1use crate::{List, VectorsGeneric};
2use na::{
3 storage::Storage, ClosedAdd, ClosedDiv, ClosedMul, ClosedSub, Dim, Dynamic, Matrix, Matrix1xX,
4 MatrixSlice, RealField, Scalar, U3,
5};
6use num_traits::{cast, NumCast, Signed, Zero};
7use std::cmp::PartialOrd;
8
9pub fn slice<T, R, C, S>(
11 matrix: &Matrix<T, R, C, S>,
12) -> MatrixSlice<'_, T, Dynamic, Dynamic, S::RStride, S::CStride>
13where
14 T: Scalar,
15 R: Dim,
16 C: Dim,
17 S: Storage<T, R, C>,
18{
19 matrix.slice((0, 0), matrix.shape())
20}
21
22pub fn number_vectors<T, S>(vectors: &VectorsGeneric<T, S>) -> usize
24where
25 T: Scalar,
26 S: Storage<T, U3, Dynamic>,
27{
28 vectors.ncols()
29}
30
31pub fn size_range_with_step<T>(start: T, end: T, step: T) -> usize
34where
35 T: Scalar + NumCast + Copy + ClosedAdd + ClosedSub + ClosedDiv + ClosedMul + PartialOrd,
36{
37 if Zero::is_zero(&cast::<T, f64>(step).unwrap())
38 || Zero::is_zero(&cast::<T, f64>(end - start).unwrap())
39 || (Signed::is_positive(&cast::<T, f64>(end - start).unwrap())
40 && Signed::is_negative(&cast::<T, f64>(step).unwrap()))
41 || (Signed::is_negative(&cast::<T, f64>(end - start).unwrap())
42 && Signed::is_positive(&cast::<T, f64>(step).unwrap()))
43 {
44 return 1;
45 }
46 let mut size: usize = cast((end - start) / step).unwrap();
47 if start + cast::<usize, T>(size).unwrap() * step < end {
48 size += 1;
49 }
50 size + 1
51}
52
53pub fn linspace<T>(start: T, end: T, step: T) -> List<T>
56where
57 T: Scalar + NumCast + ClosedSub + ClosedDiv + ClosedMul + ClosedAdd + PartialOrd + Copy,
58{
59 let size = size_range_with_step(start, end, step);
60 let mut vector = Matrix1xX::from_fn(size, |_, j| start + step * cast(j).unwrap());
61 if vector[size - 1] > end {
62 vector[size - 1] = end;
63 }
64 vector
65}
66
67pub fn clip<T>(list: &List<T>, min: Option<T>, max: Option<T>) -> List<T>
69where
70 T: RealField,
71{
72 let mut work_list = list.clone();
73 for element in work_list.iter_mut() {
74 if let Some(mini) = min {
75 if *element < mini {
76 *element = mini
77 };
78 }
79 if let Some(max) = max {
80 if *element > max {
81 *element = max
82 };
83 }
84 }
85 work_list
86}
87
88pub fn pows<T>(list: &List<T>, power: i32) -> List<T>
90where
91 T: RealField,
92{
93 List::from_iterator(list.len(), list.iter().map(|x| x.powi(power)))
94}