pub struct InMemoryRateLimiter { /* private fields */ }
Expand description
An in-memory rate limiter based on a token bucket algorithm.
This is an in-memory rate limiter, so it cannot rate limit across different processes.
The rate limiter only allows time-based rate limiting and does not take into account any information about the input or the output, so it cannot be used to rate limit based on the size of the request.
It is thread safe and can be used in either a sync or async context.
The in-memory rate limiter is based on a token bucket. The bucket is filled with tokens at a given rate. Each request consumes a token. If there are not enough tokens in the bucket, the request is blocked until there are enough tokens.
These tokens have NOTHING to do with LLM tokens. They are just a way to keep track of how many requests can be made at a given time.
Current limitations:
- The rate limiter is not designed to work across different processes. It is an in-memory rate limiter, but it is thread safe.
- The rate limiter only supports time-based rate limiting. It does not take into account the size of the request or any other factors.
§Example
use ferriclink_core::rate_limiters::InMemoryRateLimiter;
use std::time::Duration;
let rate_limiter = InMemoryRateLimiter::new(
0.1, // Can only make a request once every 10 seconds
0.1, // Wake up every 100 ms to check whether allowed to make a request
10.0, // Controls the maximum burst size
);
// Use with a language model
// let model = ChatAnthropic::new()
// .with_rate_limiter(rate_limiter);
Implementations§
Source§impl InMemoryRateLimiter
impl InMemoryRateLimiter
Sourcepub fn new(
requests_per_second: f64,
check_every_n_seconds: f64,
max_bucket_size: f64,
) -> Self
pub fn new( requests_per_second: f64, check_every_n_seconds: f64, max_bucket_size: f64, ) -> Self
Create a new in-memory rate limiter based on a token bucket.
These tokens have NOTHING to do with LLM tokens. They are just a way to keep track of how many requests can be made at a given time.
This rate limiter is designed to work in a threaded environment.
It works by filling up a bucket with tokens at a given rate. Each request consumes a given number of tokens. If there are not enough tokens in the bucket, the request is blocked until there are enough tokens.
§Arguments
requests_per_second
- The number of tokens to add per second to the bucket. The tokens represent “credit” that can be used to make requests.check_every_n_seconds
- Check whether the tokens are available every this many seconds. Can be a float to represent fractions of a second.max_bucket_size
- The maximum number of tokens that can be in the bucket. Must be at least 1. Used to prevent bursts of requests.
§Panics
Panics if max_bucket_size
is less than 1.0.
Sourcepub async fn available_tokens(&self) -> f64
pub async fn available_tokens(&self) -> f64
Get the current number of available tokens
Sourcepub fn max_bucket_size(&self) -> f64
pub fn max_bucket_size(&self) -> f64
Get the maximum bucket size
Sourcepub fn requests_per_second(&self) -> f64
pub fn requests_per_second(&self) -> f64
Get the requests per second rate
Sourcepub fn check_every_n_seconds(&self) -> f64
pub fn check_every_n_seconds(&self) -> f64
Get the check interval in seconds
Sourcepub fn to_config(&self) -> InMemoryRateLimiterConfig
pub fn to_config(&self) -> InMemoryRateLimiterConfig
Convert to a serializable configuration
Sourcepub fn from_config(config: InMemoryRateLimiterConfig) -> Self
pub fn from_config(config: InMemoryRateLimiterConfig) -> Self
Create from a serializable configuration
Trait Implementations§
Source§impl BaseRateLimiter for InMemoryRateLimiter
impl BaseRateLimiter for InMemoryRateLimiter
Source§impl Clone for InMemoryRateLimiter
impl Clone for InMemoryRateLimiter
Source§fn clone(&self) -> InMemoryRateLimiter
fn clone(&self) -> InMemoryRateLimiter
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
source
. Read more