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use super::super::Collate;
use super::DefaultCollate;
use std::collections::VecDeque;
impl<T> Collate<Vec<T>> for DefaultCollate
where
Self: Collate<T>,
T: Clone,
{
type Output = Vec<<Self as Collate<T>>::Output>;
fn collate(batch: Vec<Vec<T>>) -> Self::Output {
let elem_size = batch
.get(0)
.expect("Batch should contain at least one element")
.len();
assert!(
batch.iter().all(|vec| vec.len() == elem_size),
"Each Vec in the batch should have equal size"
);
let mut collated = Vec::with_capacity(batch.len());
for i in 0..batch[0].len() {
let vec: Vec<_> = batch.iter().map(|sample| sample[i].clone()).collect();
collated.push(Self::collate(vec));
}
collated
}
}
impl<T> Collate<VecDeque<T>> for DefaultCollate
where
Self: Collate<T>,
T: Clone,
{
type Output = Vec<<Self as Collate<T>>::Output>;
fn collate(batch: Vec<VecDeque<T>>) -> Self::Output {
let elem_size = batch
.get(0)
.expect("Batch should contain at least one element")
.len();
assert!(
batch.iter().all(|vec| vec.len() == elem_size),
"Each Vec in the batch should have equal size"
);
let mut collated = Vec::with_capacity(batch.len());
for i in 0..batch[0].len() {
let vec: Vec<_> = batch.iter().map(|sample| sample[i].clone()).collect();
collated.push(Self::collate(vec));
}
collated
}
}
#[cfg(test)]
mod tests {
use super::*;
use ndarray::array;
#[test]
fn vec_of_vec() {
assert_eq!(DefaultCollate::collate(vec![vec![1]]), vec![array![1]]);
assert_eq!(
DefaultCollate::collate(vec![vec![1, 2], vec![3, 4]]),
vec![array![1, 3], array![2, 4]]
);
assert_eq!(
DefaultCollate::collate(vec![vec![true, false], vec![true, false]]),
vec![array![true, true], array![false, false]]
);
assert_eq!(
DefaultCollate::collate(vec![vec![1, 2, 3], vec![4, 5, 6]]),
vec![array![1, 4], array![2, 5], array![3, 6]]
);
assert_eq!(
DefaultCollate::collate(vec![vec![1, 2], vec![3, 4], vec![5, 6]]),
vec![array![1, 3, 5], array![2, 4, 6]]
);
assert_eq!(
DefaultCollate::collate(vec![
vec![1, 2],
vec![3, 4],
vec![5, 6],
vec![7, 8],
vec![9, 10],
vec![11, 12],
vec![13, 14],
vec![15, 16],
vec![17, 18],
vec![19, 20]
]),
vec![
array![1, 3, 5, 7, 9, 11, 13, 15, 17, 19],
array![2, 4, 6, 8, 10, 12, 14, 16, 18, 20]
]
);
}
#[test]
fn specialized() {
assert_eq!(
DefaultCollate::collate(vec![
vec![String::from("a"), String::from("b")],
vec![String::from("c"), String::from("d")]
]),
vec![
vec![String::from('a'), String::from('c')],
vec![String::from('b'), String::from('d')],
]
);
}
}