buffer.rs

use num_traits::Zero;
use std::io;
use std::marker::PhantomData;
use std::ops::{Deref, DerefMut, Index, IndexMut, Range};
use std::path::Path;
use std::slice::{Chunks, ChunksMut};

use color::{ColorType, FromColor, Luma, LumaA, Rgb, Rgba, Bgr, Bgra};
use flat::{FlatSamples, SampleLayout};
use dynimage::save_buffer;
use image::{GenericImage, GenericImageView};
use traits::Primitive;
use utils::expand_packed;

/// A generalized pixel.
///
/// A pixel object is usually not used standalone but as a view into an image buffer.
pub trait Pixel: Copy + Clone {
    /// The underlying subpixel type.
    type Subpixel: Primitive;

    /// Returns the number of channels of this pixel type.
    fn channel_count() -> u8;

    /// Returns the components as a slice.
    fn channels(&self) -> &[Self::Subpixel];

    /// Returns the components as a mutable slice
    fn channels_mut(&mut self) -> &mut [Self::Subpixel];

    /// Returns a string that can help to interpret the meaning each channel
    /// See [gimp babl](http://gegl.org/babl/).
    fn color_model() -> &'static str;

    /// Returns the ColorType for this pixel format
    fn color_type() -> ColorType;

    /// Returns the channels of this pixel as a 4 tuple. If the pixel
    /// has less than 4 channels the remainder is filled with the maximum value
    ///
    /// TODO deprecate
    fn channels4(
        &self,
    ) -> (
        Self::Subpixel,
        Self::Subpixel,
        Self::Subpixel,
        Self::Subpixel,
    );

    /// Construct a pixel from the 4 channels a, b, c and d.
    /// If the pixel does not contain 4 channels the extra are ignored.
    ///
    /// TODO deprecate
    fn from_channels(
        a: Self::Subpixel,
        b: Self::Subpixel,
        c: Self::Subpixel,
        d: Self::Subpixel,
    ) -> Self;

    /// Returns a view into a slice.
    ///
    /// Note: The slice length is not checked on creation. Thus the caller has to ensure
    /// that the slice is long enough to present panics if the pixel is used later on.
    fn from_slice(slice: &[Self::Subpixel]) -> &Self;

    /// Returns mutable view into a mutable slice.
    ///
    /// Note: The slice length is not checked on creation. Thus the caller has to ensure
    /// that the slice is long enough to present panics if the pixel is used later on.
    fn from_slice_mut(slice: &mut [Self::Subpixel]) -> &mut Self;

    /// Convert this pixel to RGB
    fn to_rgb(&self) -> Rgb<Self::Subpixel>;

    /// Convert this pixel to RGB with an alpha channel
    fn to_rgba(&self) -> Rgba<Self::Subpixel>;

    /// Convert this pixel to luma
    fn to_luma(&self) -> Luma<Self::Subpixel>;

    /// Convert this pixel to luma with an alpha channel
    fn to_luma_alpha(&self) -> LumaA<Self::Subpixel>;

    /// Convert this pixel to BGR
    fn to_bgr(&self) -> Bgr<Self::Subpixel>;

    /// Convert this pixel to BGR with an alpha channel
    fn to_bgra(&self) -> Bgra<Self::Subpixel>;

    /// Apply the function ```f``` to each channel of this pixel.
    fn map<F>(&self, f: F) -> Self
    where
        F: FnMut(Self::Subpixel) -> Self::Subpixel;

    /// Apply the function ```f``` to each channel of this pixel.
    fn apply<F>(&mut self, f: F)
    where
        F: FnMut(Self::Subpixel) -> Self::Subpixel;

    /// Apply the function ```f``` to each channel except the alpha channel.
    /// Apply the function ```g``` to the alpha channel.
    fn map_with_alpha<F, G>(&self, f: F, g: G) -> Self
    where
        F: FnMut(Self::Subpixel) -> Self::Subpixel,
        G: FnMut(Self::Subpixel) -> Self::Subpixel;

    /// Apply the function ```f``` to each channel except the alpha channel.
    /// Apply the function ```g``` to the alpha channel. Works in-place.
    fn apply_with_alpha<F, G>(&mut self, f: F, g: G)
    where
        F: FnMut(Self::Subpixel) -> Self::Subpixel,
        G: FnMut(Self::Subpixel) -> Self::Subpixel;

    /// Apply the function ```f``` to each channel of this pixel and
    /// ```other``` pairwise.
    fn map2<F>(&self, other: &Self, f: F) -> Self
    where
        F: FnMut(Self::Subpixel, Self::Subpixel) -> Self::Subpixel;

    /// Apply the function ```f``` to each channel of this pixel and
    /// ```other``` pairwise. Works in-place.
    fn apply2<F>(&mut self, other: &Self, f: F)
    where
        F: FnMut(Self::Subpixel, Self::Subpixel) -> Self::Subpixel;

    /// Invert this pixel
    fn invert(&mut self);

    /// Blend the color of a given pixel into ourself, taking into account alpha channels
    fn blend(&mut self, other: &Self);
}

/// Iterate over pixel refs.
pub struct Pixels<'a, P: Pixel + 'a>
where
    P::Subpixel: 'a,
{
    chunks: Chunks<'a, P::Subpixel>,
}

impl<'a, P: Pixel + 'a> Iterator for Pixels<'a, P>
where
    P::Subpixel: 'a,
{
    type Item = &'a P;

    #[inline(always)]
    fn next(&mut self) -> Option<&'a P> {
        self.chunks.next().map(|v| <P as Pixel>::from_slice(v))
    }
}

impl<'a, P: Pixel + 'a> ExactSizeIterator for Pixels<'a, P>
where
    P::Subpixel: 'a,
{
    fn len(&self) -> usize {
        self.chunks.len()
    }
}

impl<'a, P: Pixel + 'a> DoubleEndedIterator for Pixels<'a, P>
where
    P::Subpixel: 'a,
{
    #[inline(always)]
    fn next_back(&mut self) -> Option<&'a P> {
        self.chunks.next_back().map(|v| <P as Pixel>::from_slice(v))
    }
}

/// Iterate over mutable pixel refs.
pub struct PixelsMut<'a, P: Pixel + 'a>
where
    P::Subpixel: 'a,
{
    chunks: ChunksMut<'a, P::Subpixel>,
}

impl<'a, P: Pixel + 'a> Iterator for PixelsMut<'a, P>
where
    P::Subpixel: 'a,
{
    type Item = &'a mut P;

    #[inline(always)]
    fn next(&mut self) -> Option<&'a mut P> {
        self.chunks.next().map(|v| <P as Pixel>::from_slice_mut(v))
    }
}

impl<'a, P: Pixel + 'a> ExactSizeIterator for PixelsMut<'a, P>
where
    P::Subpixel: 'a,
{
    fn len(&self) -> usize {
        self.chunks.len()
    }
}

impl<'a, P: Pixel + 'a> DoubleEndedIterator for PixelsMut<'a, P>
where
    P::Subpixel: 'a,
{
    #[inline(always)]
    fn next_back(&mut self) -> Option<&'a mut P> {
        self.chunks
            .next_back()
            .map(|v| <P as Pixel>::from_slice_mut(v))
    }
}

/// Enumerate the pixels of an image.
pub struct EnumeratePixels<'a, P: Pixel + 'a>
where
    <P as Pixel>::Subpixel: 'a,
{
    pixels: Pixels<'a, P>,
    x: u32,
    y: u32,
    width: u32,
}

impl<'a, P: Pixel + 'a> Iterator for EnumeratePixels<'a, P>
where
    P::Subpixel: 'a,
{
    type Item = (u32, u32, &'a P);

    #[inline(always)]
    fn next(&mut self) -> Option<(u32, u32, &'a P)> {
        if self.x >= self.width {
            self.x = 0;
            self.y += 1;
        }
        let (x, y) = (self.x, self.y);
        self.x += 1;
        match self.pixels.next() {
            None => None,
            Some(p) => Some((x, y, p)),
        }
    }
}

impl<'a, P: Pixel + 'a> ExactSizeIterator for EnumeratePixels<'a, P>
where
    P::Subpixel: 'a,
{
    fn len(&self) -> usize {
        self.pixels.len()
    }
}

/// Enumerate the pixels of an image.
pub struct EnumeratePixelsMut<'a, P: Pixel + 'a>
where
    <P as Pixel>::Subpixel: 'a,
{
    pixels: PixelsMut<'a, P>,
    x: u32,
    y: u32,
    width: u32,
}

impl<'a, P: Pixel + 'a> Iterator for EnumeratePixelsMut<'a, P>
where
    P::Subpixel: 'a,
{
    type Item = (u32, u32, &'a mut P);

    #[inline(always)]
    fn next(&mut self) -> Option<(u32, u32, &'a mut P)> {
        if self.x >= self.width {
            self.x = 0;
            self.y += 1;
        }
        let (x, y) = (self.x, self.y);
        self.x += 1;
        match self.pixels.next() {
            None => None,
            Some(p) => Some((x, y, p)),
        }
    }
}

impl<'a, P: Pixel + 'a> ExactSizeIterator for EnumeratePixelsMut<'a, P>
where
    P::Subpixel: 'a,
{
    fn len(&self) -> usize {
        self.pixels.len()
    }
}

/// Generic image buffer
#[derive(Debug)]
pub struct ImageBuffer<P: Pixel, Container> {
    width: u32,
    height: u32,
    _phantom: PhantomData<P>,
    data: Container,
}

// generic implementation, shared along all image buffers
impl<P, Container> ImageBuffer<P, Container>
where
    P: Pixel + 'static,
    P::Subpixel: 'static,
    Container: Deref<Target = [P::Subpixel]>,
{
    /// Contructs a buffer from a generic container
    /// (for example a `Vec` or a slice)
    ///
    /// Returns `None` if the container is not big enough (including when the image dimensions
    /// necessitate an allocation of more bytes than supported by the container).
    pub fn from_raw(width: u32, height: u32, buf: Container) -> Option<ImageBuffer<P, Container>> {
        if Self::check_image_fits(width, height, buf.len()) {
            Some(ImageBuffer {
                data: buf,
                width,
                height,
                _phantom: PhantomData,
            })
        } else {
            None
        }
    }

    /// Returns the underlying raw buffer
    pub fn into_raw(self) -> Container {
        self.data
    }

    /// The width and height of this image.
    pub fn dimensions(&self) -> (u32, u32) {
        (self.width, self.height)
    }

    /// The width of this image.
    pub fn width(&self) -> u32 {
        self.width
    }

    /// The height of this image.
    pub fn height(&self) -> u32 {
        self.height
    }

    /// Returns an iterator over the pixels of this image.
    pub fn pixels(&self) -> Pixels<P> {
        Pixels {
            chunks: self.data.chunks(<P as Pixel>::channel_count() as usize),
        }
    }

    /// Enumerates over the pixels of the image.
    /// The iterator yields the coordinates of each pixel
    /// along with a reference to them.
    pub fn enumerate_pixels(&self) -> EnumeratePixels<P> {
        EnumeratePixels {
            pixels: self.pixels(),
            x: 0,
            y: 0,
            width: self.width,
        }
    }

    /// Gets a reference to the pixel at location `(x, y)`
    ///
    /// # Panics
    ///
    /// Panics if `(x, y)` is out of the bounds `(width, height)`.
    pub fn get_pixel(&self, x: u32, y: u32) -> &P {
        match self.pixel_indices(x, y) {
            None => panic!("Image index {:?} out of bounds {:?}", (x, y), (self.width, self.height)),
            Some(pixel_indices) => <P as Pixel>::from_slice(&self.data[pixel_indices]),
        }
    }

    /// Test that the image fits inside the buffer.
    ///
    /// Verifies that the maximum image of pixels inside the bounds is smaller than the provided
    /// length. Note that as a corrolary we also have that the index calculation of pixels inside
    /// the bounds will not overflow.
    fn check_image_fits(width: u32, height: u32, len: usize) -> bool {
        let checked_len = Self::image_buffer_len(width, height);
        checked_len.map(|min_len| min_len <= len).unwrap_or(false)
    }

    fn image_buffer_len(width: u32, height: u32) -> Option<usize> {
        Some(<P as Pixel>::channel_count() as usize)
            .and_then(|size| size.checked_mul(width as usize))
            .and_then(|size| size.checked_mul(height as usize))
    }

    #[inline(always)]
    fn pixel_indices(&self, x: u32, y: u32) -> Option<Range<usize>> {
        if x >= self.width || y >= self.height {
            return None
        }

        Some(unsafe {
            self.unsafe_pixel_indices(x, y)
        })
    }

    #[inline(always)]
    unsafe fn unsafe_pixel_indices(&self, x: u32, y: u32) -> Range<usize> {
        let no_channels = <P as Pixel>::channel_count() as usize;
        // If in bounds, this can't overflow as we have tested that at construction!
        let min_index = (y as usize*self.width as usize + x as usize)*no_channels;
        min_index..min_index+no_channels
    }

    /// Get the format of the buffer when viewed as a matrix of samples.
    pub fn sample_layout(&self) -> SampleLayout {
        // None of these can overflow, as all our memory is addressable.
        SampleLayout::row_major_packed(<P as Pixel>::channel_count(), self.width, self.height)
    }

    /// Return the raw sample buffer with its stride an dimension information.
    ///
    /// The returned buffer is guaranteed to be well formed in all cases. It is layed out by
    /// colors, width then height, meaning `channel_stride <= width_stride <= height_stride`. All
    /// strides are in numbers of elements but those are mostly `u8` in which case the strides are
    /// also byte strides.
    pub fn into_flat_samples(self) -> FlatSamples<Container>
        where Container: AsRef<[P::Subpixel]> 
    {
        // None of these can overflow, as all our memory is addressable.
        let layout = self.sample_layout();
        FlatSamples {
            samples: self.data,
            layout,
            color_hint: Some(P::color_type()),
        }
    }

    /// Return a view on the raw sample buffer.
    ///
    /// See `flattened` for more details.
    pub fn as_flat_samples(&self) -> FlatSamples<&[P::Subpixel]>
        where Container: AsRef<[P::Subpixel]> 
    {
        let layout = self.sample_layout();
        FlatSamples {
            samples: self.data.as_ref(),
            layout,
            color_hint: Some(P::color_type()),
        }
    }
}

impl<P, Container> ImageBuffer<P, Container>
where
    P: Pixel + 'static,
    P::Subpixel: 'static,
    Container: Deref<Target = [P::Subpixel]> + DerefMut,
{
    /// Returns an iterator over the mutable pixels of this image.
    pub fn pixels_mut(&mut self) -> PixelsMut<P> {
        PixelsMut {
            chunks: self.data.chunks_mut(<P as Pixel>::channel_count() as usize),
        }
    }

    /// Enumerates over the pixels of the image.
    /// The iterator yields the coordinates of each pixel
    /// along with a mutable reference to them.
    pub fn enumerate_pixels_mut(&mut self) -> EnumeratePixelsMut<P> {
        let width = self.width;
        EnumeratePixelsMut {
            pixels: self.pixels_mut(),
            x: 0,
            y: 0,
            width,
        }
    }

    /// Gets a reference to the mutable pixel at location `(x, y)`
    ///
    /// # Panics
    ///
    /// Panics if `(x, y)` is out of the bounds `(width, height)`.
    pub fn get_pixel_mut(&mut self, x: u32, y: u32) -> &mut P {
        match self.pixel_indices(x, y) {
            None => panic!("Image index {:?} out of bounds {:?}", (x, y), (self.width, self.height)),
            Some(pixel_indices) => <P as Pixel>::from_slice_mut(&mut self.data[pixel_indices]),
        }
    }

    /// Puts a pixel at location `(x, y)`
    ///
    /// # Panics
    ///
    /// Panics if `(x, y)` is out of the bounds `(width, height)`.
    pub fn put_pixel(&mut self, x: u32, y: u32, pixel: P) {
        *self.get_pixel_mut(x, y) = pixel
    }
}

impl<P, Container> ImageBuffer<P, Container>
where
    P: Pixel<Subpixel = u8> + 'static,
    Container: Deref<Target = [u8]>,
{
    /// Saves the buffer to a file at the path specified.
    ///
    /// The image format is derived from the file extension.
    /// Currently only jpeg and png files are supported.
    pub fn save<Q>(&self, path: Q) -> io::Result<()>
    where
        Q: AsRef<Path>,
    {
        // This is valid as the subpixel is u8.
        save_buffer(
            path,
            self,
            self.width(),
            self.height(),
            <P as Pixel>::color_type(),
        )
    }
}

impl<P, Container> Deref for ImageBuffer<P, Container>
where
    P: Pixel + 'static,
    P::Subpixel: 'static,
    Container: Deref<Target = [P::Subpixel]>,
{
    type Target = [P::Subpixel];

    fn deref(&self) -> &<Self as Deref>::Target {
        &*self.data
    }
}

impl<P, Container> DerefMut for ImageBuffer<P, Container>
where
    P: Pixel + 'static,
    P::Subpixel: 'static,
    Container: Deref<Target = [P::Subpixel]> + DerefMut,
{
    fn deref_mut(&mut self) -> &mut <Self as Deref>::Target {
        &mut *self.data
    }
}

impl<P, Container> Index<(u32, u32)> for ImageBuffer<P, Container>
where
    P: Pixel + 'static,
    P::Subpixel: 'static,
    Container: Deref<Target = [P::Subpixel]>,
{
    type Output = P;

    fn index(&self, (x, y): (u32, u32)) -> &P {
        self.get_pixel(x, y)
    }
}

impl<P, Container> IndexMut<(u32, u32)> for ImageBuffer<P, Container>
where
    P: Pixel + 'static,
    P::Subpixel: 'static,
    Container: Deref<Target = [P::Subpixel]> + DerefMut,
{
    fn index_mut(&mut self, (x, y): (u32, u32)) -> &mut P {
        self.get_pixel_mut(x, y)
    }
}

impl<P, Container> Clone for ImageBuffer<P, Container>
where
    P: Pixel,
    Container: Deref<Target = [P::Subpixel]> + Clone,
{
    fn clone(&self) -> ImageBuffer<P, Container> {
        ImageBuffer {
            data: self.data.clone(),
            width: self.width,
            height: self.height,
            _phantom: PhantomData,
        }
    }
}

impl<P, Container> GenericImageView for ImageBuffer<P, Container>
where
    P: Pixel + 'static,
    Container: Deref<Target = [P::Subpixel]> + Deref,
    P::Subpixel: 'static,
{
    type Pixel = P;
    type InnerImageView = Self;

    fn dimensions(&self) -> (u32, u32) {
        self.dimensions()
    }

    fn bounds(&self) -> (u32, u32, u32, u32) {
        (0, 0, self.width, self.height)
    }

    fn get_pixel(&self, x: u32, y: u32) -> P {
        *self.get_pixel(x, y)
    }

    /// Returns the pixel located at (x, y), ignoring bounds checking.
    #[inline(always)]
    unsafe fn unsafe_get_pixel(&self, x: u32, y: u32) -> P {
        let indices = self.unsafe_pixel_indices(x, y);
        *<P as Pixel>::from_slice(self.data.get_unchecked(indices))
    }

    fn inner(&self) -> &Self::InnerImageView {
        self
    }
}

impl<P, Container> GenericImage for ImageBuffer<P, Container>
where
    P: Pixel + 'static,
    Container: Deref<Target = [P::Subpixel]> + DerefMut,
    P::Subpixel: 'static,
{
    type InnerImage = Self;

    fn get_pixel_mut(&mut self, x: u32, y: u32) -> &mut P {
        self.get_pixel_mut(x, y)
    }

    fn put_pixel(&mut self, x: u32, y: u32, pixel: P) {
        *self.get_pixel_mut(x, y) = pixel
    }

    /// Puts a pixel at location (x, y), ignoring bounds checking.
    #[inline(always)]
    unsafe fn unsafe_put_pixel(&mut self, x: u32, y: u32, pixel: P) {
        let indices = self.unsafe_pixel_indices(x, y);
        let p = <P as Pixel>::from_slice_mut(self.data.get_unchecked_mut(indices));
        *p = pixel
    }

    /// Put a pixel at location (x, y), taking into account alpha channels
    ///
    /// DEPRECATED: This method will be removed. Blend the pixel directly instead.
    fn blend_pixel(&mut self, x: u32, y: u32, p: P) {
        self.get_pixel_mut(x, y).blend(&p)
    }

    fn inner_mut(&mut self) -> &mut Self::InnerImage {
        self
    }
}

// concrete implementation for `Vec`-backed buffers
// TODO: I think that rustc does not "see" this impl any more: the impl with
// Container meets the same requirements. At least, I got compile errors that
// there is no such function as `into_vec`, whereas `into_raw` did work, and
// `into_vec` is redundant anyway, because `into_raw` will give you the vector,
// and it is more generic.
impl<P: Pixel + 'static> ImageBuffer<P, Vec<P::Subpixel>>
where
    P::Subpixel: 'static,
{
    /// Creates a new image buffer based on a `Vec<P::Subpixel>`.
    ///
    /// # Panics
    ///
    /// Panics when the resulting image is larger the the maximum size of a vector.
    pub fn new(width: u32, height: u32) -> ImageBuffer<P, Vec<P::Subpixel>> {
        let size = Self::image_buffer_len(width, height)
            .expect("Buffer length in `ImageBuffer::new` overflows usize");
        ImageBuffer {
            data: vec![Zero::zero(); size],
            width,
            height,
            _phantom: PhantomData,
        }
    }

    /// Constructs a new ImageBuffer by copying a pixel
    ///
    /// # Panics
    ///
    /// Panics when the resulting image is larger the the maximum size of a vector.
    pub fn from_pixel(width: u32, height: u32, pixel: P) -> ImageBuffer<P, Vec<P::Subpixel>> {
        let mut buf = ImageBuffer::new(width, height);
        for p in buf.pixels_mut() {
            *p = pixel
        }
        buf
    }

    /// Constructs a new ImageBuffer by repeated application of the supplied function.
    ///
    /// The arguments to the function are the pixel's x and y coordinates.
    ///
    /// # Panics
    ///
    /// Panics when the resulting image is larger the the maximum size of a vector.
    pub fn from_fn<F>(width: u32, height: u32, mut f: F) -> ImageBuffer<P, Vec<P::Subpixel>>
    where
        F: FnMut(u32, u32) -> P,
    {
        let mut buf = ImageBuffer::new(width, height);
        for (x, y, p) in buf.enumerate_pixels_mut() {
            *p = f(x, y)
        }
        buf
    }

    /// Creates an image buffer out of an existing buffer.
    /// Returns None if the buffer is not big enough.
    pub fn from_vec(
        width: u32,
        height: u32,
        buf: Vec<P::Subpixel>,
    ) -> Option<ImageBuffer<P, Vec<P::Subpixel>>> {
        ImageBuffer::from_raw(width, height, buf)
    }

    /// Consumes the image buffer and returns the underlying data
    /// as an owned buffer
    pub fn into_vec(self) -> Vec<P::Subpixel> {
        self.into_raw()
    }
}

/// Provides color conversions for whole image buffers.
pub trait ConvertBuffer<T> {
    /// Converts `self` to a buffer of type T
    ///
    /// A generic implementation is provided to convert any image buffer to a image buffer
    /// based on a `Vec<T>`.
    fn convert(&self) -> T;
}

// concrete implementation Luma -> Rgba
impl GrayImage {
    /// Expands a color palette by re-using the existing buffer.
    /// Assumes 8 bit per pixel. Uses an optionally transparent index to
    /// adjust it's alpha value accordingly.
    pub fn expand_palette(
        self,
        palette: &[(u8, u8, u8)],
        transparent_idx: Option<u8>,
    ) -> RgbaImage {
        let (width, height) = self.dimensions();
        let mut data = self.into_raw();
        let entries = data.len();
        data.reserve_exact(entries.checked_mul(3).unwrap()); // 3 additional channels
                                                             // set_len is save since type is u8 an the data never read
        unsafe { data.set_len(entries.checked_mul(4).unwrap()) }; // 4 channels in total
        let mut buffer = ImageBuffer::from_vec(width, height, data).unwrap();
        expand_packed(&mut buffer, 4, 8, |idx, pixel| {
            let (r, g, b) = palette[idx as usize];
            let a = if let Some(t_idx) = transparent_idx {
                if t_idx == idx {
                    0
                } else {
                    255
                }
            } else {
                255
            };
            pixel[0] = r;
            pixel[1] = g;
            pixel[2] = b;
            pixel[3] = a;
        });
        buffer
    }
}

// TODO: Equality constraints are not yet supported in where clauses, when they
// are, the T parameter should be removed in favor of ToType::Subpixel, which
// will then be FromType::Subpixel.
impl<'a, 'b, Container, FromType: Pixel + 'static, ToType: Pixel + 'static>
    ConvertBuffer<ImageBuffer<ToType, Vec<ToType::Subpixel>>> for ImageBuffer<FromType, Container>
where
    Container: Deref<Target = [FromType::Subpixel]>,
    ToType: FromColor<FromType>,
    FromType::Subpixel: 'static,
    ToType::Subpixel: 'static,
{
    fn convert(&self) -> ImageBuffer<ToType, Vec<ToType::Subpixel>> {
        let mut buffer: ImageBuffer<ToType, Vec<ToType::Subpixel>> =
            ImageBuffer::new(self.width, self.height);
        for (to, from) in buffer.pixels_mut().zip(self.pixels()) {
            to.from_color(from)
        }
        buffer
    }
}

/// Sendable Rgb image buffer
pub type RgbImage = ImageBuffer<Rgb<u8>, Vec<u8>>;
/// Sendable Rgb + alpha channel image buffer
pub type RgbaImage = ImageBuffer<Rgba<u8>, Vec<u8>>;
/// Sendable grayscale image buffer
pub type GrayImage = ImageBuffer<Luma<u8>, Vec<u8>>;
/// Sendable grayscale + alpha channel image buffer
pub type GrayAlphaImage = ImageBuffer<LumaA<u8>, Vec<u8>>;
/// Sendable Bgr image buffer
pub type BgrImage = ImageBuffer<Bgr<u8>, Vec<u8>>;
/// Sendable Bgr + alpha channel image buffer
pub type BgraImage = ImageBuffer<Bgra<u8>, Vec<u8>>;

#[cfg(test)]
mod test {

    use super::{ImageBuffer, RgbImage};
    use color;
    #[cfg(feature = "benchmarks")]
    use test;

    #[test]
    /// Tests if image buffers from slices work
    fn slice_buffer() {
        let data = [0; 9];
        let buf: ImageBuffer<color::Luma<u8>, _> = ImageBuffer::from_raw(3, 3, &data[..]).unwrap();
        assert_eq!(&*buf, &data[..])
    }

    #[test]
    fn test_get_pixel() {
        let mut a: RgbImage = ImageBuffer::new(10, 10);
        {
            let b = a.get_mut(3 * 10).unwrap();
            *b = 255;
        }
        assert_eq!(a.get_pixel(0, 1)[0], 255)
    }

    #[test]
    fn test_mut_iter() {
        let mut a: RgbImage = ImageBuffer::new(10, 10);
        {
            let val = a.pixels_mut().next().unwrap();
            *val = color::Rgb([42, 0, 0]);
        }
        assert_eq!(a.data[0], 42)
    }

    #[bench]
    #[cfg(feature = "benchmarks")]
    fn bench_conversion(b: &mut test::Bencher) {
        use buffer::{ConvertBuffer, GrayImage, Pixel};
        let mut a: RgbImage = ImageBuffer::new(1000, 1000);
        for mut p in a.pixels_mut() {
            let rgb = p.channels_mut();
            rgb[0] = 255;
            rgb[1] = 23;
            rgb[2] = 42;
        }
        assert!(a.data[0] != 0);
        b.iter(|| {
            let b: GrayImage = a.convert();
            assert!(0 != b.data[0]);
            assert!(a.data[0] != b.data[0]);
            test::black_box(b);
        });
        b.bytes = 1000 * 1000 * 3
    }

    #[bench]
    #[cfg(feature = "benchmarks")]
    fn bench_image_access_row_by_row(b: &mut test::Bencher) {
        use buffer::{ImageBuffer, Pixel};

        let mut a: RgbImage = ImageBuffer::new(1000, 1000);
        for mut p in a.pixels_mut() {
            let rgb = p.channels_mut();
            rgb[0] = 255;
            rgb[1] = 23;
            rgb[2] = 42;
        }

        b.iter(move || {
            let image: &RgbImage = test::black_box(&a);
            let mut sum: usize = 0;
            for y in 0..1000 {
                for x in 0..1000 {
                    let pixel = image.get_pixel(x, y);
                    sum = sum.wrapping_add(pixel[0] as usize);
                    sum = sum.wrapping_add(pixel[1] as usize);
                    sum = sum.wrapping_add(pixel[2] as usize);
                }
            }
            test::black_box(sum)
        });

        b.bytes = 1000 * 1000 * 3;
    }

    #[bench]
    #[cfg(feature = "benchmarks")]
    fn bench_image_access_col_by_col(b: &mut test::Bencher) {
        use buffer::{ImageBuffer, Pixel};

        let mut a: RgbImage = ImageBuffer::new(1000, 1000);
        for mut p in a.pixels_mut() {
            let rgb = p.channels_mut();
            rgb[0] = 255;
            rgb[1] = 23;
            rgb[2] = 42;
        }

        b.iter(move || {
            let image: &RgbImage = test::black_box(&a);
            let mut sum: usize = 0;
            for x in 0..1000 {
                for y in 0..1000 {
                    let pixel = image.get_pixel(x, y);
                    sum = sum.wrapping_add(pixel[0] as usize);
                    sum = sum.wrapping_add(pixel[1] as usize);
                    sum = sum.wrapping_add(pixel[2] as usize);
                }
            }
            test::black_box(sum)
        });

        b.bytes = 1000 * 1000 * 3;
    }
}