vector Store Tool",
"type": "@n8n/n8n-nodes-langchain.toolVectorStore",
"typeVersion": 1,
"position": [
1740,
320
1180,
100
]
},
{
@@ -78,13 +78,13 @@
"destinationKey": "=data",
"options": {}
},
"id": "7efee822-68ad-4fe2-a616-ba19fd127684",
"id": "ab9fb44a-85c6-486b-b5de-0f9d768d91b2",
"name": "Extract Document Text",
"type": "n8n-nodes-base.extractFromFile",
"typeVersion": 1,
"position": [
1480,
860
920,
640
],
"alwaysOutputData": true
},
@@ -101,13 +101,13 @@
}
}
},
"id": "da4c8b29-4944-43c4-9df3-e380366c594a",
"id": "b5abf0a5-f62a-49a6-bf81-bf002ba4bb90",
"name": "Default Data Loader",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"typeVersion": 1,
"position": [
1860,
1100
1300,
880
]
},
{
@@ -115,26 +115,26 @@
"chunkSize": 100,
"options": {}
},
"id": "d11c39b9-3fa7-4d5d-838f-da0d258c67c5",
"id": "1e2791c1-86e7-4fe1-a76d-732f87e6f41a",
"name": "Recursive Character Text Splitter",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"typeVersion": 1,
"position": [
1860,
1320
1300,
1100
]
},
{
"parameters": {
"model": "nomic-embed-text:latest"
},
"id": "8a04559c-dfe8-479f-8998-a2e9bc994a0a",
"id": "909713ea-5be3-4916-b12e-a8e848c949cb",
"name": "Embeddings Ollama1",
"type": "@n8n/n8n-nodes-langchain.embeddingsOllama",
"typeVersion": 1,
"position": [
1700,
1100
1140,
880
],
"credentials": {
"ollamaApi": {
@@ -149,13 +149,13 @@
"height": 527.3027193303974,
"width": 969.0343804425795
},
"id": "a18773ae-1eb3-46b8-91cf-4184c66cf14f",
"id": "de473f2f-b806-45bc-a0e0-2ef0d2aa9b55",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
560,
220
0,
0
]
},
{
@@ -165,13 +165,13 @@
"width": 583.4552380860637,
"color": 4
},
"id": "fa010a11-3dda-4bd5-b261-463a3a6b88d9",
"id": "b23ef570-f642-4503-87b9-3494ffdbf768",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
1540,
220
980,
0
]
},
{
@@ -181,26 +181,26 @@
"width": 1568.9362829025763,
"color": 5
},
"id": "f29e6cc7-015e-47cb-a4fd-fecd6ffb0d24",
"id": "836cd765-dae8-460e-951d-66e19d0cce77",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"typeVersion": 1,
"position": [
560,
760
0,
540
]
},
{
"parameters": {
"options": {}
},
"id": "5da52326-dfbd-4350-919c-843461f58913",
"id": "f8b5039c-4b00-453a-b30e-31a59f5d36ad",
"name": "When chat message received",
"type": "@n8n/n8n-nodes-langchain.chatTrigger",
"typeVersion": 1.1,
"position": [
620,
340
60,
120
],
"webhookId": "4b3b1838-d6b3-447e-9d79-d0931eddb9f8"
},
@@ -208,13 +208,13 @@
"parameters": {
"options": {}
},
"id": "e537544a-37d5-4b00-b5ff-bc71f041f4bb",
"id": "2f64907b-42ef-4bd6-83ba-e97584271bc7",
"name": "Respond to Webhook",
"type": "n8n-nodes-base.respondToWebhook",
"typeVersion": 1.1,
"position": [
1340,
340
780,
120
]
},
{
@@ -224,13 +224,13 @@
"responseMode": "responseNode",
"options": {}
},
"id": "2b8cd01f-30a8-4aab-b0dd-56d2b658f059",
"id": "9a30041f-0c14-41d8-a811-229b890bb1b7",
"name": "Webhook",
"type": "n8n-nodes-base.webhook",
"typeVersion": 2,
"position": [
620,
520
60,
300
],
"webhookId": "4a839da9-b8a2-45f8-bcaf-c484f9a5912d"
},
@@ -238,13 +238,13 @@
"parameters": {
"options": {}
},
"id": "c9dfe906-178b-4375-8bda-f9290f35f222",
"id": "8311e22f-bddd-41f8-9d40-fde119126dc9",
"name": "AI Agent",
"type": "@n8n/n8n-nodes-langchain.agent",
"typeVersion": 1.6,
"position": [
1000,
340
440,
120
]
},
{
@@ -267,13 +267,13 @@
},
"options": {}
},
"id": "8f974a15-aa2f-4525-8278-ad58ad296076",
"id": "4988a14f-a2ea-4c4b-8f66-0f1773e11ea0",
"name": "Edit Fields",
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
820,
340
260,
120
]
},
{
@@ -291,10 +291,10 @@
"type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
"typeVersion": 1,
"position": [
1560,
460
1000,
240
],
"id": "2263db0a-944b-4fe3-9c3e-f1546fb5da97",
"id": "9841944a-5a85-437d-a9ed-a3e7393d7a8d",
"name": "Supabase Vector Store",
"credentials": {
"supabaseApi": {
@@ -310,10 +310,10 @@
"type": "@n8n/n8n-nodes-langchain.embeddingsOllama",
"typeVersion": 1,
"position": [
1740,
600
1180,
380
],
"id": "3f4477b6-9708-4bcd-a774-515b3362ef47",
"id": "24e6e703-33c2-426d-ab59-7c9cad0fded9",
"name": "Embeddings Ollama2",
"credentials": {
"ollamaApi": {
@@ -338,10 +338,10 @@
"type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
"typeVersion": 1,
"position": [
1740,
860
1180,
640
],
"id": "9a8d05de-2305-45cd-ac97-5b6658058471",
"id": "d72c6f38-7766-4a10-9897-362539a6bcc0",
"name": "Supabase Vector Store1",
"credentials": {
"supabaseApi": {
@@ -357,13 +357,13 @@
"filterType": "string",
"filterString": "=metadata->>file_id=like.*{{ $json.path }}*"
},
"id": "60534fbb-e620-42f1-a4da-e948694a324f",
"id": "ab0e0395-9f88-438f-bc47-ea3913b869fe",
"name": "Delete Old Doc Rows",
"type": "n8n-nodes-base.supabase",
"typeVersion": 1,
"position": [
1020,
1060
460,
840
],
"alwaysOutputData": true,
"credentials": {
@@ -389,15 +389,15 @@
"type": "n8n-nodes-base.localFileTrigger",
"typeVersion": 1,
"position": [
620,
1060
60,
840
],
"id": "d3ccc49c-28dd-41bc-ae86-752ab6d38a0b",
"id": "eba68fe1-738d-451b-a2a7-9ee2942dd727",
"name": "Local File Trigger"
},
{
"parameters": {
"fileSelector": "/data/shared/test.txt",
"fileSelector": "={{ $('Local File Trigger').item.json.path }}",
"options": {
"dataPropertyName": "=data"
}
@@ -405,11 +405,12 @@
"type": "n8n-nodes-base.readWriteFile",
"typeVersion": 1,
"position": [
1200,
860
640,
640
],
"id": "1838461b-8783-4dc1-b7a0-f7bd14499135",
"name": "Read/Write Files from Disk"
"id": "b9459d4d-836c-47c4-9651-ebf3129f8864",
"name": "Read/Write Files from Disk",
"executeOnce": true
},
{
"parameters": {
@@ -439,10 +440,10 @@
"type": "n8n-nodes-base.if",
"typeVersion": 2.2,
"position": [
840,
880
280,
660
],
"id": "d94e79a0-1bf2-4f44-b2cc-f8bad1bc30f5",
"id": "27123d6a-e27a-49a9-bd73-8a27235928ea",
"name": "If"
}
],
@@ -658,11 +659,10 @@
"settings": {
"executionOrder": "v1"
},
"versionId": "26d69fe7-6473-410d-a553-a799457c2157",
"versionId": "ea9ff68c-8fc0-40b0-aa5d-48217cda89f3",
"meta": {
"templateCredsSetupCompleted": true,
"instanceId": "73cb7a3e883df514bb47e8d1b34526d30e2abb8f56cd99f10d5948a1e11b25aa"
},
"id": "vTN9y2dLXqTiDfPT",
"id": "hrnPh6dXgIbGVzIk",
"tags": []
}

1493
n8n/backup/workflows/V3_Local_Agentic_RAG_AI_Agent.json Normal file
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