Limiter

# Custom key function to identify user roles def get_user_role(): # Assume user role is stored in the request context return getattr(g, 'user_role', 'basic') # Configure Flask-Limiter with custom key function limiter = Limiter( …

- **Custom Headers**: You can customize headers to provide more information about rate limits, such as `X-RateLimit-Limit`, `X-RateLimit-Remaining`, and `X-RateLimit-Reset`. - **Storage Backend**: For production environments, consider using…

consumer = KafkaConsumer('topic-name', bootstrap_servers=['localhost:9092']) for message in consumer: query = message.value.decode('utf-8') result = process_query(query) print(result) ``` ### Conc…

[Turn 5302] User: hmm, can I add custom rate limits for different user roles without switching to Redis? [Turn 5303] Assistant: Certainly! You can add custom rate limits for different user roles using Flask-Limiter without switching to Red…

- Integrate it with FastAPI using middleware. 3. **Implement Timeouts**: - Use FastAPI's `async` and `await` to handle asynchronous operations. - Use `asyncio.wait_for` to enforce timeouts. ### Example Implementation Here's how …

if __name__ == '__main__': app.run(debug=True, threaded=True) ``` ### Explanation 1. **Flask Application Setup**: - Import necessary modules from Flask and `flask_limiter`. - Initialize the Flask application and the rate limiter…

``` Here, `-w 4` specifies 4 worker processes, and `-t 2.5` sets a 2.5-second timeout. ### Step 4: Implement Hybrid Ranking Logic Here's a complete example implementation: ```python from flask import Flask, request, jsonify from flask_l…