Build a Smart Knowledge Assistant using GPT-4o-mini RAG and RLHF on Telegram with MongoDB

Documentation Search Index

{
  "mappings": {
    "dynamic": false,
    "fields": {
      "_id": {
        "type": "string"
      },
      "text": {
        "type": "string"
      },
      "embedding": {
        "type": "knnVector",
        "dimensions": 1536,
        "similarity": "cosine"
      },
      "source": {
        "type": "string"
      },
      "doc_id": {
        "type": "string"
      }
    }
  }
}


Feedback Search Index

{
  "mappings": {
    "dynamic": false,
    "fields": {
      "prompt": {
        "type": "string"
      },
      "response": {
        "type": "string"
      },
      "text": {
        "type": "string"
      },
      "embedding": {
        "type": "knnVector",
        "dimensions": 1536,
        "similarity": "cosine"
      },
      "feedback": {
        "type": "token"
      }
    }
  }
}