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use crate::Dataset;
use rand::{distributions::Uniform, rngs::StdRng, Rng, SeedableRng};
use std::sync::Mutex;
pub struct SamplerDataset<I> {
dataset: Box<dyn Dataset<I>>,
size: usize,
rng: Mutex<StdRng>,
}
impl<I> SamplerDataset<I> {
pub fn from_dataset<D: Dataset<I> + 'static>(dataset: D, size: usize) -> Self {
Self::new(Box::new(dataset), size)
}
pub fn new(dataset: Box<dyn Dataset<I>>, size: usize) -> Self {
let rng = Mutex::new(StdRng::from_entropy());
Self { dataset, size, rng }
}
fn index(&self) -> usize {
let distribution = Uniform::new(0, self.dataset.len());
let mut rng = self.rng.lock().unwrap();
rng.sample(distribution)
}
}
impl<I> Dataset<I> for SamplerDataset<I> {
fn get(&self, _index: usize) -> Option<I> {
self.dataset.get(self.index())
}
fn len(&self) -> usize {
self.size
}
}