Crate dpc_pariter[−][src]
Expand description
Parallel iterator processing library for Rust
I keep needing one, so I wrote it.
If you have:
assert_eq!(
(0..10)
.map(step_a)
.map(step_b)
.filter(|x| *x != 1)
.map(step_c).collect::<Vec<_>>(),
vec![1, 3, 1, 3, 1, 3, 1]
);
You can change it to:
use dpc_pariter::IteratorExt;
assert_eq!(
(0..10)
.map(step_a)
.parallel_map(step_b)
.filter(|x| *x != 1)
.map(step_c).collect::<Vec<_>>(),
vec![1, 3, 1, 3, 1, 3, 1]
);
and it will run faster (conditions apply), because
step_b
will run in parallel on multiple-threads.
Notable features
- preserves order
- lazy, somewhat like a normal iterator
- handles worker thread panics
- handles and allows control of backpressure
- supports custom thread-pools
- some knobs to control performance details
How it works
Spawns bunch of worker threads, sends them work through one channel and collects responses through another.
When to use and alternatives
This library is a good general purpose solution. When you have a chain of iterator steps, and would like to process one or some of them in parallel to speed it up, this should be a drop-in replacement.
Sending iterator items through channels is fast, but not free. Make sure to parallelize operations that are heavy enough to justify overhead of sending data through the channel (twice). Especially operations involving IO are a good candidate to parallelize.
When you have a lot items already stored in a collection,
that you want to “roll over and perform some mass computation”
you probably want to use rayon
instead. It’s a library optimized
for parallelizing processing of whole chunks of larger set of data.
Because of that converting rayon
’s iterators back to ordered
sequencial iterator is non-trivial.
There are alternative libraries somewhat like this, but I did not find any that I’d like API and/or implementation wise, so I wrote my own.
Status & plans
I keep needing this exact functionality, so I’ve cleaned up my ad-hoc code and put it in a proper library. I would actually prefer if someone else did it. :D I might add more features in the future, and I am happy to accept PRs.
I’m open to share ownership & maintenance, or even “donate it”.
Structs
Like std::iter::Map
but multi-threaded
Traits
Extension trait for std::iter::Iterator
bringing parallel operations
An interface for any thread pool to be used with parallel iterator