tensors-rs 0.1.2

Compact NumPy-like dense tensor primitives for safe numerical Rust.
Documentation
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//! Two-dimensional strided array views.

use core::ops::{Index, IndexMut};

use crate::array2::Array2;
use crate::error::{Error, Result};

/// Immutable 2D array view.
#[derive(Clone, Copy, Debug)]
pub struct ArrayView2<'a, T> {
    pub(crate) data: &'a [T],
    pub(crate) shape: [usize; 2],
    pub(crate) strides: [isize; 2],
    pub(crate) offset: isize,
}

/// Mutable 2D array view.
#[derive(Debug)]
pub struct ArrayViewMut2<'a, T> {
    pub(crate) data: &'a mut [T],
    pub(crate) shape: [usize; 2],
    pub(crate) strides: [isize; 2],
    pub(crate) offset: isize,
}

impl<'a, T> ArrayView2<'a, T> {
    /// Create a checked immutable view.
    pub fn new(
        data: &'a [T],
        shape: [usize; 2],
        strides: [isize; 2],
        offset: isize,
    ) -> Result<Self> {
        validate_view(data.len(), &shape, &strides, offset)?;
        Ok(Self {
            data,
            shape,
            strides,
            offset,
        })
    }

    pub(crate) fn from_raw_parts(
        data: &'a [T],
        shape: [usize; 2],
        strides: [isize; 2],
        offset: isize,
    ) -> Self {
        Self {
            data,
            shape,
            strides,
            offset,
        }
    }

    /// Shape as `[rows, cols]`.
    #[inline]
    pub fn shape(&self) -> [usize; 2] {
        self.shape
    }

    /// Number of rows.
    #[inline]
    pub fn rows(&self) -> usize {
        self.shape[0]
    }

    /// Number of columns.
    #[inline]
    pub fn cols(&self) -> usize {
        self.shape[1]
    }

    /// Strides in elements.
    #[inline]
    pub fn strides(&self) -> [isize; 2] {
        self.strides
    }

    /// Distance in elements between consecutive rows.
    #[inline]
    pub fn row_stride(&self) -> isize {
        self.strides[0]
    }

    /// Distance in elements between consecutive columns.
    #[inline]
    pub fn col_stride(&self) -> isize {
        self.strides[1]
    }

    /// Leading dimension for the current row-major-style view.
    #[inline]
    pub fn leading_dimension(&self) -> isize {
        self.strides[0]
    }

    /// Number of elements in the logical view.
    #[inline]
    pub fn len(&self) -> usize {
        self.shape[0] * self.shape[1]
    }

    /// Whether the logical view has no elements.
    #[inline]
    pub fn is_empty(&self) -> bool {
        self.len() == 0
    }

    /// Whether the view is compact row-major contiguous.
    #[inline]
    pub fn is_contiguous(&self) -> bool {
        is_compact_row_major(self.shape, self.strides)
    }

    /// Borrow the backing slice if this view covers it contiguously.
    pub fn as_slice(&self) -> Option<&'a [T]> {
        if !self.is_contiguous() {
            return None;
        }
        let start = self.offset as usize;
        let end = start + self.len();
        Some(&self.data[start..end])
    }

    /// Get a copied reference at `(row, col)`.
    #[inline]
    pub fn get(&self, row: usize, col: usize) -> Option<&'a T> {
        if row >= self.rows() || col >= self.cols() {
            return None;
        }
        Some(&self.data[self.linear_index(row, col)])
    }

    /// Return a transpose view without copying.
    #[inline]
    pub fn transpose(self) -> Self {
        Self {
            data: self.data,
            shape: [self.shape[1], self.shape[0]],
            strides: [self.strides[1], self.strides[0]],
            offset: self.offset,
        }
    }

    /// Return a row view as a one-row matrix.
    pub fn row(&self, row: usize) -> Result<Self> {
        if row >= self.rows() {
            return Err(Error::IndexOutOfBounds);
        }
        Ok(Self {
            data: self.data,
            shape: [1, self.cols()],
            strides: self.strides,
            offset: self.offset + row as isize * self.strides[0],
        })
    }

    /// Borrow a row as a contiguous slice when the row layout permits it.
    pub fn row_slice(&self, row: usize) -> Result<Option<&'a [T]>> {
        if row >= self.rows() {
            return Err(Error::IndexOutOfBounds);
        }
        if self.cols() == 0 {
            return Ok(Some(&self.data[0..0]));
        }
        if self.strides[1] != 1 {
            return Ok(None);
        }
        let start = self.linear_index(row, 0);
        let end = start + self.cols();
        Ok(Some(&self.data[start..end]))
    }

    /// Return a column view as an `rows x 1` matrix.
    pub fn col(&self, col: usize) -> Result<Self> {
        if col >= self.cols() {
            return Err(Error::IndexOutOfBounds);
        }
        Ok(Self {
            data: self.data,
            shape: [self.rows(), 1],
            strides: self.strides,
            offset: self.offset + col as isize * self.strides[1],
        })
    }

    /// Slice a half-open row range.
    pub fn rows_range(&self, start: usize, end: usize) -> Result<Self> {
        if start > end || end > self.rows() {
            return Err(Error::IndexOutOfBounds);
        }
        Ok(Self {
            data: self.data,
            shape: [end - start, self.cols()],
            strides: self.strides,
            offset: self.offset + start as isize * self.strides[0],
        })
    }

    /// Slice a half-open column range.
    pub fn cols_range(&self, start: usize, end: usize) -> Result<Self> {
        if start > end || end > self.cols() {
            return Err(Error::IndexOutOfBounds);
        }
        Ok(Self {
            data: self.data,
            shape: [self.rows(), end - start],
            strides: self.strides,
            offset: self.offset + start as isize * self.strides[1],
        })
    }

    #[inline]
    pub(crate) fn linear_index(&self, row: usize, col: usize) -> usize {
        (self.offset + row as isize * self.strides[0] + col as isize * self.strides[1]) as usize
    }
}

impl<T: Clone> ArrayView2<'_, T> {
    /// Copy this view into compact row-major storage.
    pub fn to_row_major(&self) -> Array2<T> {
        Array2::from_fn(self.shape, |i, j| self[(i, j)].clone())
    }

    /// Copy this view into a column-major vector.
    pub fn to_col_major_vec(&self) -> Vec<T> {
        let mut data = Vec::with_capacity(self.len());
        for j in 0..self.cols() {
            for i in 0..self.rows() {
                data.push(self[(i, j)].clone());
            }
        }
        data
    }
}

impl<'a, T> ArrayViewMut2<'a, T> {
    /// Create a checked mutable view.
    pub fn new(
        data: &'a mut [T],
        shape: [usize; 2],
        strides: [isize; 2],
        offset: isize,
    ) -> Result<Self> {
        validate_view(data.len(), &shape, &strides, offset)?;
        Ok(Self {
            data,
            shape,
            strides,
            offset,
        })
    }

    pub(crate) fn from_raw_parts(
        data: &'a mut [T],
        shape: [usize; 2],
        strides: [isize; 2],
        offset: isize,
    ) -> Self {
        Self {
            data,
            shape,
            strides,
            offset,
        }
    }

    /// Shape as `[rows, cols]`.
    #[inline]
    pub fn shape(&self) -> [usize; 2] {
        self.shape
    }

    /// Number of rows.
    #[inline]
    pub fn rows(&self) -> usize {
        self.shape[0]
    }

    /// Number of columns.
    #[inline]
    pub fn cols(&self) -> usize {
        self.shape[1]
    }

    /// Strides in elements.
    #[inline]
    pub fn strides(&self) -> [isize; 2] {
        self.strides
    }

    /// Distance in elements between consecutive rows.
    #[inline]
    pub fn row_stride(&self) -> isize {
        self.strides[0]
    }

    /// Distance in elements between consecutive columns.
    #[inline]
    pub fn col_stride(&self) -> isize {
        self.strides[1]
    }

    /// Leading dimension for the current row-major-style view.
    #[inline]
    pub fn leading_dimension(&self) -> isize {
        self.strides[0]
    }

    /// Number of elements in the logical view.
    #[inline]
    pub fn len(&self) -> usize {
        self.shape[0] * self.shape[1]
    }

    /// Whether the logical view has no elements.
    #[inline]
    pub fn is_empty(&self) -> bool {
        self.len() == 0
    }

    /// Whether the view is compact row-major contiguous.
    #[inline]
    pub fn is_contiguous(&self) -> bool {
        is_compact_row_major(self.shape, self.strides)
    }

    /// Immutable view over the same region.
    pub fn as_view(&self) -> ArrayView2<'_, T> {
        ArrayView2 {
            data: self.data,
            shape: self.shape,
            strides: self.strides,
            offset: self.offset,
        }
    }

    /// Borrow the backing slice if this view covers it contiguously.
    pub fn as_mut_slice(&mut self) -> Option<&mut [T]> {
        if !self.is_contiguous() {
            return None;
        }
        let start = self.offset as usize;
        let end = start + self.len();
        Some(&mut self.data[start..end])
    }

    /// Get an immutable element reference.
    #[inline]
    pub fn get(&self, row: usize, col: usize) -> Option<&T> {
        if row >= self.rows() || col >= self.cols() {
            return None;
        }
        Some(&self.data[self.linear_index(row, col)])
    }

    /// Get a mutable element reference.
    #[inline]
    pub fn get_mut(&mut self, row: usize, col: usize) -> Option<&mut T> {
        if row >= self.rows() || col >= self.cols() {
            return None;
        }
        let index = self.linear_index(row, col);
        Some(&mut self.data[index])
    }

    /// Return a transpose view without copying.
    pub fn transpose(self) -> Self {
        Self {
            data: self.data,
            shape: [self.shape[1], self.shape[0]],
            strides: [self.strides[1], self.strides[0]],
            offset: self.offset,
        }
    }

    /// Return a mutable row view as a one-row matrix.
    pub fn row_mut(&mut self, row: usize) -> Result<ArrayViewMut2<'_, T>> {
        if row >= self.rows() {
            return Err(Error::IndexOutOfBounds);
        }
        let cols = self.cols();
        let strides = self.strides;
        let offset = self.offset + row as isize * strides[0];
        Ok(ArrayViewMut2 {
            data: &mut *self.data,
            shape: [1, cols],
            strides,
            offset,
        })
    }

    /// Borrow a mutable row as a contiguous slice when the row layout permits it.
    pub fn row_slice_mut(&mut self, row: usize) -> Result<Option<&mut [T]>> {
        if row >= self.rows() {
            return Err(Error::IndexOutOfBounds);
        }
        if self.cols() == 0 {
            return Ok(Some(&mut self.data[0..0]));
        }
        if self.strides[1] != 1 {
            return Ok(None);
        }
        let start = self.linear_index(row, 0);
        let end = start + self.cols();
        Ok(Some(&mut self.data[start..end]))
    }

    /// Return a mutable column view as an `rows x 1` matrix.
    pub fn col_mut(&mut self, col: usize) -> Result<ArrayViewMut2<'_, T>> {
        if col >= self.cols() {
            return Err(Error::IndexOutOfBounds);
        }
        let rows = self.rows();
        let strides = self.strides;
        let offset = self.offset + col as isize * strides[1];
        Ok(ArrayViewMut2 {
            data: &mut *self.data,
            shape: [rows, 1],
            strides,
            offset,
        })
    }

    /// Slice a mutable half-open row range.
    pub fn rows_range_mut(&mut self, start: usize, end: usize) -> Result<ArrayViewMut2<'_, T>> {
        if start > end || end > self.rows() {
            return Err(Error::IndexOutOfBounds);
        }
        let cols = self.cols();
        let strides = self.strides;
        let offset = self.offset + start as isize * strides[0];
        Ok(ArrayViewMut2 {
            data: &mut *self.data,
            shape: [end - start, cols],
            strides,
            offset,
        })
    }

    /// Slice a mutable half-open column range.
    pub fn cols_range_mut(&mut self, start: usize, end: usize) -> Result<ArrayViewMut2<'_, T>> {
        if start > end || end > self.cols() {
            return Err(Error::IndexOutOfBounds);
        }
        let rows = self.rows();
        let strides = self.strides;
        let offset = self.offset + start as isize * strides[1];
        Ok(ArrayViewMut2 {
            data: &mut *self.data,
            shape: [rows, end - start],
            strides,
            offset,
        })
    }

    #[inline]
    pub(crate) fn linear_index(&self, row: usize, col: usize) -> usize {
        (self.offset + row as isize * self.strides[0] + col as isize * self.strides[1]) as usize
    }
}

impl<T: Clone> ArrayViewMut2<'_, T> {
    /// Copy this view into compact row-major storage.
    pub fn to_row_major(&self) -> Array2<T> {
        self.as_view().to_row_major()
    }

    /// Copy this view into a column-major vector.
    pub fn to_col_major_vec(&self) -> Vec<T> {
        self.as_view().to_col_major_vec()
    }

    /// Copy values from another view with the same shape.
    pub fn copy_from_view(&mut self, other: ArrayView2<'_, T>) -> Result<()> {
        if self.shape() != other.shape() {
            return Err(Error::shape(self.shape(), other.shape()));
        }
        for i in 0..self.rows() {
            for j in 0..self.cols() {
                self[(i, j)] = other[(i, j)].clone();
            }
        }
        Ok(())
    }
}

#[inline]
pub(crate) fn is_compact_row_major(shape: [usize; 2], strides: [isize; 2]) -> bool {
    shape[0] == 0
        || shape[1] == 0
        || (strides[1] == 1 && (shape[0] <= 1 || strides[0] == shape[1] as isize))
}

impl<T> Index<(usize, usize)> for ArrayView2<'_, T> {
    type Output = T;

    fn index(&self, index: (usize, usize)) -> &Self::Output {
        self.get(index.0, index.1)
            .expect("view index out of bounds")
    }
}

impl<T> Index<(usize, usize)> for ArrayViewMut2<'_, T> {
    type Output = T;

    fn index(&self, index: (usize, usize)) -> &Self::Output {
        self.get(index.0, index.1)
            .expect("view index out of bounds")
    }
}

impl<T> IndexMut<(usize, usize)> for ArrayViewMut2<'_, T> {
    fn index_mut(&mut self, index: (usize, usize)) -> &mut Self::Output {
        self.get_mut(index.0, index.1)
            .expect("view index out of bounds")
    }
}

pub(crate) fn validate_view(
    len: usize,
    shape: &[usize],
    strides: &[isize],
    offset: isize,
) -> Result<()> {
    if shape.len() != strides.len() || offset < 0 {
        return Err(Error::InvalidStride);
    }
    if shape.contains(&0) {
        return Ok(());
    }
    let mut min = offset;
    let mut max = offset;
    for (&dim, &stride) in shape.iter().zip(strides) {
        let span = (dim - 1) as isize * stride;
        if span >= 0 {
            max += span;
        } else {
            min += span;
        }
    }
    if min < 0 || max < 0 || max as usize >= len {
        return Err(Error::InvalidStride);
    }
    Ok(())
}