2 releases
0.1.2 | May 17, 2022 |
---|---|
0.1.1 |
|
0.1.0 | May 13, 2022 |
#1200 in Asynchronous
47KB
946 lines
Async DAG
async_dag
is an async task scheduling utility.
When async tasks and their dependencies can be described by a DAG, this crate ensures the tasks are run at maximum posiible parallelism.
Example
Say there are several tasks which either produces an i32
or sums two i32
s,
and they have dependency relationship described by following graph,
7
/ \
3 \
/ \ \
1 2 4
which means there are three tasks producing value 1
, 2
and 4
,
a task summing 1
and 2
to get 3
,
and a task summing 3
and 4
to get the final output, 7
.
A casual developer may write
let _3 = sum(_1.await, _2.await).await;
let _7 = sum(_3, _4.await).await;
Above code is inefficient because every task only begins after the previous one completes.
A better version would be
let (_1, _2, _4) = join!(_1, _2, _4).await;
let _3 = sum(_1, _2).await;
let _7 = sum(_3, _4).await;
where _1
, _2
and _4
run in parallel.
However, above scheduling is still not optimal
because the summing of _1
and _2
can run in parallel with _4
.
To acheive maximum parallelism, one has to write something like
let _1_2 = join!(_1, _2);
let (_3, _4) = select! {
_3 = _1_2 => {
(_3, _4.await)
}
_4 = _4 => {
let (_1, _2) = _1_2.await;
(sum(_1, _2).await, _4)
}
}
let _7 = sum(_3, _4).await;
The code is quite obscure and the manual scheduling quickly becomes tiring, if possible at all, with a few more tasks and dependencies.
With async_dag
, one can write
use async_dag::Graph;
async fn sum(lhs: i32, rhs: i32) -> i32 { lhs + rhs }
async fn run() {
let mut graph = Graph::new();
// The closures are not run yet.
let _1 = graph.add_task(|| async { 1 } );
let _2 = graph.add_task(|| async { 2 } );
let _4 = graph.add_task(|| async { 4 } );
// Sets `_1` as `_3`'s first parameter.
let _3 = graph.add_child_task(_1, sum, 0).unwrap();
// Sets `_2` as `_3`'s second parameter.
graph.update_dependency(_2, _3, 1).unwrap();
// Sets `_3` as `_7`'s first parameter.
let _7 = graph.add_child_task(_3, sum, 0).unwrap();
// Sets `_4` as `_7`'s second parameter.
graph.update_dependency(_4, _7, 1).unwrap();
// Runs all the tasks with maximum possible parallelism.
graph.run().await;
assert_eq!(graph.get_value::<i32>(_7).unwrap(), 7);
}
use futures::executor::block_on;
block_on(run());
Fail-fast graphs
TryGraph
can be used if the user wants a fail-fast strategy with fallible tasks.
It aborts running futures when any one of them completes with a Err
.
Dev
pre-commit hook setup: cargo run --bin install-pre-commit-hook
.
Dependencies
~3MB
~47K SLoC