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Implement a thread-safe rate limiter

This question evaluates a candidate's ability to design and implement a thread-safe per-user API rate limiter, focusing on concurrency control, synchronization techniques, and time-based request accounting in the Coding & Algorithms domain.

Design and implement a per-user API rate limiter.

Requirements:

  • Method: boolean allow(String userId, long nowMillis) returns whether the request is allowed at time nowMillis.
  • Policy: allow at most N requests per W milliseconds per user.
  • Choose any standard algorithm (e.g., fixed window, sliding window, token bucket).

Follow-ups:

  • How do you make it safe under concurrency (multiple threads calling allow for the same userId)?
  • Discuss tradeoffs between using locks vs lock-free/low-lock approaches (e.g., ConcurrentHashMap, atomics) and performance implications.

Per-User Sliding-Window Rate Limiter

For each (user,time) request, allow at most limit requests per user in the previous window_ms interval.

Constraints

  • requests are processed in arrival order

Examples

Example 1

Input: ([('u', 0), ('u', 10), ('u', 20)], 2, 100)
Output: [True, True, False]

Explanation: Third rejected.

Example 2

Input: ([('u', 0), ('v', 1), ('u', 100)], 2, 100)
Output: [True, True, True]

Explanation: Boundary evicts old request.

Hints

  1. Use one deque of accepted timestamps per user.