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0.1.0 | Jan 20, 2024 |
#1507 in Algorithms
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Infinity Sampler
✨ Allocation free ✨ Minimal dependencies ✨ no_std
compatible ✨
The Infinity Sampler lets you automatically sample an infinite stream of values into a fixed size buffer, while keeping an even spread of samples.
It's a deterministic variation of the Reservoir Sampling algorithm. Writes are O(1), iteration is O(N). See [math] for an illustrated explainer.
Your primary interface is the [SamplingReservoir] struct:
use infinity_sampler::SamplingReservoir;
let mut reservoir = SamplingReservoir::<u32, 8>::new();
for i in 0..256 {
reservoir.sample(i);
}
let samples: Vec<_> = reservoir.into_ordered_iter().collect();
assert_eq!(samples, vec![0, 32, 64, 96, 128, 160, 192, 224]);
Dependencies
~475KB