Rate Limiter with retry - A hardware-calibrated approach for execution pacing and resilience.
Project description
call-limiter 🚀
Thread-safe Python decorators for synchronized rate limiting and retry logic.
📦 Core Components
- CallLimiter: A high-precision throttler that paces function calls to stay within specific rate limits.
- CallRetry: A resilience decorator that re-runs failed functions with a configurable delay and exception handling.
- ResilientLimiter: A hybrid solution that combines pacing with Coordinated Recovery, ensuring retries never exceed your defined rate limit across threads.
🛠 Installation
pip install call-limiter
Component 1: CallLimiter
Scenario: I want to "rate limit" (throttle) my function so it limits my calls to 5 calls per second. I also want to have an option to select if I want 5 calls to fire instantly or spread across evenly in the 1 second period.
Usage-1: 5 calls per 1 second with burst (instantly fire all 5 calls) Best for: Maximizing throughput when the target API allows short spikes.
My function to throttle: my_function
from call_limiter import CallLimiter
limiter = CallLimiter(calls=5, period=1, allow_burst=True)
throttled_func = limiter(my_function)
Usage-2: 5 calls per 1 second paced (evenly spread calls) Best for: Avoiding "spiky" traffic patterns that trigger anti-bot protections.
from call_limiter import CallLimiter
# This forces a call exactly every 0.2 seconds (1s / 5 calls)
limiter = CallLimiter(calls=5, period=1, allow_burst=False)
throttled_func = limiter(my_function)
Component 2: CallRetry
Scenario: I want a retry logic to use with my function calls.
If my_function raises ValueError exception, it should retry up to 5 times with 1-second delay between attempts.
I want to log every retry with retry_logger function.
if it still fails, it should use fail_handler function. (if not provided, raise error)
from call_limiter import CallRetry
# This configuration perfectly mirrors your scenario:
retry = CallRetry(
retry_count=5,
retry_interval=1.0,
retry_exceptions=(ValueError,), # Trigger
on_retry=retry_logger, # Observability
fallback=fail_handler # Outcome (Plan B)
)
# If fail_handler is a function, this returns its result on ultimate failure.
# If you didn't pass fail_handler, it would raise the ValueError.
resilient_func = retry(my_function)
Component 3: ResilientLimiter
Scenario: I want a rate limiter that can also handle failed calls. my_function should be called
Flow Logic:
- 5 calls/per second with burst (or drip),
- max_retry = 3 (if it fails)
- on_retry=
retry_handler, notify me by calling optionalretry_handler, if not provided ignore! - fallback=
falback_handlerif it still fails notify me, if not provided raise error! Note: each retry will comply "5 calls/per second with burst (or drip)" tempo to respect rate limiter
Note: on_retry receives (exception, attempt_number), while fallback is a simple callable.
from call_limiter import ResilientLimiter
limiter = ResilientLimiter(
calls=5,
period=1.0,
allow_burst=True,
retry_count=3,
on_retry=retry_handler,
fallback=fail_handler
)
@limiter
def my_function():
# This will respect the 5/sec pace, even during retries.
pass
✨ Key Features
- Low-Jitter Timing: Uses time.perf_counter() and resolution-aware sleeping to prevent the "creeping delays" common in standard rate limiters.
- Zero-Hardcode Logic: Accounts for "OS Jitter" to ensure time.sleep remains accurate even under system load.
- Thread-Safe: Designed for multithreaded environments where multiple workers hit the same limited resource.
- Thread-Synchronized State: Shared locks ensure that 10 threads hitting the same limiter behave as a single unit.
- Synchronized Pacing: In hybrid mode, retries are queued through the global limiter, preventing a 'thundering herd' and ensuring you never exceed your quota during recovery.
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