{-# LANGUAGE TypeFamilies #-}
module Main where
import qualified Option
import qualified State
import qualified MatchImageBorders
import qualified Arithmetic as Arith
import qualified Knead.CArray as KneadCArray
import qualified Complex as Komplex
import qualified Degree
import MatchImageBorders (arrayPairFromVec, arrayVecFromPair)
import Arithmetic (guardedPairs, maximum0)
import LinearAlgebra (
absolutePositionsFromPairDisplacements, fixAtLeastOnePosition,
layoutFromPairDisplacements, fixAtLeastOneAnglePosition,
)
import Knead.CArray (liftCArray)
import Knead.Shape
(Size, Vec2(Vec2), Dim1, Dim2, Shape2, Shape2ZB, Index2, Ix2, Factor2,
verticalSize, verticalVal, horizontalVal)
import Degree (Degree(Degree), getDegree)
import qualified Math.FFT as FFT
import Math.FFT.Base (FFTWReal)
import qualified Data.Array.Knead.Parameterized.Render as RenderP
import qualified Data.Array.Knead.Simple.Physical as Phys
import qualified Data.Array.Knead.Simple.ShapeDependent as ShapeDep
import qualified Data.Array.Knead.Simple.Symbolic as Symb
import qualified Data.Array.Knead.Shape as Shape
import qualified Data.Array.Knead.Expression as Expr
import Data.Array.Knead.Simple.Symbolic ((!))
import Data.Array.Knead.Expression
(Exp, (==*), (<*), (<=*), (>=*), (||*), (&&*))
import qualified Data.Array.Comfort.Storable.Mutable as MutArray
import qualified Data.Array.Comfort.Storable.Unchecked as ComfortArray
import qualified Data.Array.Comfort.Shape as ComfortShape
import qualified LLVM.Extra.ScalarOrVector as SoV
import qualified LLVM.Extra.Arithmetic as LLVMArith
import qualified LLVM.Extra.Multi.Value.Memory as MultiMem
import qualified LLVM.Extra.Multi.Value as MultiValue
import LLVM.Extra.Multi.Value (Atom, atom)
import qualified LLVM.Core as LLVM
import qualified Data.Complex as Complex
import Data.Complex (Complex((:+)))
import qualified Codec.Picture as Pic
import qualified Data.Vector.Storable as SV
import Foreign.ForeignPtr (ForeignPtr, castForeignPtr)
import Foreign.Storable.Complex ()
import qualified System.FilePath as FilePath
import qualified System.IO as IO
import qualified Distribution.Simple.Utils as CmdLine
import qualified Distribution.Verbosity as Verbosity
import Distribution.Verbosity (Verbosity)
import Text.Printf (printf)
import qualified Control.Monad.HT as MonadHT
import Control.Monad (when, join, foldM, (<=<))
import Control.Applicative (pure, (<$>), (<*>))
import qualified Data.Foldable as Fold
import qualified Data.List as List
import qualified Data.Map as Map
import qualified Data.Bool8 as Bool8
import Data.Monoid ((<>))
import Data.Maybe.HT (toMaybe)
import Data.Maybe (mapMaybe, isJust, isNothing)
import Data.Bits (Bits)
import Data.Traversable (forM)
import Data.Foldable (forM_)
import Data.Ord.HT (comparing)
import Data.Tuple.HT
(mapPair, mapFst, mapSnd, mapTriple, swap, mapThd3, fst3, uncurry3)
import Data.Word (Word8, Word32)
import Data.Bool8 (Bool8)
import Prelude2010
import Prelude ()
type SmallSize = Word32
type SmallDim = Shape.ZeroBased SmallSize
type Plane = Phys.Array Dim2
type SymbPlane = Symb.Array Dim2
type ColorImage a = Phys.Array Dim2 (YUV a)
type ColorImage8 = ColorImage Word8
type YUV a = (a,a,a)
shape2 :: (Integral i) => i -> i -> Dim2
shape2 height width =
Vec2
(Shape.ZeroBased $ fromIntegral height)
(Shape.ZeroBased $ fromIntegral width)
readImage :: Verbosity -> FilePath -> IO ColorImage8
readImage verbosity path = do
epic <- Pic.readImage path
case epic of
Left msg -> ioError $ userError msg
Right dynpic ->
case dynpic of
Pic.ImageYCbCr8 pic -> do
let dat = Pic.imageData pic
CmdLine.info verbosity $
printf "yuv %dx%d, size %d\n"
(Pic.imageWidth pic)
(Pic.imageHeight pic)
(SV.length dat)
return $
ComfortArray.Array
(shape2 (Pic.imageHeight pic) (Pic.imageWidth pic))
(castForeignPtr $ fst $ SV.unsafeToForeignPtr0 dat)
_ -> ioError $ userError "unsupported image type"
vectorStorableFrom ::
(Shape.C sh, SV.Storable a) =>
(ForeignPtr c -> ForeignPtr a) ->
Phys.Array sh c -> SV.Vector a
vectorStorableFrom castArray img =
SV.unsafeFromForeignPtr0
(castArray $ ComfortArray.buffer img)
(fromIntegral $ ComfortShape.size $ Phys.shape img)
imageFromArray ::
(Pic.PixelBaseComponent c ~ a, SV.Storable a) =>
(ForeignPtr b -> ForeignPtr a) -> Phys.Array Dim2 b -> Pic.Image c
imageFromArray castArray img =
let Vec2 (Shape.ZeroBased height) (Shape.ZeroBased width) = Phys.shape img
in Pic.Image {
Pic.imageWidth = fromIntegral width,
Pic.imageHeight = fromIntegral height,
Pic.imageData = vectorStorableFrom castArray img
}
writeImage :: Int -> FilePath -> ColorImage8 -> IO ()
writeImage quality path img =
Pic.saveJpgImage quality path $ Pic.ImageYCbCr8 $
imageFromArray castForeignPtr img
writeGrey :: Int -> FilePath -> Plane Word8 -> IO ()
writeGrey quality path img =
Pic.saveJpgImage quality path $ Pic.ImageY8 $ imageFromArray id img
colorImageExtent :: ColorImage8 -> (Size, Size)
colorImageExtent pic =
case Phys.shape pic of
Vec2 (Shape.ZeroBased height) (Shape.ZeroBased width) -> (width, height)
fromInt ::
(MultiValue.NativeInteger i ir, MultiValue.NativeFloating a ar) =>
Exp i -> Exp a
fromInt = Expr.liftM MultiValue.fromIntegral
floatFromByte ::
(MultiValue.NativeFloating a ar,
MultiValue.PseudoRing a, MultiValue.Real a,
MultiValue.RationalConstant a) =>
Exp Word8 -> Exp a
floatFromByte = (* Expr.fromRational' (recip 255)) . fromInt
byteFromFloat ::
(MultiValue.NativeFloating a ar,
MultiValue.Field a, MultiValue.Real a,
MultiValue.RationalConstant a) =>
Exp a -> Exp Word8
byteFromFloat = fastRound . (255*) . Expr.max 0 . Expr.min 1
imageFloatFromByte ::
(Symb.C array, Shape.C sh,
MultiValue.NativeFloating a ar,
MultiValue.PseudoRing a, MultiValue.Real a,
MultiValue.RationalConstant a) =>
array sh Word8 -> array sh a
imageFloatFromByte = Symb.map floatFromByte
imageByteFromFloat ::
(Symb.C array, Shape.C sh,
MultiValue.NativeFloating a ar,
MultiValue.Field a, MultiValue.Real a,
MultiValue.RationalConstant a) =>
array sh a -> array sh Word8
imageByteFromFloat = Symb.map byteFromFloat
yuvByteFromFloat ::
(MultiValue.NativeFloating a ar,
MultiValue.Field a, MultiValue.Real a,
MultiValue.RationalConstant a) =>
Exp (YUV a) -> Exp (YUV Word8)
yuvByteFromFloat =
Expr.modify (atom,atom,atom) $
mapTriple (byteFromFloat, byteFromFloat, byteFromFloat)
colorImageFloatFromByte ::
(Symb.C array, Shape.C sh,
MultiValue.NativeFloating a ar,
MultiValue.PseudoRing a, MultiValue.Real a,
MultiValue.RationalConstant a) =>
array sh (YUV Word8) -> array sh (YUV a)
colorImageFloatFromByte =
Symb.map $ Expr.modify (atom,atom,atom) $
mapTriple (floatFromByte, floatFromByte, floatFromByte)
colorImageByteFromFloat ::
(Symb.C array, Shape.C sh,
MultiValue.NativeFloating a ar,
MultiValue.Field a, MultiValue.Real a,
MultiValue.RationalConstant a) =>
array sh (YUV a) -> array sh (YUV Word8)
colorImageByteFromFloat = Symb.map yuvByteFromFloat
fastRound ::
(MultiValue.NativeInteger i ir, MultiValue.NativeFloating a ar) =>
Exp a -> Exp i
fastRound = Expr.liftM MultiValue.roundToIntFast
splitFraction ::
(MultiValue.NativeFloating a ar) =>
Exp a -> (Exp Size, Exp a)
splitFraction = Expr.unzip . Expr.liftM MultiValue.splitFractionToInt
ceilingToInt ::
(MultiValue.NativeFloating a ar) =>
Exp a -> Exp Size
ceilingToInt = Expr.liftM MultiValue.ceilingToInt
atomDim2 :: Shape2ZB (Atom i)
atomDim2 = Vec2 (Shape.ZeroBased atom) (Shape.ZeroBased atom)
atomIx2 :: Index2 (Atom i)
atomIx2 = Vec2 atom atom
atomFactor2 :: Factor2 (Atom i)
atomFactor2 = Vec2 atom atom
decomposeDim2 :: Exp (Shape2ZB i) -> Shape2 (Exp i)
decomposeDim2 sh =
case Expr.decompose atomDim2 sh of
Vec2 (Shape.ZeroBased h) (Shape.ZeroBased w) -> Vec2 h w
decomposeFactor2 :: Exp (Factor2 i) -> Factor2 (Exp i)
decomposeFactor2 = Expr.decompose atomFactor2
dim2 :: Exp i -> Exp i -> Exp (Shape2ZB i)
dim2 h w = Expr.compose (Vec2 (Shape.ZeroBased h) (Shape.ZeroBased w))
ix2 :: Exp i -> Exp i -> Exp (Index2 i)
ix2 y x = Expr.compose (Vec2 y x)
fromSize2 ::
(MultiValue.NativeFloating a ar) =>
(Exp Size, Exp Size) -> (Exp a, Exp a)
fromSize2 (x,y) = (fromInt x, fromInt y)
indexLimit :: SymbPlane a -> Index2 (Exp Size) -> Exp a
indexLimit img (Vec2 y x) =
let (Vec2 height width) = decomposeDim2 $ Symb.shape img
xc = Expr.max 0 $ Expr.min (width -1) x
yc = Expr.max 0 $ Expr.min (height-1) y
in img ! ix2 yc xc
limitIndices ::
(Symb.C array, Shape.C sh) =>
Exp Dim2 -> array sh Ix2 -> array sh Ix2
limitIndices sh =
Symb.map
(case decomposeDim2 sh of
Vec2 height width ->
Expr.modify atomIx2 $
\(Vec2 y x) ->
let xc = Expr.max 0 $ Expr.min (width -1) x
yc = Expr.max 0 $ Expr.min (height-1) y
in Vec2 yc xc)
shiftIndicesHoriz, shiftIndicesVert ::
(Symb.C array, Shape.C sh) =>
Exp Size -> array sh Ix2 -> array sh Ix2
shiftIndicesHoriz dx =
Symb.map $ Expr.modify atomIx2 $ \(Vec2 y x) -> Vec2 y (x+dx)
shiftIndicesVert dy =
Symb.map $ Expr.modify atomIx2 $ \(Vec2 y x) -> Vec2 (y+dy) x
type VecExp a v = Arith.Vec (Exp a) (Exp v)
vecYUV :: (MultiValue.PseudoRing a) => VecExp a (YUV a)
vecYUV =
Arith.Vec {
Arith.vecZero = Expr.compose (Expr.zero, Expr.zero, Expr.zero),
Arith.vecAdd =
Expr.modify2 (atom,atom,atom) (atom,atom,atom) $
\(ay,au,av) (by,bu,bv) ->
(Expr.add ay by, Expr.add au bu, Expr.add av bv),
Arith.vecScale =
Expr.modify2 atom (atom,atom,atom) $
\a (by,bu,bv) -> (Expr.mul a by, Expr.mul a bu, Expr.mul a bv)
}
{-
Generated code becomes too big for LLVM here. We need sharing!
-}
indexFrac ::
(MultiValue.NativeFloating a ar,
MultiValue.Real a, MultiValue.Field a,
MultiValue.RationalConstant a) =>
VecExp a v -> SymbPlane v -> Index2 (Exp a) -> Exp v
indexFrac vec img (Vec2 y x) =
let (xi,xf) = splitFraction x
(yi,yf) = splitFraction y
interpolRow yc =
Arith.cubicIpVec vec
(indexLimit img (Vec2 yc (xi-1)),
indexLimit img (Vec2 yc (xi )),
indexLimit img (Vec2 yc (xi+1)),
indexLimit img (Vec2 yc (xi+2)))
xf
in Arith.cubicIpVec vec
(interpolRow (yi-1),
interpolRow yi,
interpolRow (yi+1),
interpolRow (yi+2))
yf
indexFrac1 ::
(MultiValue.NativeFloating a ar,
MultiValue.Real a, MultiValue.Field a,
MultiValue.RationalConstant a) =>
VecExp a v -> SymbPlane v -> Index2 (Exp a) -> Exp v
indexFrac1 vec img (Vec2 y x) =
let (xi,xf) = splitFraction x
(yi,yf) = splitFraction y
interpolRow yc =
Arith.linearIpVec vec
(indexLimit img (Vec2 yc (xi-1)),
indexLimit img (Vec2 yc (xi+1)))
xf
in Arith.linearIpVec vec
(interpolRow yi,
interpolRow (yi+1))
yf
gatherFrac, gatherFrac_ ::
(MultiValue.NativeFloating a ar,
MultiValue.Real a, MultiValue.Field a,
MultiValue.RationalConstant a,
MultiValue.C v) =>
VecExp a v ->
SymbPlane v ->
SymbPlane (Index2 a) ->
SymbPlane v
gatherFrac_ vec src =
Symb.map (indexFrac vec src . Expr.decompose atomIx2)
gatherFrac vec src poss =
let possSplit =
Symb.map
(Expr.modify atomIx2 $ \(Vec2 y x) ->
let (xi,xf) = splitFraction x
(yi,yf) = splitFraction y
in (Vec2 yf xf, Vec2 yi xi))
poss
possFrac = Symb.map Expr.fst possSplit
possInt = Symb.map Expr.snd possSplit
gather = flip Symb.gather src . limitIndices (Symb.shape src)
interpolateHoriz possIntShifted =
Symb.zipWith (Arith.cubicIpVec vec . Expr.unzip4)
(Symb.zip4
(gather $ shiftIndicesHoriz (-1) possIntShifted)
(gather $ shiftIndicesHoriz 0 possIntShifted)
(gather $ shiftIndicesHoriz 1 possIntShifted)
(gather $ shiftIndicesHoriz 2 possIntShifted))
(Symb.map horizontalVal possFrac)
in Symb.zipWith (Arith.cubicIpVec vec . Expr.unzip4)
(Symb.zip4
(interpolateHoriz $ shiftIndicesVert (-1) possInt)
(interpolateHoriz $ shiftIndicesVert 0 possInt)
(interpolateHoriz $ shiftIndicesVert 1 possInt)
(interpolateHoriz $ shiftIndicesVert 2 possInt))
(Symb.map verticalVal possFrac)
rotateStretchMoveCoords ::
(SV.Storable a, MultiMem.C a,
MultiValue.Real a, MultiValue.Field a,
MultiValue.RationalConstant a, MultiValue.NativeFloating a ar) =>
Exp (a, a) ->
Exp (a, a) ->
Exp Dim2 ->
SymbPlane (a, a)
rotateStretchMoveCoords rot mov =
Symb.map
(let trans =
Arith.rotateStretchMoveBackPoint
(Expr.unzip rot) (Expr.unzip mov)
in Expr.modify atomIx2 $ \(Vec2 y x) -> trans $ fromSize2 (x,y))
.
Symb.id
inRange :: (MultiValue.Comparison a) => Exp a -> Exp a -> Exp Bool
inRange =
Expr.liftM2 $ \ size x -> do
lower <- MultiValue.cmp LLVM.CmpLE MultiValue.zero x
upper <- MultiValue.cmp LLVM.CmpLT x size
MultiValue.and lower upper
inBox ::
(MultiValue.Comparison a) =>
(Exp a, Exp a) ->
(Exp a, Exp a) ->
Exp Bool
inBox (width,height) (x,y) =
inRange width x &&* inRange height y
validCoords ::
(MultiValue.NativeFloating a ar,
MultiValue.Field a, MultiValue.Real a,
MultiValue.RationalConstant a) =>
(Exp Size, Exp Size) ->
SymbPlane (a, a) -> SymbPlane Bool8
validCoords (width,height) =
Symb.map $ Expr.modify (atom,atom) $ \(x,y) ->
Expr.bool8FromP $ inBox (width,height) (fastRound x, fastRound y)
{- |
@rotateStretchMove rot mov@
first rotate and stretches the image according to 'rot'
and then moves the picture.
-}
rotateStretchMove ::
(SV.Storable a, MultiMem.C a,
MultiValue.Real a, MultiValue.Field a,
MultiValue.RationalConstant a, MultiValue.NativeFloating a ar,
MultiValue.C v) =>
VecExp a v ->
Exp (a, a) ->
Exp (a, a) ->
Exp Dim2 ->
SymbPlane v ->
SymbPlane (Bool8, v)
rotateStretchMove vec rot mov sh img =
let coords = rotateStretchMoveCoords rot mov sh
(Vec2 heightSrc widthSrc) = decomposeDim2 $ Symb.shape img
in Symb.zip
(validCoords (widthSrc, heightSrc) coords)
(gatherFrac vec img $
Symb.map (Expr.modify (atom,atom) $ \(x,y) -> ix2 y x) coords)
rotate ::
(SV.Storable a, MultiMem.C a,
MultiValue.Real a, MultiValue.Field a,
MultiValue.RationalConstant a, MultiValue.NativeFloating a ar,
MultiValue.C v) =>
VecExp a v ->
Exp (a, a) ->
SymbPlane v ->
SymbPlane v
rotate vec rot img =
let (Vec2 height width) = decomposeDim2 $ Symb.shape img
((left, right), (top, bottom)) =
Arith.boundingBoxOfRotatedGen (Expr.min, Expr.max)
(Expr.unzip rot) (fromSize2 (width, height))
in Symb.map Expr.snd $
rotateStretchMove vec rot (Expr.zip (-left) (-top))
(dim2 (ceilingToInt (bottom-top)) (ceilingToInt (right-left)))
img
runRotate :: IO (Degree Float -> ColorImage8 -> IO ColorImage8)
runRotate = do
rot <-
RenderP.run $ \rot ->
colorImageByteFromFloat . rotate vecYUV rot . colorImageFloatFromByte
return $ \ angle img -> rot (Degree.cis angle) img
brightnessValue :: Exp (YUV a) -> Exp a
brightnessValue = Expr.modify (atom,atom,atom) fst3
brightnessPlane ::
(Symb.C array, Shape.C size) =>
array size (YUV a) -> array size a
brightnessPlane = Symb.map brightnessValue
rowHistogram ::
(Symb.C array, MultiValue.Additive a) =>
array Dim2 (YUV a) -> array Dim1 a
rowHistogram =
Symb.fold1 Expr.add .
ShapeDep.backpermute
(Expr.modify atomDim2 $ \(Vec2 h w) -> (h,w))
(Expr.modify (atom,atom) $ \(y,x) -> Vec2 y x) .
brightnessPlane
tailArr :: (Symb.C array) => array Dim1 a -> array Dim1 a
tailArr =
ShapeDep.backpermute
(Expr.modify (Shape.ZeroBased atom)
(fmap (Expr.max 0 . flip Expr.sub 1)))
(Expr.add 1)
differentiate ::
(Symb.C array, MultiValue.Additive a) => array Dim1 a -> array Dim1 a
differentiate xs = Symb.zipWith Expr.sub (tailArr xs) xs
scoreHistogram :: (MultiValue.PseudoRing a) => Symb.Array Dim1 a -> Exp a
scoreHistogram = Symb.fold1All Expr.add . Symb.map Expr.sqr . differentiate
runScoreRotation :: IO (Degree Float -> ColorImage8 -> IO Float)
runScoreRotation = do
rot <-
RenderP.run $ \rot ->
rowHistogram . rotate vecYUV rot . colorImageFloatFromByte
score <- RenderP.run scoreHistogram
return $ \ angle img -> score =<< rot (Degree.cis angle) img
findOptimalRotation :: IO ([Degree Float] -> ColorImage8 -> IO (Degree Float))
findOptimalRotation = do
scoreRotation <- runScoreRotation
return $ \angles pic ->
fmap (fst . List.maximumBy (comparing snd)) $
forM angles $ \angle -> (,) angle <$> scoreRotation angle pic
transpose :: SymbPlane a -> SymbPlane a
transpose =
ShapeDep.backpermute
(Expr.modify atomDim2 $ \(Vec2 height width) -> (Vec2 width height))
(Expr.modify atomIx2 $ \(Vec2 x y) -> (Vec2 y x))
lowpassVert, lowpass ::
(MultiValue.Field a, MultiValue.Real a, MultiValue.RationalConstant a) =>
SymbPlane a -> SymbPlane a
lowpassVert img =
let height = verticalSize $ Symb.shape img
in generate (Symb.shape img) $ Expr.modify atomIx2 $ \(Vec2 y x) ->
Arith.smooth3
(img ! ix2 (Expr.max 0 (y-1)) x,
img ! ix2 y x,
img ! ix2 (Expr.min (height-1) (y+1)) x)
lowpass = transpose . lowpassVert . transpose . lowpassVert
lowpassMulti :: IO (Int -> Plane Float -> IO (Plane Float))
lowpassMulti = do
lp <- RenderP.run lowpass
return $ \n -> MonadHT.nest n lp
highpassMulti :: IO (Int -> Plane Float -> IO (Plane Float))
highpassMulti = do
lp <- lowpassMulti
sub <- RenderP.run $ Symb.zipWith Expr.sub . Symb.fix
return $ \n img -> sub img =<< lp n img
-- counterpart to 'clip'
pad :: (MultiValue.C a) => Exp a -> Exp Dim2 -> SymbPlane a -> SymbPlane a
pad a sh img =
let Vec2 height width = decomposeDim2 $ Symb.shape img
in generate sh $ \p ->
let Vec2 y x = Expr.decompose atomIx2 p
in Expr.ifThenElse (y<*height &&* x<*width) (img ! p) a
cyclicReverse2d :: (MultiValue.C a) => SymbPlane a -> SymbPlane a
cyclicReverse2d spec =
let (Vec2 height width) = decomposeDim2 $ Symb.shape spec
in Symb.backpermute (Symb.shape spec)
(Expr.modify atomIx2 $ \(Vec2 y x) ->
Vec2
(wrap height height (height-y))
(wrap width width (width-x)))
spec
atomComplex :: Complex (Atom a)
atomComplex = atom:+atom
untangleSpectra2d ::
(MultiValue.C a, MultiValue.Field a,
MultiValue.Real a, MultiValue.RationalConstant a) =>
SymbPlane (Complex a) -> SymbPlane (Complex a, Complex a)
untangleSpectra2d spec =
Symb.zipWith
(Expr.modify2 atomComplex atomComplex KneadCArray.untangleCoefficient)
spec (cyclicReverse2d spec)
correlatePadded ::
(FFTWReal a, MultiValue.Real a, MultiMem.C a,
MultiValue.Field a, MultiValue.RationalConstant a) =>
Dim2 -> IO (Plane a -> Plane a -> IO (Plane a))
correlatePadded
padExtent@(Vec2 (Shape.ZeroBased height) (Shape.ZeroBased width)) = do
let sh = Expr.cons padExtent
mergePlanes <-
RenderP.run $ \a b ->
Symb.zipWith Expr.consComplex (pad 0 sh a) (pad 0 sh b)
let (halfWidth,parity) = divMod width 2
let exprFromInt = Expr.cons . fromIntegral
mulSpecs <-
RenderP.run $
clip (0,0) (exprFromInt $ halfWidth+1, exprFromInt height) .
Symb.map
(Expr.modify (atomComplex, atomComplex) $ uncurry Komplex.mulConj) .
untangleSpectra2d
return $ \ a b ->
liftCArray (if parity==0 then FFT.dftCRN [0,1] else FFT.dftCRON [0,1]) =<<
mulSpecs =<< liftCArray (FFT.dftN [0,1]) =<< mergePlanes a b
prepareOverlapMatching ::
IO (Int -> (Degree Float, ColorImage8) -> IO ((Float, Float), Plane Float))
prepareOverlapMatching = do
bright <- RenderP.run $ brightnessPlane . colorImageFloatFromByte . Symb.fix
hp <- highpassMulti
rotat <- RenderP.run $ rotate Arith.vecScalar
return $ \radius (angle, img) ->
let Vec2 (Shape.ZeroBased height) (Shape.ZeroBased width) = Phys.shape img
rot = Degree.cis angle
((left, _right), (top, _bottom)) =
Arith.boundingBoxOfRotated rot
(fromIntegral width, fromIntegral height)
in fmap ((,) (left, top)) $
rotat rot =<< hp radius =<< bright img
wrap :: Exp Size -> Exp Size -> Exp Size -> Exp Size
wrap size split c = Expr.select (c<*split) c (c-size)
displacementMap ::
Exp Size -> Exp Size -> Exp Dim2 -> SymbPlane (Size, Size)
displacementMap xsplit ysplit sh =
let Vec2 height width = decomposeDim2 sh
in generate sh $ Expr.modify atomIx2 $ \(Vec2 y x) ->
(wrap width xsplit x, wrap height ysplit y)
attachDisplacements ::
Exp Size -> Exp Size ->
SymbPlane a -> SymbPlane (a, (Size, Size))
attachDisplacements xsplit ysplit img =
Symb.zip img $ displacementMap xsplit ysplit (Symb.shape img)
{- |
Set all scores to zero within a certain border.
Otherwise the matching algorithm will try to match strong bars at the borders
that are actually digitalization artifacts.
-}
minimumOverlapScores ::
(MultiValue.Select a, MultiValue.PseudoRing a,
MultiValue.IntegerConstant a, MultiValue.Real a) =>
((Exp Size, Exp Size) -> Exp a -> Exp a) ->
Exp Size -> (Exp Size, Exp Size) -> (Exp Size, Exp Size) ->
SymbPlane (a, (Size, Size)) ->
SymbPlane (a, (Size, Size))
minimumOverlapScores weight minOverlap (widtha,heighta) (widthb,heightb) =
Symb.map
(Expr.modify (atom,(atom,atom)) $ \(v, dp@(dx,dy)) ->
let clipWidth = Expr.min widtha (widthb + dx) - Expr.max 0 dx
clipHeight = Expr.min heighta (heightb + dy) - Expr.max 0 dy
in (Expr.select
(clipWidth >=* minOverlap &&* clipHeight >=* minOverlap)
(weight (clipWidth, clipHeight) v) 0,
dp))
allOverlapsFromCorrelation ::
Dim2 ->
Exp Float ->
Exp Dim2 -> Exp Dim2 -> SymbPlane Float ->
SymbPlane (Float, (Size, Size))
allOverlapsFromCorrelation
(Vec2 (Shape.ZeroBased height) (Shape.ZeroBased width)) minOverlapPortion =
\sha shb correlated ->
let (Vec2 heighta widtha) = decomposeDim2 sha
(Vec2 heightb widthb) = decomposeDim2 shb
half = flip Expr.idiv 2
minOverlap =
fastRound $
minOverlapPortion
*
fromInt
(Expr.min
(Expr.min widtha heighta)
(Expr.min widthb heightb))
weight =
if False
then \(clipWidth, clipHeight) v ->
v / (fromInt clipWidth * fromInt clipHeight)
else const id
in minimumOverlapScores weight minOverlap
(widtha, heighta) (widthb, heightb) $
attachDisplacements
(half $ Expr.fromInteger' (toInteger width) - widthb + widtha)
(half $ Expr.fromInteger' (toInteger height) - heightb + heighta) $
correlated
allOverlapsRun ::
Dim2 -> IO (Float -> Plane Float -> Plane Float -> IO (Plane Word8))
allOverlapsRun padExtent = do
run <-
RenderP.run $ \minOverlapPortion sha shb img ->
imageByteFromFloat $
Symb.map (0.0001*) $
Symb.map Expr.fst $
allOverlapsFromCorrelation padExtent minOverlapPortion sha shb img
correlate <- correlatePadded padExtent
return $ \overlap a b ->
run overlap (Phys.shape a) (Phys.shape b) =<< correlate a b
argmax ::
(MultiValue.Comparison a, MultiValue.Select a, MultiValue.Select b) =>
Exp (a, b) -> Exp (a, b) -> Exp (a, b)
argmax x y = Expr.select (Expr.fst x <=* Expr.fst y) y x
argmaximum ::
(Shape.C sh,
MultiValue.Comparison a, MultiValue.Select a, MultiValue.Select b) =>
Symb.Array sh (a, b) -> Exp (a, b)
argmaximum = Symb.fold1All argmax
optimalOverlap ::
Dim2 -> IO (Float -> Plane Float -> Plane Float -> IO (Float, (Size, Size)))
optimalOverlap padExtent = do
run <-
RenderP.run $ \minOverlapPortion (sha, shb) img ->
argmaximum $
allOverlapsFromCorrelation padExtent minOverlapPortion sha shb img
correlate <- correlatePadded padExtent
return $ \overlap a b ->
run overlap (Phys.shape a, Phys.shape b) =<< correlate a b
shrink ::
(MultiValue.Field a, MultiValue.RationalConstant a, MultiValue.Real a,
MultiValue.NativeFloating a ar) =>
Factor2 (Exp Size) -> SymbPlane a -> SymbPlane a
shrink (Vec2 yk xk) =
Symb.map (/ (fromInt xk * fromInt yk)) .
Symb.fold1 Expr.add .
ShapeDep.backpermute
(Expr.modify atomDim2 $
\(Vec2 (Shape.ZeroBased height) (Shape.ZeroBased width)) ->
(Vec2
(Shape.ZeroBased (Expr.idiv height yk))
(Shape.ZeroBased (Expr.idiv width xk)),
Vec2 (Shape.ZeroBased yk) (Shape.ZeroBased xk)))
(Expr.modify (atomIx2, atomIx2) $
\(Vec2 yi xi, Vec2 yj xj) -> Vec2 (yi*yk+yj) (xi*xk+xj))
{-
The implementation accepts overlapping of at most minOverlapPortion
of the two shrunken images.
However, in practice this optimization is rarely effective.
In most cases the shrink factors are the same
independent from whether minOverlap is zero or not.
-}
shrinkFactors ::
(Integral a) => Dim2 -> Float -> Shape2ZB a -> Shape2ZB a -> Factor2 a
shrinkFactors
(Vec2 (Shape.ZeroBased heightPad) (Shape.ZeroBased widthPad))
minOverlapPortion
(Vec2 (Shape.ZeroBased heighta) (Shape.ZeroBased widtha))
(Vec2 (Shape.ZeroBased heightb) (Shape.ZeroBased widthb)) =
let minOverlap =
Arith.minimumOverlapAbsFromPortion minOverlapPortion
(min widtha widthb, min heighta heightb)
in Vec2
(Arith.divUp (heighta+heightb-minOverlap) $ fromIntegral heightPad)
(Arith.divUp (widtha +widthb -minOverlap) $ fromIntegral widthPad)
{-
Should compute almost the same as shrinkFactors
but is less optimized and more idiomatic.
@correlationSize@ has a final @ceilingSmooth7@.
This is not necessary here
since we expect that the user chooses an FFT friendly target size.
-}
shrinkFactorsAlt ::
(Bits a, Integral a) =>
Float -> Dim2 -> Shape2ZB a -> Shape2ZB a -> Factor2 a
shrinkFactorsAlt minOverlapPortion
(Vec2 (Shape.ZeroBased heightPad) (Shape.ZeroBased widthPad)) a b =
let (widthc,heightc) =
Arith.correlationSize minOverlapPortion $
map (\(Vec2 (Shape.ZeroBased height) (Shape.ZeroBased width)) ->
(width, height)) [a,b]
in Vec2
(Arith.divUp heightc $ fromIntegral heightPad)
(Arith.divUp widthc $ fromIntegral widthPad)
optimalOverlapBig ::
Dim2 -> IO (Float -> Plane Float -> Plane Float -> IO (Float, (Size, Size)))
optimalOverlapBig padExtent = do
shrnk <- RenderP.run $ shrink . decomposeFactor2
optOverlap <- optimalOverlap padExtent
return $ \minimumOverlap a b -> do
let factors@(Vec2 yk xk) =
shrinkFactors padExtent minimumOverlap (Phys.shape a) (Phys.shape b)
aSmall <- shrnk factors a
bSmall <- shrnk factors b
mapSnd (mapPair ((*xk), (*yk))) <$>
optOverlap minimumOverlap aSmall bSmall
clip ::
(MultiValue.C a) =>
(Exp Size, Exp Size) ->
(Exp Size, Exp Size) ->
SymbPlane a -> SymbPlane a
clip (left,top) (width,height) =
Symb.backpermute (dim2 height width)
(Expr.modify (Vec2 atom atom) $ \(Vec2 y x) -> Vec2 (y+top) (x+left))
overlappingArea ::
(Ord a, Num a) =>
Shape2ZB a ->
Shape2ZB a ->
(a, a) -> ((a, a), (a, a), (a, a))
overlappingArea
(Vec2 (Shape.ZeroBased heighta) (Shape.ZeroBased widtha))
(Vec2 (Shape.ZeroBased heightb) (Shape.ZeroBased widthb)) (dx, dy) =
let left = max 0 dx
top = max 0 dy
right = min widtha (widthb + dx)
bottom = min heighta (heightb + dy)
width = right - left
height = bottom - top
in ((left, top), (right, bottom), (width, height))
{-
Like 'optimalOverlapBig'
but computes precise distance in a second step
using a part in the overlapping area.
-}
optimalOverlapBigFine ::
Dim2 -> IO (Float -> Plane Float -> Plane Float -> IO (Float, (Size, Size)))
optimalOverlapBigFine
padExtent@(Vec2 (Shape.ZeroBased heightPad) (Shape.ZeroBased widthPad)) =
do
overlap <- optimalOverlap padExtent
-- optimalOverlap is compiled again here
overlapBig <- optimalOverlapBig padExtent
clp <- RenderP.run clip
return $ \minimumOverlap a b -> do
let shapeA = Phys.shape a
let shapeB = Phys.shape b
coarsed@(coarsedx,coarsedy) <- snd <$> overlapBig minimumOverlap a b
let ((leftOverlap, topOverlap), _,
(widthOverlap, heightOverlap))
= overlappingArea shapeA shapeB coarsed
widthFocus = min widthOverlap $ div widthPad 2
heightFocus = min heightOverlap $ div heightPad 2
extentFocus = (widthFocus,heightFocus)
leftFocus = leftOverlap + div (widthOverlap-widthFocus) 2
topFocus = topOverlap + div (heightOverlap-heightFocus) 2
addCoarsePos (xm,ym) = (xm+coarsedx, ym+coarsedy)
clipA <- clp (leftFocus,topFocus) extentFocus a
clipB <- clp (leftFocus-coarsedx,topFocus-coarsedy) extentFocus b
mapSnd addCoarsePos <$> overlap minimumOverlap clipA clipB
{-
Like 'optimalOverlapBigFine'
but computes precise distances between many point pairs in a second step
using many parts in the overlapping area.
These point correspondences
can be used to compute corrections to rotation angles.
-}
optimalOverlapBigMulti ::
Dim2 -> Dim2 -> Int ->
IO (Float -> Maybe Float -> Plane Float -> Plane Float ->
IO [(Float, (Size, Size), (Size, Size))])
optimalOverlapBigMulti padExtent
(Vec2 (Shape.ZeroBased heightStamp) (Shape.ZeroBased widthStamp))
numCorrs = do
shrnk <- RenderP.run $ shrink . decomposeFactor2
optOverlap <- optimalOverlap padExtent
overDiff <- overlapDifferenceRun
clp <- RenderP.run clip
optOverlapFine <-
optimalOverlap $
Vec2 (Shape.ZeroBased (2*heightStamp)) (Shape.ZeroBased (2*widthStamp))
let overlapFine minimumOverlap a b
anchorA@(leftA, topA) anchorB@(leftB, topB) extent@(width,height) = do
let addCoarsePos (score, (xm,ym)) =
let xc = div (width+xm) 2
yc = div (height+ym) 2
in (score,
(leftA+xc, topA+yc),
(leftB+xc-xm, topB+yc-ym))
clipA <- clp anchorA extent a
clipB <- clp anchorB extent b
addCoarsePos <$> optOverlapFine minimumOverlap clipA clipB
return $ \minimumOverlap mMaximumDiff a b -> do
let factors@(Vec2 yk xk) =
shrinkFactors padExtent minimumOverlap (Phys.shape a) (Phys.shape b)
aSmall <- shrnk factors a
bSmall <- shrnk factors b
shrunkd@(shrunkdx, shrunkdy)
<- snd <$> optOverlap minimumOverlap aSmall bSmall
let coarsedx = shrunkdx * xk
let coarsedy = shrunkdy * yk
let coarsed = (coarsedx,coarsedy)
doesOverlap <-
case mMaximumDiff of
Just maximumDiff ->
(maximumDiff>) <$> overDiff shrunkd aSmall bSmall
Nothing -> return True
let ((leftOverlap, topOverlap),
(rightOverlap, bottomOverlap),
(widthOverlap, heightOverlap))
= overlappingArea (Phys.shape a) (Phys.shape b) coarsed
let widthStampClip = min widthOverlap widthStamp
heightStampClip = min heightOverlap heightStamp
(if doesOverlap then id else const $ return []) $
mapM
(\(x,y) ->
overlapFine minimumOverlap a b
(x, y) (x-coarsedx, y-coarsedy)
(widthStampClip, heightStampClip)) $
zip
(map round $ tail $ init $
Arith.linearScale (numCorrs+1)
(fromIntegral leftOverlap :: Double,
fromIntegral $ rightOverlap - widthStampClip))
(map round $ tail $ init $
Arith.linearScale (numCorrs+1)
(fromIntegral topOverlap :: Double,
fromIntegral $ bottomOverlap - heightStampClip))
overlapDifference ::
(MultiValue.Algebraic a, MultiValue.RationalConstant a,
MultiValue.Real a, MultiValue.NativeFloating a ar) =>
(Exp Size, Exp Size) ->
SymbPlane a -> SymbPlane a -> Exp a
overlapDifference (dx,dy) a b =
let (Vec2 heighta widtha) = decomposeDim2 $ Symb.shape a
(Vec2 heightb widthb) = decomposeDim2 $ Symb.shape b
leftOverlap = Expr.max 0 dx
topOverlap = Expr.max 0 dy
rightOverlap = Expr.min widtha (widthb + dx)
bottomOverlap = Expr.min heighta (heightb + dy)
widthOverlap = rightOverlap - leftOverlap
heightOverlap = bottomOverlap - topOverlap
extentOverlap = (widthOverlap,heightOverlap)
in Expr.sqrt $
(/(fromInt widthOverlap * fromInt heightOverlap)) $
Symb.fold1All (+) $
Symb.map Expr.sqr $
Symb.zipWith (-)
(clip (leftOverlap,topOverlap) extentOverlap a)
(clip (leftOverlap-dx,topOverlap-dy) extentOverlap b)
overlapDifferenceRun ::
IO ((Size, Size) -> Plane Float -> Plane Float -> IO Float)
overlapDifferenceRun = RenderP.run overlapDifference
overlap2 ::
(MultiValue.Field a, MultiValue.Real a, MultiValue.RationalConstant a,
MultiValue.C v) =>
VecExp a v ->
(Exp Size, Exp Size) ->
(SymbPlane v, SymbPlane v) -> SymbPlane v
overlap2 vec (dx,dy) (a,b) =
let (Vec2 heighta widtha) = decomposeDim2 $ Symb.shape a
(Vec2 heightb widthb) = decomposeDim2 $ Symb.shape b
left = Expr.min 0 dx; right = Expr.max widtha (widthb + dx)
top = Expr.min 0 dy; bottom = Expr.max heighta (heightb + dy)
width = right - left
height = bottom - top
in generate (dim2 height width) $ Expr.modify atomIx2 $ \(Vec2 y x) ->
let xa = x + left; xb = xa-dx
ya = y + top; yb = ya-dy
pa = ix2 ya xa
pb = ix2 yb xb
inPicA = inBox (widtha,heighta) (xa,ya)
inPicB = inBox (widthb,heightb) (xb,yb)
in Expr.ifThenElse inPicA
(Expr.ifThenElse inPicB
(Arith.vecScale vec (1/2) $ Arith.vecAdd vec (a!pa) (b!pb))
(a!pa))
(Expr.ifThenElse inPicB (b!pb) (Arith.vecZero vec))
composeOverlap ::
IO ((Size, Size) ->
((Degree Float, ColorImage8), (Degree Float, ColorImage8)) ->
IO ColorImage8)
composeOverlap = do
over <-
RenderP.run $ \displacement (ra, picA) (rb, picB) ->
colorImageByteFromFloat $
overlap2 vecYUV displacement
(rotate vecYUV ra $ colorImageFloatFromByte picA,
rotate vecYUV rb $ colorImageFloatFromByte picB)
return $ \displacement ((angleA,picA), (angleB,picB)) ->
over displacement
(Degree.cis angleA, picA) (Degree.cis angleB, picB)
emptyCountCanvas :: IO (Dim2 -> IO (Plane (Word32, YUV Float)))
emptyCountCanvas =
RenderP.run $ \sh -> Symb.fill sh (Expr.zip 0 $ Expr.zip3 0 0 0)
type RotatedImage = ((Float,Float), (Float,Float), ColorImage8)
addToCountCanvas ::
(MultiValue.PseudoRing a, MultiValue.NativeFloating a ar) =>
VecExp a v ->
SymbPlane (Bool8, v) ->
SymbPlane (Word32, v) ->
SymbPlane (Word32, v)
addToCountCanvas vec =
Symb.zipWith
(Expr.modify2 (atom,atom) (atom,atom) $ \(mask, pic) (count, canvas) ->
(Expr.add (Expr.intFromBool8 mask) count,
Arith.vecAdd vec canvas $
Arith.vecScale vec (Expr.floatFromBool8 mask) pic))
updateCountCanvas ::
IO (RotatedImage -> Plane (Word32, YUV Float) ->
IO (Plane (Word32, YUV Float)))
updateCountCanvas =
RenderP.run $ \(rot, mov, pic) countCanvas ->
addToCountCanvas vecYUV
(rotateStretchMove vecYUV rot mov (Symb.shape countCanvas) $
colorImageFloatFromByte pic)
countCanvas
finalizeCountCanvas :: IO ((Plane (Word32, YUV Float)) -> IO ColorImage8)
finalizeCountCanvas =
RenderP.run $
colorImageByteFromFloat .
Symb.map
(Expr.modify (atom,atom) $ \(count, pixel) ->
Arith.vecScale vecYUV (recip $ fromInt count) pixel) .
Symb.fix
diffAbs :: (MultiValue.Real a) => Exp a -> Exp a -> Exp a
diffAbs = Expr.liftM2 $ \x y -> MultiValue.abs =<< MultiValue.sub x y
diffWithCanvas ::
IO (RotatedImage -> Plane (YUV Float) -> IO (Plane (Bool8, Float)))
diffWithCanvas =
RenderP.run $ \(rot, mov, pic) avg ->
Symb.zipWith
(Expr.modify2 (atom,atom) atom $ \(b,x) y ->
(b, diffAbs (brightnessValue x) (brightnessValue y)))
(rotateStretchMove vecYUV rot mov (Symb.shape avg) $
colorImageFloatFromByte pic)
avg
finalizeCountCanvasFloat ::
IO ((Plane (Word32, YUV Float)) -> IO (Plane (YUV Float)))
finalizeCountCanvasFloat =
RenderP.run $
Symb.map
(Expr.modify (atom,atom) $ \(count, pixel) ->
Arith.vecScale vecYUV (recip $ fromInt count) pixel)
.
Symb.fix
emptyCanvas :: IO (Dim2 -> IO ColorImage8)
emptyCanvas = RenderP.run $ \sh -> Symb.fill sh (Expr.zip3 0 0 0)
addMaskedToCanvas ::
IO (RotatedImage ->
Plane Bool8 ->
Plane (YUV Word8) ->
IO (Plane (YUV Word8)))
addMaskedToCanvas =
RenderP.run $ \(rot, mov, pic) mask canvas ->
Symb.zipWith3 Expr.ifThenElse
(Symb.map Expr.boolPFrom8 mask)
(Symb.map (yuvByteFromFloat . Expr.snd) $
rotateStretchMove vecYUV rot mov (Symb.shape canvas) $
colorImageFloatFromByte pic)
canvas
updateShapedCanvas ::
IO (RotatedImage ->
Plane Float ->
Plane (Float, YUV Float) ->
IO (Plane (Float, YUV Float)))
updateShapedCanvas =
RenderP.run $ \(rot, mov, pic) shape weightCanvas ->
addToWeightedCanvas vecYUV
(Symb.zipWith
(Expr.modify2 atom (atom,atom) $ \s (b,x) ->
(Expr.floatFromBool8 b * s, x))
shape $
rotateStretchMove vecYUV rot mov (Symb.shape weightCanvas) $
colorImageFloatFromByte pic)
weightCanvas
maybePlus ::
(MultiValue.C a) =>
(Exp a -> Exp a -> Exp a) ->
Exp (Bool, a) -> Exp (Bool, a) -> Exp (Bool, a)
maybePlus f x y =
let (xb,xv) = Expr.unzip x
(yb,yv) = Expr.unzip y
in Expr.ifThenElse xb
(Expr.compose (Expr.true, Expr.ifThenElse yb (f xv yv) xv)) y
maskedMinimum ::
(Shape.C sh, Symb.C array, MultiValue.Real a) =>
array (sh, SmallDim) (Bool, a) -> array sh (Bool, a)
maskedMinimum = Symb.fold1 (maybePlus Expr.min)
generate ::
(Shape.C sh) =>
Exp sh -> (Exp (Shape.Index sh) -> Exp b) -> Symb.Array sh b
generate sh f = Symb.map f $ Symb.id sh
type Geometry a = Arith.Geometry Size a
distanceMapBox ::
(MultiValue.Field a, MultiValue.NativeFloating a ar,
MultiValue.Real a, MultiValue.RationalConstant a) =>
Exp Dim2 ->
Exp (Geometry a) ->
SymbPlane (Bool, (((a,(a,a)), (a,(a,a))), ((a,(a,a)), (a,(a,a)))))
distanceMapBox sh geom =
let (rot, mov, extent@(width,height)) =
Expr.decompose ((atom,atom),(atom,atom),(atom,atom)) geom
widthf = fromInt width
heightf = fromInt height
back = Arith.rotateStretchMoveBackPoint rot mov
forth = Arith.rotateStretchMovePoint rot mov
in generate sh $ Expr.modify atomIx2 $ \(Vec2 y x) ->
let (xsrc,ysrc) = back $ fromSize2 (x,y)
leftDist = Expr.max 0 xsrc
rightDist = Expr.max 0 $ widthf - xsrc
topDist = Expr.max 0 ysrc
bottomDist = Expr.max 0 $ heightf - ysrc
in (inBox extent (fastRound xsrc, fastRound ysrc),
(((leftDist, forth (0,ysrc)),
(rightDist, forth (widthf,ysrc))),
((topDist, forth (xsrc,0)),
(bottomDist, forth (xsrc,heightf)))))
distance ::
(MultiValue.Algebraic a, MultiValue.Real a,
MultiValue.IntegerConstant a) =>
Arith.Point2 (Exp a) -> Arith.Point2 (Exp a) -> Exp a
distance a b = Expr.sqrt $ Arith.distanceSqr a b
outerProduct ::
(Shape.C sha, Shape.C shb, Symb.C array) =>
(Exp a -> Exp b -> Exp c) ->
array sha a -> array shb b -> array (sha,shb) c
outerProduct =
ShapeDep.backpermute2 Expr.zip Expr.fst Expr.snd
isZero ::
(MultiValue.Comparison i, MultiValue.Integral i,
MultiValue.IntegerConstant i) =>
Exp i -> Exp Bool
isZero = (==* Expr.zero)
expEven ::
(MultiValue.Comparison i, MultiValue.Integral i,
MultiValue.IntegerConstant i) =>
Exp i -> Exp Bool
expEven = isZero . flip Expr.irem 2
separateDistanceMap ::
(Symb.C array, Shape.C sh, MultiValue.C a) =>
array sh (bool, ((a, a), (a, a))) ->
array (sh, SmallDim) (bool, a)
separateDistanceMap array =
outerProduct
(Expr.modify2 (atom, ((atom, atom), (atom, atom))) atom $
\(b,(horiz,vert)) sel ->
(b,
Expr.ifThenElse (expEven $ Expr.idiv sel 2)
(uncurry (Expr.ifThenElse (expEven sel)) horiz)
(uncurry (Expr.ifThenElse (expEven sel)) vert)))
array (Symb.lift0 $ Symb.id $
Expr.compose $ Shape.ZeroBased (4 :: Exp SmallSize))
distanceMapBoxRun ::
IO (Dim2 -> Geometry Float -> IO (Plane Word8))
distanceMapBoxRun =
RenderP.run $ \sh geom ->
scaleDistanceMapGeom geom $
Symb.map
(Expr.modify (atom,atom) $ \(valid, dist) -> Expr.select valid dist 0) $
maskedMinimum $
Symb.map (Expr.mapSnd Expr.fst) $
separateDistanceMap $
distanceMapBox sh geom
containedAnywhere ::
(Symb.C array, Shape.C sh,
MultiValue.Field a, MultiValue.NativeFloating a ar,
MultiValue.Real a, MultiValue.RationalConstant a) =>
array SmallDim (Geometry a) ->
array sh (a,a) ->
array sh Bool
containedAnywhere geoms array =
Symb.fold1 (||*) $
outerProduct
(Expr.modify2 (atom,atom) ((atom,atom),(atom,atom),(atom,atom)) $
\(xdst,ydst) (rot, mov, extent) ->
let (xsrc,ysrc) = Arith.rotateStretchMoveBackPoint rot mov (xdst,ydst)
in inBox extent (fastRound xsrc, fastRound ysrc))
array geoms
distanceMapContained ::
(MultiValue.RationalConstant a, MultiValue.NativeFloating a ar,
MultiValue.PseudoRing a, MultiValue.Field a, MultiValue.Real a) =>
Exp Dim2 ->
Exp (Geometry a) ->
Symb.Array SmallDim (Geometry a) ->
SymbPlane a
distanceMapContained sh this others =
let distMap = separateDistanceMap $ distanceMapBox sh this
contained =
containedAnywhere others $
Symb.map (Expr.snd . Expr.snd) distMap
in Symb.map (Expr.modify (atom,atom) $
\(valid, dist) -> Expr.ifThenElse valid dist 0) $
maskedMinimum $
Symb.zipWith
(Expr.modify2 atom (atom,(atom,atom)) $ \c (b,(dist,_)) ->
(c &&* b, dist))
contained distMap
distanceMapContainedRun ::
IO (Dim2 -> Geometry Float -> [Geometry Float] -> IO (Plane Word8))
distanceMapContainedRun = do
distances <-
RenderP.run $
\sh this -> scaleDistanceMapGeom this . distanceMapContained sh this
return $ \sh this others -> distances sh this =<< Phys.vectorFromList others
scaleDistanceMapGeom ::
(MultiValue.Field a, MultiValue.Real a, MultiValue.RationalConstant a,
MultiValue.NativeFloating a ar) =>
Exp (Geometry b) -> SymbPlane a -> SymbPlane Word8
scaleDistanceMapGeom geom img =
let scale = (4/) $ fromInt $ Expr.uncurry Expr.min $ Expr.thd3 geom
in imageByteFromFloat $ Symb.map (scale*) img
pixelCoordinates ::
(MultiValue.NativeFloating a ar) => Exp Dim2 -> SymbPlane (a,a)
pixelCoordinates sh =
generate sh $ Expr.modify atomIx2 $ \(Vec2 y x) -> fromSize2 (x,y)
distanceMapPoints ::
(Shape.C sh, Symb.C array,
MultiValue.Real a, MultiValue.Algebraic a, MultiValue.IntegerConstant a) =>
array sh (a,a) ->
array SmallDim (a,a) ->
array sh a
distanceMapPoints a b =
Symb.fold1 Expr.min $
outerProduct (Expr.modify2 (atom,atom) (atom,atom) distance) a b
distanceMapPointsRun ::
IO (Dim2 -> [Arith.Point2 Float] -> IO (Plane Word8))
distanceMapPointsRun = do
distances <-
RenderP.run $
\sh -> scaleDistanceMap . distanceMapPoints (pixelCoordinates sh)
return $ \sh points -> distances sh =<< Phys.vectorFromList points
scaleDistanceMap ::
(MultiValue.Field a, MultiValue.Real a, MultiValue.RationalConstant a,
MultiValue.NativeFloating a ar) =>
SymbPlane a -> SymbPlane Word8
scaleDistanceMap img =
let scale =
case decomposeDim2 $ Symb.shape img of
Vec2 h w -> 4 / fromInt (Expr.min w h)
in imageByteFromFloat $ Symb.map (scale*) img
{- |
For every pixel
it computes the distance to the closest point on the image part boundary
which lies in any other image.
The rationale is that we want to fade an image out,
wherever is another image that can take over.
Such a closest point can either be a perpendicular point
at one of the image edges,
or it can be an image corner
or an intersection between this image border and another image border.
The first kind of points is computed by 'distanceMapContained'
and the second kind by 'distanceMapPoints'.
We simply compute the distances to all special points
and chose the minimal distance.
-}
distanceMap ::
(MultiValue.Algebraic a, MultiValue.Real a,
MultiValue.RationalConstant a,
MultiValue.NativeFloating a ar) =>
Exp Dim2 ->
Exp (Geometry a) ->
Symb.Array SmallDim (Geometry a) ->
Symb.Array SmallDim (a, a) ->
SymbPlane a
distanceMap sh this others points =
Symb.zipWith Expr.min
(distanceMapContained sh this others)
(distanceMapPoints (pixelCoordinates sh) points)
distanceMapRun ::
IO (Dim2 ->
Geometry Float ->
[Geometry Float] ->
[Arith.Point2 Float] ->
IO (Plane Word8))
distanceMapRun = do
distances <-
RenderP.run $
\sh this others -> scaleDistanceMap . distanceMap sh this others
return $ \sh this others points -> do
othersVec <- Phys.vectorFromList others
pointsVec <- Phys.vectorFromList points
distances sh this othersVec pointsVec
pow ::
(MultiValue.Repr LLVM.Value a ~ LLVM.Value ar,
LLVM.IsFloating ar, SoV.TranscendentalConstant ar) =>
Exp a -> Exp a -> Exp a
pow =
flip $ Expr.liftM2 $ \(MultiValue.Cons x) (MultiValue.Cons y) ->
fmap MultiValue.Cons $ LLVMArith.pow x y
distanceMapGamma ::
(MultiValue.Algebraic a, MultiValue.Real a,
MultiValue.RationalConstant a,
MultiValue.NativeFloating a ar,
SoV.TranscendentalConstant ar) =>
Exp a ->
Exp Dim2 ->
Exp (Geometry a) ->
Symb.Array SmallDim (Geometry a) ->
Symb.Array SmallDim (a, a) ->
SymbPlane a
distanceMapGamma gamma sh this others points =
Symb.map (pow gamma) $ distanceMap sh this others points
emptyWeightedCanvas :: IO (Dim2 -> IO (Plane (Float, YUV Float)))
emptyWeightedCanvas =
RenderP.run $ \sh -> Symb.fill sh (Expr.zip 0 $ Expr.zip3 0 0 0)
addToWeightedCanvas ::
(MultiValue.PseudoRing a, MultiValue.NativeFloating a ar) =>
VecExp a v ->
SymbPlane (a, v) ->
SymbPlane (a, v) ->
SymbPlane (a, v)
addToWeightedCanvas vec =
Symb.zipWith
(Expr.modify2 (atom,atom) (atom,atom) $
\(weight, pic) (weightSum, canvas) ->
(Expr.add weight weightSum,
Arith.vecAdd vec canvas $ Arith.vecScale vec weight pic))
updateWeightedCanvas ::
IO (Float ->
Geometry Float ->
[Geometry Float] ->
[Arith.Point2 Float] ->
ColorImage8 ->
Plane (Float, YUV Float) ->
IO (Plane (Float, YUV Float)))
updateWeightedCanvas = do
distances <- RenderP.run distanceMapGamma
update <-
RenderP.run $ \this pic dist weightSumCanvas ->
let (rot, mov, _) = Expr.unzip3 this
in addToWeightedCanvas vecYUV
(Symb.zip dist $
Symb.map Expr.snd $
rotateStretchMove vecYUV rot mov
(Symb.shape weightSumCanvas) $
colorImageFloatFromByte pic)
weightSumCanvas
return $ \gamma this others points pic weightSumCanvas -> do
othersVec <- Phys.vectorFromList others
pointsVec <- Phys.vectorFromList points
dists <-
distances
gamma (Phys.shape weightSumCanvas) this
othersVec pointsVec
update this pic dists weightSumCanvas
finalizeWeightedCanvas :: IO (Plane (Float, YUV Float) -> IO ColorImage8)
finalizeWeightedCanvas =
RenderP.run $
colorImageByteFromFloat .
Symb.map
(Expr.modify (atom,atom) $ \(weightSum, pixel) ->
Arith.vecScale vecYUV (recip weightSum) pixel) .
Symb.fix
data
Picture param =
Picture {
picPath :: FilePath,
picParam :: param,
picColored :: (Degree Float, ColorImage8),
picPlane :: ((Float, Float), Plane Float)
}
mapPicParam :: (a -> b) -> Picture a -> Picture b
mapPicParam f pic = pic{picParam = f $ picParam pic}
processOverlap ::
Option.Args ->
IO ([FilePath], [(Degree Float, ColorImage8)],
[((Float, Float), Complex Float)])
processOverlap args = do
let opt = Option.option args
let info = CmdLine.info (Option.verbosity opt)
pics <-
map (mapPicParam (\(State.NoAngleCorrection, pos) -> pos)) <$>
processRotation args
let padSize = Shape.ZeroBased $ fromIntegral $ Option.padSize opt
(maybeAllOverlapsShared, optimalOverlapShared) <-
case Just $ Vec2 padSize padSize of
Just padExtent -> do
overlap <- optimalOverlapBigFine padExtent
return (Nothing, overlap (Option.minimumOverlap opt))
Nothing -> do
let padExtent =
uncurry Vec2 $ swap $
mapPair (Shape.ZeroBased, Shape.ZeroBased) $
Arith.correlationSize (Option.minimumOverlap opt) $
map (colorImageExtent . snd . picColored) pics
overlap <- optimalOverlap padExtent
allOverlapsIO <- allOverlapsRun padExtent
return
(Just $ allOverlapsIO (Option.minimumOverlap opt),
overlap (Option.minimumOverlap opt))
relations <-
maybe (return Map.empty)
(State.readDisplacement (map picPath pics))
(Option.relations opt)
composeOver <- composeOverlap
overlapDiff <- overlapDifferenceRun
let open = map ((\(mx,my) -> isNothing mx || isNothing my) . picParam) pics
displacements <-
forM (guardedPairs open $ zip [0..] pics) $
\((ia, Picture pathA _ origA (leftTopA,picA)),
(ib, Picture pathB _ origB (leftTopB,picB))) -> do
forM_ maybeAllOverlapsShared $ \allOverlapsShared -> when False $
writeGrey (Option.quality opt)
(printf "/tmp/%s-%s-score.jpeg"
(FilePath.takeBaseName pathA) (FilePath.takeBaseName pathB))
=<< allOverlapsShared picA picB
let relation = Map.lookup (pathA,pathB) relations
md <-
case (join $ fmap fst relation, join $ fmap snd relation) of
(Just State.NonOverlapping, _) -> return Nothing
(Just State.Overlapping, Just d) -> return $ Just d
(related, _) -> do
doffset@(dox,doy) <- snd <$> optimalOverlapShared picA picB
diff <- overlapDiff doffset picA picB
let overlapping =
related == Just State.Overlapping
||
diff < Option.maximumDifference opt
let d = (fromIntegral dox + fst leftTopA - fst leftTopB,
fromIntegral doy + snd leftTopA - snd leftTopB)
info $
printf "%s - %s, %s, difference %f%s\n"
pathA pathB (show d) diff
(if overlapping then "" else " unrelated -> ignoring")
forM_ (Option.outputOverlap opt) $ \format ->
writeImage (Option.quality opt)
(printf format
(FilePath.takeBaseName pathA)
(FilePath.takeBaseName pathB))
=<< composeOver doffset (origA, origB)
return $ toMaybe overlapping d
return ((ia,ib), (pathA,pathB), md)
forM_ (Option.outputState opt) $ \format ->
State.writeDisplacement (printf format "relation") displacements
let overlaps = mapMaybe (\(i,_paths,md) -> (,) i <$> md) displacements
let (poss, dps) =
absolutePositionsFromPairDisplacements
(fixAtLeastOnePosition (0,0) $ map picParam pics) overlaps
info "\nabsolute positions"
info $ unlines $ map show poss
info "\ncompare position differences with pair displacements"
info $ unlines $
zipWith
(\(dpx,dpy) (dx,dy) ->
printf "(%f,%f) (%f,%f)" dpx dpy dx dy)
dps (map snd overlaps)
let (errdx,errdy) =
mapPair (maximum0, maximum0) $ unzip $
zipWith
(\(dpx,dpy) (dx,dy) -> (abs $ dpx - dx, abs $ dpy - dy))
dps (map snd overlaps)
info $
"\n"
++
printf "maximum horizontal error: %f\n" errdx
++
printf "maximum vertical error: %f\n" errdy
return (map picPath pics, map picColored pics, map (flip (,) 1) poss)
processOverlapRotate ::
Option.Args ->
IO ([FilePath], [(Degree Float, ColorImage8)],
[((Float, Float), Complex Float)])
processOverlapRotate args = do
let opt = Option.option args
let info = CmdLine.info (Option.verbosity opt)
let infoPlain = when (Option.verbosity opt >= Verbosity.verbose) . putStr
pics <-
map (mapPicParam (mapFst State.getAngleCorrection)) <$>
processRotation args
let padSize = Option.padSize opt
let stampSize = Option.stampSize opt
optimalOverlapShared <-
optimalOverlapBigMulti
(shape2 padSize padSize)
(shape2 stampSize stampSize)
(Option.numberStamps opt)
<*> pure (Option.minimumOverlap opt)
relations <-
maybe (return Map.empty)
(State.readRotated (map picPath pics))
(Option.relations opt)
let open =
map
((\(ma, (mx,my)) -> isNothing ma || isNothing mx || isNothing my)
. picParam)
pics
displacements <-
forM (guardedPairs open $ zip [0..] pics) $
\((ia, Picture pathA _ _ (leftTopA,picA)),
(ib, Picture pathB _ _ (leftTopB,picB))) -> do
let relation = Map.lookup (pathA,pathB) relations
correspondences <-
case (join $ fmap fst relation, Fold.fold $ fmap snd relation) of
(Just State.NonOverlapping, _) -> return []
(Just State.Overlapping, corrs@(_:_)) -> return corrs
(related, _) -> do
let add (x0,y0) (x1,y1) =
(fromIntegral x0 + x1, fromIntegral y0 + y1)
let mMaxDiff =
toMaybe (related /= Just State.Overlapping) $
Option.maximumDifference opt
corrs <-
map
(\(score,pa,pb) ->
(score, (add pa leftTopA, add pb leftTopB))) <$>
optimalOverlapShared mMaxDiff picA picB
info $ printf "left-top: %s, %s" (show leftTopA) (show leftTopB)
info $ printf "%s - %s" pathA pathB
forM_ corrs $ \(score, (pa@(xa,ya),pb@(xb,yb))) ->
info $
printf "%s ~ %s, (%f,%f), %f"
(show pa) (show pb) (xb-xa) (yb-ya) score
return $ map snd corrs
return ((ia,ib), (pathA,pathB), correspondences)
forM_ (Option.outputState opt) $ \format ->
State.writeRotated (printf format "relation") displacements
let overlaps = concatMap (\(i,_paths,ps) -> (,) i <$> ps) displacements
let (posRots, dps) =
layoutFromPairDisplacements
(map (mapFst (fmap Degree.cis)) $
fixAtLeastOneAnglePosition (Degree 0, (0,0)) $
map picParam pics)
overlaps
info "\nabsolute positions and rotations: place, rotation (magnitude, phase)"
infoPlain $ unlines $
map
(\((dx,dy),r) ->
printf "(%8.2f,%8.2f), %8.6f :+ %9.6f (%8.6f, %7.3f)" dx dy
(Complex.realPart r) (Complex.imagPart r)
(Complex.magnitude r)
(getDegree $ Degree.fromRadian $ Complex.phase r))
posRots
info "\ncompare position differences with pair displacements"
infoPlain $ unlines $
zipWith
(\(dpx,dpy) (_i, ((xa,ya),(xb,yb))) ->
printf "(%8.5f,%8.5f) (%7.2f,%7.2f) ~ (%7.2f,%7.2f)"
dpx dpy xa ya xb yb)
dps overlaps
return (map picPath pics, map picColored pics, posRots)
processRotation ::
(State.AngleCorrected angleCorr) =>
Option.Args -> IO [Picture (angleCorr, (Maybe Float, Maybe Float))]
processRotation args = do
let opt = Option.option args
let notice = CmdLine.notice (Option.verbosity opt)
let info = CmdLine.info (Option.verbosity opt)
inputs <- Option.images args
notice "\nfind rotation angles"
findOptRot <- findOptimalRotation
picAngles <-
forM inputs $ \(State.Proposed path (maybeAngle, _) _) -> do
pic <- readImage (Option.verbosity opt) path
let maxAngle = Option.maximumAbsoluteAngle opt
let angles = Degree.linearScale (Option.numberAngleSteps opt) maxAngle
angle <-
case maybeAngle of
Just angle -> return angle
Nothing -> findOptRot angles pic
info $ printf "%s %f\176\n" path (getDegree angle)
return (angle, pic)
forM_ (Option.outputState opt) $ \format ->
State.write (printf format "angle") $
zipWith State.Angle (map State.propPath inputs) (map fst picAngles)
notice "\nfind relative placements"
prepOverlapMatching <- prepareOverlapMatching
rotated <- mapM (prepOverlapMatching (Option.smooth opt)) picAngles
when False $ do
notice "write fft"
let pic0 : pic1 : _ = map snd rotated
size = Vec2 (Shape.ZeroBased 1024) (Shape.ZeroBased 768)
makeByteImage <-
RenderP.run $ \k -> imageByteFromFloat . Symb.map (k*) . Symb.fix
runPad <- RenderP.run pad
writeGrey (Option.quality opt) "/tmp/padded.jpeg" =<<
(makeByteImage 1 =<< runPad 0 size pic0)
runMagnitude <-
RenderP.run $
Symb.map (Expr.modify atomComplex $ \(r:+i) -> Expr.sqrt$ r*r+i*i)
. Symb.fix
writeGrey (Option.quality opt) "/tmp/spectrum.jpeg" =<<
(makeByteImage 0.1 =<< runMagnitude =<<
liftCArray (FFT.dftRCN [0,1]) =<< runPad 0 size pic0)
correlate <- correlatePadded size
writeGrey (Option.quality opt) "/tmp/convolution.jpeg" =<<
(makeByteImage 0.1 =<< correlate pic0 pic1)
return $
zipWith3
(\(State.Proposed path (_,angleCorr) maybePos) colored plane ->
Picture path (angleCorr, maybePos) colored plane)
inputs picAngles rotated
process :: Option.Args -> IO ()
process args = do
IO.hSetBuffering IO.stdout IO.LineBuffering
IO.hSetBuffering IO.stderr IO.LineBuffering
let opt = Option.option args
let notice = CmdLine.notice (Option.verbosity opt)
let info = CmdLine.info (Option.verbosity opt)
(paths, picAngles, posRots) <-
if Option.finetuneRotate opt
then processOverlapRotate args
else processOverlap args
forM_ (Option.outputState opt) $ \format ->
State.write (printf format "position") $
zipWith3
(\path (angle, _) (pos, rot) ->
State.Position path
(angle <> Degree.fromRadian (Complex.phase rot)) pos)
paths picAngles posRots
notice "\ncompose all parts"
let ((canvasWidth, canvasHeight), rotMovPics, canvasMsgs) =
Arith.canvasShape colorImageExtent
(map (mapFst Degree.toRadian) picAngles) posRots
let canvasShape = shape2 canvasHeight canvasWidth
mapM_ info canvasMsgs
forM_ (Option.outputHard opt) $ \path -> do
emptyCanv <- emptyCountCanvas
updateCanv <- updateCountCanvas
finalizeCanv <- finalizeCountCanvas
empty <- emptyCanv canvasShape
writeImage (Option.quality opt) path =<< finalizeCanv =<<
foldM (flip updateCanv) empty rotMovPics
notice "\ndistance maps"
let geometryRelations =
Arith.geometryRelations $
map (Arith.geometryFeatures . mapThd3 colorImageExtent) rotMovPics
forM_ (Option.outputDistanceMap opt) $ \format -> do
debug <-
if True
then return $ \ _stem _geoms -> return ()
else do
distMapBox <- distanceMapBoxRun
distMapContained <- distanceMapContainedRun
distMapPoints <- distanceMapPointsRun
return $ \stem (thisGeom, otherGeoms, allPoints) -> do
writeGrey (Option.quality opt)
(printf "/tmp/%s-distance-box.jpeg" stem)
=<< distMapBox canvasShape thisGeom
writeGrey (Option.quality opt)
(printf "/tmp/%s-distance-contained.jpeg" stem)
=<< distMapContained canvasShape thisGeom otherGeoms
writeGrey (Option.quality opt)
(printf "/tmp/%s-distance-points.jpeg" stem)
=<< distMapPoints canvasShape allPoints
distMap <- distanceMapRun
forM_ (zip geometryRelations paths) $ \(geoms, path) -> do
let stem = FilePath.takeBaseName path
debug stem geoms
writeGrey (Option.quality opt) (printf format stem) =<<
uncurry3 (distMap canvasShape) geoms
forM_ (Option.output opt) $ \path -> do
notice "\nweighted composition"
emptyCanv <- emptyWeightedCanvas
updateCanv <- updateWeightedCanvas
finalizeCanv <- finalizeWeightedCanvas
empty <- emptyCanv canvasShape
writeImage (Option.quality opt) path =<< finalizeCanv =<<
foldM
(\canvas ((thisGeom, otherGeoms, allPoints), (_rot, pic)) ->
updateCanv (Option.distanceGamma opt)
thisGeom otherGeoms allPoints pic canvas)
empty (zip geometryRelations picAngles)
when (isJust (Option.outputShaped opt) || isJust (Option.outputShapedHard opt)) $ do
notice "\nmatch shapes"
emptyCanv <- emptyCountCanvas
updateCanv <- updateCountCanvas
finalizeCanv <- finalizeCountCanvasFloat
empty <- emptyCanv canvasShape
sumImg <- foldM (flip updateCanv) empty rotMovPics
avg <- finalizeCanv sumImg
diff <- diffWithCanvas
picDiffs <- mapM (flip diff avg) rotMovPics
getSnd <- RenderP.run $ Symb.map Expr.snd . Symb.fix
lp <- lowpassMulti
let masks = map (ComfortArray.map fst . arrayPairFromVec) picDiffs
let smoothRadius = Option.shapeSmooth opt
smoothPicDiffs <-
mapM (fmap arrayPairFromVec . lp smoothRadius <=< getSnd) picDiffs
(locs, pqueue) <-
MatchImageBorders.prepareShaping $ zip masks smoothPicDiffs
counts <-
MutArray.thaw . ComfortArray.map (fromIntegral . fst) $
arrayPairFromVec sumImg
shapes <- MatchImageBorders.shapeParts counts locs pqueue
let names = map FilePath.takeBaseName paths
forM_ (Option.outputShapedHard opt) $ \path -> do
forM_ (Option.outputShapeHard opt) $ \format ->
forM_ (zip names shapes) $ \(name,shape) ->
writeGrey (Option.quality opt) (printf format name) $
arrayVecFromPair $
ComfortArray.map (\b -> if Bool8.toBool b then 255 else 0) shape
emptyPlainCanv <- emptyCanvas
addMasked <- addMaskedToCanvas
emptyPlain <- emptyPlainCanv canvasShape
writeImage (Option.quality opt) path =<<
foldM
(\canvas (shape, rotMovPic) ->
addMasked rotMovPic (arrayVecFromPair shape) canvas)
emptyPlain (zip shapes rotMovPics)
forM_ (Option.outputShaped opt) $ \path -> do
smoothShapes <-
mapM
(lp smoothRadius . arrayVecFromPair .
ComfortArray.map (fromIntegral . fromEnum))
shapes
forM_ (Option.outputShape opt) $ \format -> do
makeByteImage <- RenderP.run $ imageByteFromFloat . Symb.fix
forM_ (zip names smoothShapes) $ \(name,shape) ->
writeGrey (Option.quality opt) (printf format name)
=<< makeByteImage shape
emptyWeightedCanv <- emptyWeightedCanvas
updateWeightedCanv <- updateShapedCanvas
finalizeWeightedCanv <- finalizeWeightedCanvas
emptyWeighted <- emptyWeightedCanv canvasShape
writeImage (Option.quality opt) path =<<
finalizeWeightedCanv =<<
foldM
(\canvas (shape, rotMovPic) ->
updateWeightedCanv rotMovPic shape canvas)
emptyWeighted (zip smoothShapes rotMovPics)
rotateTest :: IO ()
rotateTest = do
rot <- runRotate
img <- readImage Verbosity.normal "/tmp/bild/artikel0005.jpeg"
forM_ [0..11] $ \k -> do
let path = printf "/tmp/rotated/%04d.jpeg" k
putStrLn path
writeImage 100 path =<< rot (Degree $ fromInteger k * 30) img
scoreTest :: IO ()
scoreTest = do
score <- runScoreRotation
img <- readImage Verbosity.normal "/tmp/bild/artikel0005.jpeg"
forM_ [-10..10] $ \k -> do
print =<< score (Degree $ fromInteger k / 10) img
main :: IO ()
main = process =<< Option.get Option.Knead