Files
smartcore/src/linalg/ndarray/vector.rs
Lorenzo 3da433f757 Implement predict_proba for DecisionTreeClassifier (#287)
* Implement predict_proba for DecisionTreeClassifier
* Some automated fixes suggested by cargo clippy --fix
2025-01-20 18:50:00 +00:00

185 lines
4.9 KiB
Rust

use std::fmt::{Debug, Display};
use std::ops::Range;
use crate::linalg::basic::arrays::{
Array as BaseArray, Array1, ArrayView1, MutArray, MutArrayView1,
};
use ndarray::{s, Array, ArrayBase, ArrayView, ArrayViewMut, Ix1, OwnedRepr};
impl<T: Debug + Display + Copy + Sized> BaseArray<T, usize> for ArrayBase<OwnedRepr<T>, Ix1> {
fn get(&self, i: usize) -> &T {
&self[i]
}
fn shape(&self) -> usize {
self.len()
}
fn is_empty(&self) -> bool {
self.len() > 0
}
fn iterator<'b>(&'b self, axis: u8) -> Box<dyn Iterator<Item = &'b T> + 'b> {
assert!(axis == 0, "For one dimensional array `axis` should == 0");
Box::new(self.iter())
}
}
impl<T: Debug + Display + Copy + Sized> MutArray<T, usize> for ArrayBase<OwnedRepr<T>, Ix1> {
fn set(&mut self, i: usize, x: T) {
self[i] = x
}
fn iterator_mut<'b>(&'b mut self, axis: u8) -> Box<dyn Iterator<Item = &'b mut T> + 'b> {
assert!(axis == 0, "For one dimensional array `axis` should == 0");
Box::new(self.iter_mut())
}
}
impl<T: Debug + Display + Copy + Sized> ArrayView1<T> for ArrayBase<OwnedRepr<T>, Ix1> {}
impl<T: Debug + Display + Copy + Sized> MutArrayView1<T> for ArrayBase<OwnedRepr<T>, Ix1> {}
impl<T: Debug + Display + Copy + Sized> BaseArray<T, usize> for ArrayView<'_, T, Ix1> {
fn get(&self, i: usize) -> &T {
&self[i]
}
fn shape(&self) -> usize {
self.len()
}
fn is_empty(&self) -> bool {
self.len() > 0
}
fn iterator<'b>(&'b self, axis: u8) -> Box<dyn Iterator<Item = &'b T> + 'b> {
assert!(axis == 0, "For one dimensional array `axis` should == 0");
Box::new(self.iter())
}
}
impl<T: Debug + Display + Copy + Sized> ArrayView1<T> for ArrayView<'_, T, Ix1> {}
impl<T: Debug + Display + Copy + Sized> BaseArray<T, usize> for ArrayViewMut<'_, T, Ix1> {
fn get(&self, i: usize) -> &T {
&self[i]
}
fn shape(&self) -> usize {
self.len()
}
fn is_empty(&self) -> bool {
self.len() > 0
}
fn iterator<'b>(&'b self, axis: u8) -> Box<dyn Iterator<Item = &'b T> + 'b> {
assert!(axis == 0, "For one dimensional array `axis` should == 0");
Box::new(self.iter())
}
}
impl<T: Debug + Display + Copy + Sized> MutArray<T, usize> for ArrayViewMut<'_, T, Ix1> {
fn set(&mut self, i: usize, x: T) {
self[i] = x;
}
fn iterator_mut<'b>(&'b mut self, axis: u8) -> Box<dyn Iterator<Item = &'b mut T> + 'b> {
assert!(axis == 0, "For one dimensional array `axis` should == 0");
Box::new(self.iter_mut())
}
}
impl<T: Debug + Display + Copy + Sized> ArrayView1<T> for ArrayViewMut<'_, T, Ix1> {}
impl<T: Debug + Display + Copy + Sized> MutArrayView1<T> for ArrayViewMut<'_, T, Ix1> {}
impl<T: Debug + Display + Copy + Sized> Array1<T> for ArrayBase<OwnedRepr<T>, Ix1> {
fn slice<'a>(&'a self, range: Range<usize>) -> Box<dyn ArrayView1<T> + 'a> {
assert!(
range.end <= self.len(),
"`range` should be <= {}",
self.len()
);
Box::new(self.slice(s![range]))
}
fn slice_mut<'b>(&'b mut self, range: Range<usize>) -> Box<dyn MutArrayView1<T> + 'b> {
assert!(
range.end <= self.len(),
"`range` should be <= {}",
self.len()
);
Box::new(self.slice_mut(s![range]))
}
fn fill(len: usize, value: T) -> Self {
Array::from_elem(len, value)
}
fn from_iterator<I: Iterator<Item = T>>(iter: I, len: usize) -> Self
where
Self: Sized,
{
Array::from_iter(iter.take(len))
}
fn from_vec_slice(slice: &[T]) -> Self {
Array::from_iter(slice.iter().copied())
}
fn from_slice(slice: &dyn ArrayView1<T>) -> Self {
Array::from_iter(slice.iterator(0).copied())
}
}
#[cfg(test)]
mod tests {
use super::*;
use ndarray::arr1;
#[test]
fn test_get_set() {
let mut a = arr1(&[1, 2, 3]);
assert_eq!(*BaseArray::get(&a, 1), 2);
a.set(1, 9);
assert_eq!(a, arr1(&[1, 9, 3]));
}
#[test]
fn test_iterator() {
let a = arr1(&[1, 2, 3]);
let v: Vec<i32> = a.iterator(0).copied().collect();
assert_eq!(v, vec!(1, 2, 3));
}
#[test]
fn test_mut_iterator() {
let mut a = arr1(&[1, 2, 3]);
a.iterator_mut(0).for_each(|v| *v = 1);
assert_eq!(a, arr1(&[1, 1, 1]));
}
#[test]
fn test_slice() {
let x = arr1(&[1, 2, 3, 4, 5]);
let x_slice = Array1::slice(&x, 2..3);
assert_eq!(1, x_slice.shape());
assert_eq!(3, *x_slice.get(0));
}
#[test]
fn test_mut_slice() {
let mut x = arr1(&[1, 2, 3, 4, 5]);
let mut x_slice = Array1::slice_mut(&mut x, 2..4);
x_slice.set(0, 9);
assert_eq!(2, x_slice.shape());
assert_eq!(9, *x_slice.get(0));
assert_eq!(4, *x_slice.get(1));
}
}