Process the message here

- Call `consumer.close()` to close the consumer gracefully. ### Retry Mechanism For transient errors, you can implement a retry mechanism. Here's an example: ```python def consume_messages_with_retry(retries=3): for attempt in ran…

vector = decrypt(encrypted_vector) return vector # Define a function to perform vector search def search_vectors(query_vector, required_roles): token = request.headers.get('Authorization').split(' ')[1] check_roles(token, r…

SENSITIVE_SCORE_ACCESS_ROLE = KeycloakRole('sensitive-score-access') # Decorator to check for specific role def require_role(role): def decorator(f): def wrapper(*args, **kwargs): if not keycloak.has_role(role): …

#### Existing Flask App Structure ```python from flask import Flask, jsonify, request from flask_limiter import Limiter from flask_limiter.util import get_remote_address from flask_timeout import FlaskTimeout app = Flask(__name__) # Init…

# Replace this with your actual save logic if not validate_document(document_data): raise DocFormatError("Invalid document format") except DocFormatError as e: # Log the specific error with additional…

def __init__(self, id, metadata, retrieval_time, expected_metadata): self.id = id self.metadata = metadata self.retrieval_time = retrieval_time self.expected_metadata = expected_metadata self.meta…

# Tokenize input text tokens = input_text.split() # Apply correction rules corrected_tokens = [correct_token(token) for token in tokens] return ' '.join(corrected_tokens) def correct_token(token): # Define correctio…