Tutorial
You can limit the number of requests made by an HTTPX client using the transports provided in this package. That is useful in situations when you need to make a large number of asynchronous requests against endpoints that implement a rate limit.
Single Rate Limit¶
The simplest use case is to apply a single rate limit to all requests. If you want to be able to make twenty requests per second, for example, use the following code:
import httpx
from httpx_limiter import AsyncRateLimitedTransport, Rate
from httpx_limiter.pyrate import PyrateAsyncLimiter
async def main():
limiter = PyrateAsyncLimiter.create(Rate.create(magnitude=20))
async with httpx.AsyncClient(
transport=AsyncRateLimitedTransport.create(limiter=limiter),
) as client:
response = await client.get("https://httpbin.org")
Warning
Due to limitations in the design of the underlying leaky bucket implementation, which is used to implement the rate limiting, the magnitude of the rate is also the maximum capacity of the bucket. That means, if you set a rate that is larger than one, a burst of requests equal to that capacity will be allowed. If you do not want to allow any bursts, set the magnitude to one, but the duration to the inverse of your desired rate. If you want to allow twenty requests per second, for example, set the magnitude to 1 and the duration to 0.05 seconds.
Multiple Rate Limits¶
For more advanced use cases, you can apply different rate limits based on a concrete
implementation of the
AbstractRateLimiterRepository. There
are two relevant methods that both get passed the current request. One method needs to
identify which rate limit to apply, and the other method sets the rate limit itself. See
the following example:
import httpx
from httpx_limiter import (
AbstractRateLimiterRepository,
AsyncMultiRateLimitedTransport,
Rate
)
from httpx_limiter.aiolimiter import AiolimiterAsyncLimiter
class DomainBasedRateLimiterRepository(AbstractRateLimiterRepository):
"""Apply different rate limits based on the domain being requested."""
def get_identifier(self, request: httpx.Request) -> str:
"""Return the domain as the identifier for rate limiting."""
return request.url.host
def create(self, request: httpx.Request) -> AiolimiterAsyncLimiter:
"""Create a rate limiter for the domain."""
return AiolimiterAsyncLimiter.create(Rate.create(magnitude=25))
client = httpx.AsyncClient(
transport=AsyncMultiRateLimitedTransport.create(
repository=DomainBasedRateLimiterRepository(),
),
)
Tip
You are free to ignore the request parameter and use global information like the time of day to determine the rate limit.
from datetime import datetime, timezone
import httpx
from httpx_limiter import AbstractRateLimiterRepository, Rate
from httpx_limiter.pyrate import PyrateAsyncLimiter
class DayNightRateLimiterRepository(AbstractRateLimiterRepository):
"""Apply different rate limits based on the time of day."""
def get_identifier(self, request: httpx.Request) -> str:
"""Identify whether it is currently day or night."""
if 6 <= datetime.now(tz=timezone.utc).hour < 18:
return "day"
return "night"
def create(self, request: httpx.Request) -> PyrateAsyncLimiter:
"""Create a rate limiter based on the time of day."""
if self.get_identifier(request) == "day":
return PyrateAsyncLimiter.create(Rate.create(magnitude=10))
return PyrateAsyncLimiter.create(Rate.create(magnitude=100))