cache_response

- Thoroughly test the caching layer in a staging environment. - Validate that the caching layer does not introduce any bugs or inconsistencies. ### Example Implementation Here's an example of how you can integrate Redis caching into…

- The decorator checks if the response is already cached in Redis. - If cached, it returns the cached response. - If not cached, it generates the response, caches it, and returns it. 3. **Apply the Decorator**: - Apply the `@ca…

response = func(*args, **kwargs) redis_client.set(key, response, ex=ttl) return response return wrapper return decorator # Define a function to generate LLM responses @c…

class QueryResult(BaseModel): id: int title: str content: str class QueryResponse(BaseModel): results: List[QueryResult] total_results: int ``` ### Step 3: Initialize Redis Client Initialize the Redis client and confi…

# Middleware to handle CORS app.add_middleware( CORSMiddleware, allow_origins=["*"], allow_credentials=True, allow_methods=["*"], allow_headers=["*"], ) ``` ### Step 6: Run the Application Run your FastAPI application …

return {"status": "OK"} # Middleware to handle CORS app.add_middleware( CORSMiddleware, allow_origins=["*"], allow_credentials=True, allow_methods=["*"], allow_headers=["*"], ) ``` ### Step 6: Run the Application …

A service mesh like Istio or Linkerd can help manage service-to-service communication, load balancing, and observability. #### Example with Istio 1. **Install Istio**: Follow the official documentation to install Istio in your Kubernetes …