limit

# In a real scenario, this would involve querying a database or search engine results = [ {"id": 1, "title": "Result 1", "description": "Description 1"}, {"id": 2, "title": "Result 2", "description": "Description 2"}…

[2025-05-09 07:28] lisamegawatts: nothing, it is just using center truncation to save credits but no one told it that, so it can't help but cut the middle and doesn't know why as it intends to do what it says and write a whole fille, but th…

[Turn 2407] Assistant: Increasing the `max_connections` setting in MySQL can help alleviate connection timeouts, especially if your application is frequently opening and closing connections or if there are many concurrent connections. Here'…

FieldSchema(name="embedding", dtype=DataType.FLOAT_VECTOR, dim=128) ] schema = CollectionSchema(fields, "Document Embeddings") # Create the collection collection = Collection("document_embeddings", schema) ``` #### 3. Insert Vectors …

from fastapi.middleware.trustedhost import TrustedHostMiddleware from fastapi.middleware.cors import CORSMiddleware from fastapi.middleware.gzip import GZipMiddleware from fastapi.middleware.httpsredirect import HTTPSRedirectMiddleware app…

By implementing these caching strategies, you can significantly improve the performance and responsiveness of your hybrid search queries. The use of Redis for in-memory caching, setting TTLs, tagging, and monitoring cache hit ratios can hel…

from typing import List, Optional class SearchQuery(BaseModel): query: str limit: int class SearchResult(BaseModel): id: int title: str content: str class SearchResponse(BaseModel): results: List[SearchResult] …

dense_results = [DenseResult(**result) for result in results] return jsonify(DenseResponse(results=dense_results, total_results=_results).dict()) if __name__ == '__main__': app.run(port=5002) # hybrid_ranking_service.py f…

class QueryRequest(BaseModel): query: str limit: int class QueryResponse(BaseModel): results: List[HybridResult] total_results: int @app.route('/query', methods=['POST']) def query(): query = QueryRequest(**request.jso…

def health_check(): return {"status": "OK"} ``` #### Dense Retrieval Service ```python from fastapi import FastAPI, HTTPException from pydantic import BaseModel import requests app = FastAPI() class SearchQuery(BaseModel): query…

#### Example Setup 1. **Install Sentry SDK**: ```sh pip install sentry-sdk ``` 2. **Configure Sentry in Your Application**: ```python import sentry_sdk from fastapi import FastAPI, HTTPException from pydantic import B…

async def get_current_user(token: str = Depends(oauth2_scheme)): # Replace with actual validation logic using Keycloak if not token: raise HTTPException(status_code=status.HTTP_401_UNAUTHORIZED, detail="Not authenticated") …

1. **Redis Initialization**: - Connect to the Redis server using `redis.Redis`. 2. **Caching Functions**: - `get_from_cache`: Retrieve data from Redis. - `set_to_cache`: Store data in Redis. 3. **Batch Processing**: - Process …

roles = userinfo.get('roles', []) if 'expanded-data-access' in roles: session = Session() total_count = session.query(Data).count() limit = int(total_count * 0.03) data = session.qu…