3 releases (breaking)
0.3.0 | Oct 15, 2024 |
---|---|
0.2.0 | Sep 23, 2024 |
0.1.0 | Sep 22, 2024 |
#349 in Asynchronous
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tower-memlim
Enforces a limit on the underlying service when a machine's memory Threshold
is met.
Load Shedding
By combining MemoryLimitLayer
with tower's load_shed
feature, incoming requests can be rejected once a certain memory Threshold
is met. Ths can help to protect a system from running out of memory.
It also helps to maximize the usage of available resources while maintaining system stability. Compared to setting a limit that does not account for system resource variables, such as requests per second, relative resource bound limits like MinAvailableBytes
do not require constant adjustment whenever system resources change. Hence memory based load shedding is a perfect match for memory based auto scaling strategies.
Exemplary scaling pattern:
- Auto-scaler provisions systems based on memory/cpu thresholds
- Load shedder rejects request upon threshold exceedance to prevent out of memory issues and to signal hard resource exhaustion
- Load balancer/upfront webserver detects exhausted system via rejected requests or failing health probes and redirects (or retries) traffic to healthy systems
Example
use tower::ServiceBuilder;
use tower_memlim::layer::MemoryLimitLayer;
use tower_memlim::error::BoxError;
use tower_memlim::memory::{Threshold, LinuxCgroupMemory};
use tower::service_fn;
// The friendliest service in town!
// Spreading joy, until the memory limit layer threshold is not exceeded.
async fn svc_handle(_req: &str) -> Result<&str, BoxError> {
Ok("Nice to see you! (while memory lasts)")
}
let mut svc = ServiceBuilder::new()
// Map the error to your needs
.map_result(|result: Result<_, BoxError>| match result {
Ok(resp) => Ok(resp),
Err(err) => {
if err.is::<tower::load_shed::error::Overloaded>() {
// A web server may want to return a http status code instead
Ok("Too many requests")
} else {
Err(err)
}
},
})
// Load shed and throw `Overloaded` error
// when the next layer responds with `Poll::Ready(Err(_))`.
// Without load shedder requests would be enqueued.
.load_shed()
// Upon memory exceeding, this layer responds with `Poll::Ready(Err(_))`
// to signal that the service is no longer able to service requests.
// That allows other layers such as `load_shed` to react on it.
.layer(MemoryLimitLayer::new(
Threshold::MinAvailableBytes(11),
LinuxCgroupMemory
))
.service(service_fn(svc_handle));
Operating Systems
This crate provides support for a Linux memory stats provider, but any other struct implementing AvailableMemory
can be used. When developing on an unsupported platform, consider disabling the layer using tower::util::option_layer
.
AvailableMemory
implementors:
License
This project is licensed under the MIT license.
Contribution
Unless you explicitly state otherwise, any contribution intentionally submitted for inclusion in tower-memlim by you, shall be licensed as MIT, without any additional terms or conditions.
Dependencies
~2–8.5MB
~48K SLoC