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open Type
open Color
type layout =
| Planar
| Interleaved
type ('a, 'b, 'c) t =
{ width : int
; height : int
; color : 'c Color.t
; layout : layout
; data : ('a, 'b) Data.t }
let create ?(layout = Interleaved) kind color width height =
let channels = channels_of_color color in
let data = Data.create kind (width * height * channels) in
{width; height; color; layout; data}
let compare a b =
Data.compare a.data b.data
let equal a b =
Data.equal a.data b.data
let of_data color width height layout data =
let channels = channels_of_color color in
if width * height * channels <> Data.length data then
Error.exc `Invalid_shape
else {width; height; color; layout; data}
let like image =
create ~layout:image.layout (Data.kind image.data) image.color image.width
image.height
let like_with_kind kind image =
create ~layout:image.layout kind image.color image.width image.height
let like_with_color color image =
create ~layout:image.layout (Data.kind image.data) color image.width
image.height
let like_with_layout layout image =
create ~layout (Data.kind image.data) image.color image.width image.height
let copy image =
let data = Data.copy image.data in
of_data image.color image.width image.height image.layout data
let copy_to ~dest src = Data.copy_to ~dest:dest.data src.data
let random ?(layout = Interleaved) kind color width height =
let channels = channels_of_color color in
let data = Data.random kind (width * height * channels) in
{width; height; color; layout; data}
let channels {color; _} = channels_of_color color
let[@inline] kind {data; _} = Data.kind data
let color {color; _} = color
let layout {layout; _} = layout
let shape {width; height; color; _} = (width, height, channels_of_color color)
let[@inline] length {width; height; color; _} =
width * height * Color.channels color
let data {data;_} = data
let empty_pixel image = Pixel.empty (channels image)
let empty_data image = Data.create (kind image) (channels image)
let convert_to ~dest img =
let dest_k = kind dest in
let src_k = kind img in
for i = 0 to length dest - 1 do
Bigarray.Array1.set dest.data i
(Kind.convert ~from:src_k dest_k (Bigarray.Array1.get img.data i))
done
let convert k img =
let dest = create ~layout:img.layout k img.color img.width img.height in
convert_to ~dest img; dest
let of_any_color im color : (('a, 'b, 'c) t, Error.t) result =
if Color.channels color = Color.channels im.color then
Ok (of_data color im.width im.height im.layout im.data)
else Error `Invalid_color
let[@inline] index image x y c =
match image.layout with
| Planar ->
(image.width * image.height * c) + (y * image.width) + x
| Interleaved ->
(y * image.width * image.color.Color.channels)
+ (image.color.Color.channels * x)
+ c
let index_at image offs =
Data.slice image.data ~offs ~length:image.color.Color.channels
let[@inline] get image x y c =
let index = index image x y c in
if index < 0 || index >= length image then Kind.min (kind image)
else Bigarray.Array1.get image.data index
let[@inline] set image x y c v =
let index = index image x y c in
Bigarray.Array1.set image.data index v
let get_f image x y c =
let kind = kind image in
get image x y c |> Kind.to_float kind
let set_f image x y c v =
let kind = kind image in
let v = Kind.of_float kind v in
set image x y c v
let get_n image x y c =
let kind = kind image in
get image x y c |> Kind.to_float kind |> Kind.normalize kind
let set_n image x y c v =
let kind = kind image in
let v = Kind.denormalize kind v |> Kind.of_float kind in
set image x y c v
let get_pixel image ?dest x y =
let c = channels image in
let (Pixel.Pixel px) =
match dest with
| Some px ->
px
| None ->
Pixel.empty c
in
for i = 0 to c - 1 do
Bigarray.Array1.set px i (get_n image x y i)
done;
Pixel.Pixel px
let set_pixel image x y (Pixel.Pixel px) =
let c = channels image in
for i = 0 to c - 1 do
set_n image x y i (Bigarray.Array1.get px i)
done
let get_data image ?dest x y =
let c = channels image in
let px =
match dest with
| Some px ->
px
| None ->
Data.create (kind image) c
in
for i = 0 to c - 1 do
Bigarray.Array1.set px i (get image x y i)
done;
px
let set_data image x y px =
let c = channels image in
for i = 0 to c - 1 do
set image x y i (Bigarray.Array1.get px i)
done
let map_inplace f img =
Data.map_inplace f img.data
let map2_inplace f a b =
Data.map2_inplace f a.data b.data
let map f img =
let dest = copy img in
map_inplace f dest;
dest
let map2 f img b =
let dest = copy img in
map2_inplace f dest b;
dest
let[@inline] for_each_pixel f ?(x = 0) ?(y = 0) ?width ?height img =
let width =
match width with
| Some w ->
min (img.width - x) w
| None ->
img.width - x
in
let height =
match height with
| Some h ->
min (img.height - y) h
| None ->
img.height - y
in
let px = empty_pixel img in
for j = y to y + height - 1 do
for i = x to x + width - 1 do
let px = get_pixel img ~dest:px i j in
f i j px
done
done
let[@inline] for_each f ?(x = 0) ?(y = 0) ?width ?height img =
let width =
match width with
| Some w ->
min (img.width - x) w
| None ->
img.width - x
in
let height =
match height with
| Some h ->
min (img.height - y) h
| None ->
img.height - y
in
let px = empty_data img in
for j = y to y + height - 1 do
for i = x to x + width - 1 do
let px = get_data img ~dest:px i j in
f i j px
done
done
let avg ?(x = 0) ?(y = 0) ?width ?height img =
let width =
match width with
| None ->
img.width - x
| Some w ->
min w (img.width - x)
in
let height =
match height with
| None ->
img.height - y
| Some h ->
min h (img.width - y)
in
let avg = Data.create f32 (channels img) in
let channels = channels img in
let size = float_of_int (width * height) in
let kind = kind img in
for_each
(fun _x _y px ->
for i = 0 to channels - 1 do
Bigarray.Array1.set avg i
( Bigarray.Array1.get avg i
+. Kind.to_float kind (Bigarray.Array1.get px i) )
done )
~x ~y ~width ~height img;
for i = 0 to channels - 1 do
Bigarray.Array1.set avg i (Bigarray.Array1.get avg i /. size)
done;
avg
let convert_layout layout im =
let width, height, _ = shape im in
let dest = create ~layout (kind im) (color im) width height in
for_each
(fun x y px ->
for i = 0 to Data.length px - 1 do
Bigarray.Array1.set dest.data (index dest x y i)
(Bigarray.Array1.get px i)
done )
im;
dest
let crop im ~x ~y ~width ~height =
let dest = create ~layout:im.layout (kind im) im.color width height in
for_each
(fun i j _ ->
for c = 0 to channels im - 1 do
set dest x y c (get im (x + i) (y + j) c)
done )
dest;
dest
let mean_std ?(channel = 0) image =
let kind = kind image in
let x1 = ref 0. in
let x2 = ref 0. in
for_each (fun _x _y px ->
let f = Kind.to_float kind px.{channel} in
x1 := !x1 +. f;
x2 := !x2 +. (f *. f)
) image;
let len = length image |> float_of_int in
let mean = !x1 /. len in
let std = sqrt ((!x2 /. len) -. (mean *. mean)) in
mean, std
let fold f image init =
Data.fold f image.data init
let fold2 f a b init =
Data.fold2 f a.data b.data init
let fold_data f image init =
let acc = ref init in
for_each (fun x y px ->
acc := f x y px !acc
) image;
!acc
let fold_data2 f a b init =
let acc = ref init in
for_each (fun x y px ->
let px' = get_data b x y in
acc := f x y px px' !acc) a;
!acc
module Diff = struct
type diff = (int * int * int, float) Hashtbl.t
let apply diff image =
Hashtbl.iter (fun (x, y, c) v ->
let v' = get_n image x y c in
set_n image x y c (v' +. v)
) diff
let length x = Hashtbl.length x
end
let diff a b =
let dest = Hashtbl.create 8 in
let kind = kind a in
for_each (fun x y px ->
let pxb = get_data b x y in
for i = 0 to channels a do
let a = Kind.to_float kind px.{i} |> Kind.normalize kind in
let b = Kind.to_float kind pxb.{i} |> Kind.normalize kind in
if a <> b then
Hashtbl.replace dest (x, y, i) (a -. b)
done
) a;
dest