golang-image/draw/scale_test.go
Jiulong Wang 12117c17ca draw: fix crash caused by Scale by Copy shortcut
When DstMask is not nil, this shortcut causes stack overflow because
Copy function in turn will call Scale with same dr and sr.

Fixes golang/go#23107

Change-Id: I8ccadbd9b7f16363ac17b6114308527d6fa9456e
Reviewed-on: https://go-review.googlesource.com/83537
Reviewed-by: Nigel Tao <nigeltao@golang.org>
Run-TryBot: Nigel Tao <nigeltao@golang.org>
TryBot-Result: Gobot Gobot <gobot@golang.org>
2017-12-14 22:51:56 +00:00

743 lines
24 KiB
Go

// Copyright 2015 The Go Authors. All rights reserved.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.
package draw
import (
"bytes"
"flag"
"fmt"
"image"
"image/color"
"image/png"
"math/rand"
"os"
"reflect"
"testing"
"golang.org/x/image/math/f64"
_ "image/jpeg"
)
var genGoldenFiles = flag.Bool("gen_golden_files", false, "whether to generate the TestXxx golden files.")
var transformMatrix = func(scale, tx, ty float64) f64.Aff3 {
const cos30, sin30 = 0.866025404, 0.5
return f64.Aff3{
+scale * cos30, -scale * sin30, tx,
+scale * sin30, +scale * cos30, ty,
}
}
func encode(filename string, m image.Image) error {
f, err := os.Create(filename)
if err != nil {
return fmt.Errorf("Create: %v", err)
}
defer f.Close()
if err := png.Encode(f, m); err != nil {
return fmt.Errorf("Encode: %v", err)
}
return nil
}
// testInterp tests that interpolating the source image gives the exact
// destination image. This is to ensure that any refactoring or optimization of
// the interpolation code doesn't change the behavior. Changing the actual
// algorithm or kernel used by any particular quality setting will obviously
// change the resultant pixels. In such a case, use the gen_golden_files flag
// to regenerate the golden files.
func testInterp(t *testing.T, w int, h int, direction, prefix, suffix string) {
f, err := os.Open("../testdata/" + prefix + suffix)
if err != nil {
t.Fatalf("Open: %v", err)
}
defer f.Close()
src, _, err := image.Decode(f)
if err != nil {
t.Fatalf("Decode: %v", err)
}
op, scale := Src, 3.75
if prefix == "tux" {
op, scale = Over, 0.125
}
green := image.NewUniform(color.RGBA{0x00, 0x22, 0x11, 0xff})
testCases := map[string]Interpolator{
"nn": NearestNeighbor,
"ab": ApproxBiLinear,
"bl": BiLinear,
"cr": CatmullRom,
}
for name, q := range testCases {
goldenFilename := fmt.Sprintf("../testdata/%s-%s-%s.png", prefix, direction, name)
got := image.NewRGBA(image.Rect(0, 0, w, h))
Copy(got, image.Point{}, green, got.Bounds(), Src, nil)
if direction == "rotate" {
q.Transform(got, transformMatrix(scale, 40, 10), src, src.Bounds(), op, nil)
} else {
q.Scale(got, got.Bounds(), src, src.Bounds(), op, nil)
}
if *genGoldenFiles {
if err := encode(goldenFilename, got); err != nil {
t.Error(err)
}
continue
}
g, err := os.Open(goldenFilename)
if err != nil {
t.Errorf("Open: %v", err)
continue
}
defer g.Close()
wantRaw, err := png.Decode(g)
if err != nil {
t.Errorf("Decode: %v", err)
continue
}
// convert wantRaw to RGBA.
want, ok := wantRaw.(*image.RGBA)
if !ok {
b := wantRaw.Bounds()
want = image.NewRGBA(b)
Draw(want, b, wantRaw, b.Min, Src)
}
if !reflect.DeepEqual(got, want) {
t.Errorf("%s: actual image differs from golden image", goldenFilename)
continue
}
}
}
func TestScaleDown(t *testing.T) { testInterp(t, 100, 100, "down", "go-turns-two", "-280x360.jpeg") }
func TestScaleUp(t *testing.T) { testInterp(t, 75, 100, "up", "go-turns-two", "-14x18.png") }
func TestTformSrc(t *testing.T) { testInterp(t, 100, 100, "rotate", "go-turns-two", "-14x18.png") }
func TestTformOver(t *testing.T) { testInterp(t, 100, 100, "rotate", "tux", ".png") }
// TestSimpleTransforms tests Scale and Transform calls that simplify to Copy
// or Scale calls.
func TestSimpleTransforms(t *testing.T) {
f, err := os.Open("../testdata/testpattern.png") // A 100x100 image.
if err != nil {
t.Fatalf("Open: %v", err)
}
defer f.Close()
src, _, err := image.Decode(f)
if err != nil {
t.Fatalf("Decode: %v", err)
}
dst0 := image.NewRGBA(image.Rect(0, 0, 120, 150))
dst1 := image.NewRGBA(image.Rect(0, 0, 120, 150))
for _, op := range []string{"scale/copy", "tform/copy", "tform/scale"} {
for _, epsilon := range []float64{0, 1e-50, 1e-1} {
Copy(dst0, image.Point{}, image.Transparent, dst0.Bounds(), Src, nil)
Copy(dst1, image.Point{}, image.Transparent, dst1.Bounds(), Src, nil)
switch op {
case "scale/copy":
dr := image.Rect(10, 30, 10+100, 30+100)
if epsilon > 1e-10 {
dr.Max.X++
}
Copy(dst0, image.Point{10, 30}, src, src.Bounds(), Src, nil)
ApproxBiLinear.Scale(dst1, dr, src, src.Bounds(), Src, nil)
case "tform/copy":
Copy(dst0, image.Point{10, 30}, src, src.Bounds(), Src, nil)
ApproxBiLinear.Transform(dst1, f64.Aff3{
1, 0 + epsilon, 10,
0, 1, 30,
}, src, src.Bounds(), Src, nil)
case "tform/scale":
ApproxBiLinear.Scale(dst0, image.Rect(10, 50, 10+50, 50+50), src, src.Bounds(), Src, nil)
ApproxBiLinear.Transform(dst1, f64.Aff3{
0.5, 0.0 + epsilon, 10,
0.0, 0.5, 50,
}, src, src.Bounds(), Src, nil)
}
differ := !bytes.Equal(dst0.Pix, dst1.Pix)
if epsilon > 1e-10 {
if !differ {
t.Errorf("%s yielded same pixels, want different pixels: epsilon=%v", op, epsilon)
}
} else {
if differ {
t.Errorf("%s yielded different pixels, want same pixels: epsilon=%v", op, epsilon)
}
}
}
}
}
func BenchmarkSimpleScaleCopy(b *testing.B) {
dst := image.NewRGBA(image.Rect(0, 0, 640, 480))
src := image.NewRGBA(image.Rect(0, 0, 400, 300))
b.ResetTimer()
for i := 0; i < b.N; i++ {
ApproxBiLinear.Scale(dst, image.Rect(10, 20, 10+400, 20+300), src, src.Bounds(), Src, nil)
}
}
func BenchmarkSimpleTransformCopy(b *testing.B) {
dst := image.NewRGBA(image.Rect(0, 0, 640, 480))
src := image.NewRGBA(image.Rect(0, 0, 400, 300))
b.ResetTimer()
for i := 0; i < b.N; i++ {
ApproxBiLinear.Transform(dst, f64.Aff3{
1, 0, 10,
0, 1, 20,
}, src, src.Bounds(), Src, nil)
}
}
func BenchmarkSimpleTransformScale(b *testing.B) {
dst := image.NewRGBA(image.Rect(0, 0, 640, 480))
src := image.NewRGBA(image.Rect(0, 0, 400, 300))
b.ResetTimer()
for i := 0; i < b.N; i++ {
ApproxBiLinear.Transform(dst, f64.Aff3{
0.5, 0.0, 10,
0.0, 0.5, 20,
}, src, src.Bounds(), Src, nil)
}
}
func TestOps(t *testing.T) {
blue := image.NewUniform(color.RGBA{0x00, 0x00, 0xff, 0xff})
testCases := map[Op]color.RGBA{
Over: color.RGBA{0x7f, 0x00, 0x80, 0xff},
Src: color.RGBA{0x7f, 0x00, 0x00, 0x7f},
}
for op, want := range testCases {
dst := image.NewRGBA(image.Rect(0, 0, 2, 2))
Copy(dst, image.Point{}, blue, dst.Bounds(), Src, nil)
src := image.NewRGBA(image.Rect(0, 0, 1, 1))
src.SetRGBA(0, 0, color.RGBA{0x7f, 0x00, 0x00, 0x7f})
NearestNeighbor.Scale(dst, dst.Bounds(), src, src.Bounds(), op, nil)
if got := dst.RGBAAt(0, 0); got != want {
t.Errorf("op=%v: got %v, want %v", op, got, want)
}
}
}
// TestNegativeWeights tests that scaling by a kernel that produces negative
// weights, such as the Catmull-Rom kernel, doesn't produce an invalid color
// according to Go's alpha-premultiplied model.
func TestNegativeWeights(t *testing.T) {
check := func(m *image.RGBA) error {
b := m.Bounds()
for y := b.Min.Y; y < b.Max.Y; y++ {
for x := b.Min.X; x < b.Max.X; x++ {
if c := m.RGBAAt(x, y); c.R > c.A || c.G > c.A || c.B > c.A {
return fmt.Errorf("invalid color.RGBA at (%d, %d): %v", x, y, c)
}
}
}
return nil
}
src := image.NewRGBA(image.Rect(0, 0, 16, 16))
for y := 0; y < 16; y++ {
for x := 0; x < 16; x++ {
a := y * 0x11
src.Set(x, y, color.RGBA{
R: uint8(x * 0x11 * a / 0xff),
A: uint8(a),
})
}
}
if err := check(src); err != nil {
t.Fatalf("src image: %v", err)
}
dst := image.NewRGBA(image.Rect(0, 0, 32, 32))
CatmullRom.Scale(dst, dst.Bounds(), src, src.Bounds(), Over, nil)
if err := check(dst); err != nil {
t.Fatalf("dst image: %v", err)
}
}
func fillPix(r *rand.Rand, pixs ...[]byte) {
for _, pix := range pixs {
for i := range pix {
pix[i] = uint8(r.Intn(256))
}
}
}
func TestInterpClipCommute(t *testing.T) {
src := image.NewNRGBA(image.Rect(0, 0, 20, 20))
fillPix(rand.New(rand.NewSource(0)), src.Pix)
outer := image.Rect(1, 1, 8, 5)
inner := image.Rect(2, 3, 6, 5)
qs := []Interpolator{
NearestNeighbor,
ApproxBiLinear,
CatmullRom,
}
for _, transform := range []bool{false, true} {
for _, q := range qs {
dst0 := image.NewRGBA(image.Rect(1, 1, 10, 10))
dst1 := image.NewRGBA(image.Rect(1, 1, 10, 10))
for i := range dst0.Pix {
dst0.Pix[i] = uint8(i / 4)
dst1.Pix[i] = uint8(i / 4)
}
var interp func(dst *image.RGBA)
if transform {
interp = func(dst *image.RGBA) {
q.Transform(dst, transformMatrix(3.75, 2, 1), src, src.Bounds(), Over, nil)
}
} else {
interp = func(dst *image.RGBA) {
q.Scale(dst, outer, src, src.Bounds(), Over, nil)
}
}
// Interpolate then clip.
interp(dst0)
dst0 = dst0.SubImage(inner).(*image.RGBA)
// Clip then interpolate.
dst1 = dst1.SubImage(inner).(*image.RGBA)
interp(dst1)
loop:
for y := inner.Min.Y; y < inner.Max.Y; y++ {
for x := inner.Min.X; x < inner.Max.X; x++ {
if c0, c1 := dst0.RGBAAt(x, y), dst1.RGBAAt(x, y); c0 != c1 {
t.Errorf("q=%T: at (%d, %d): c0=%v, c1=%v", q, x, y, c0, c1)
break loop
}
}
}
}
}
}
// translatedImage is an image m translated by t.
type translatedImage struct {
m image.Image
t image.Point
}
func (t *translatedImage) At(x, y int) color.Color { return t.m.At(x-t.t.X, y-t.t.Y) }
func (t *translatedImage) Bounds() image.Rectangle { return t.m.Bounds().Add(t.t) }
func (t *translatedImage) ColorModel() color.Model { return t.m.ColorModel() }
// TestSrcTranslationInvariance tests that Scale and Transform are invariant
// under src translations. Specifically, when some source pixels are not in the
// bottom-right quadrant of src coordinate space, we consistently round down,
// not round towards zero.
func TestSrcTranslationInvariance(t *testing.T) {
f, err := os.Open("../testdata/testpattern.png")
if err != nil {
t.Fatalf("Open: %v", err)
}
defer f.Close()
src, _, err := image.Decode(f)
if err != nil {
t.Fatalf("Decode: %v", err)
}
sr := image.Rect(2, 3, 16, 12)
if !sr.In(src.Bounds()) {
t.Fatalf("src bounds too small: got %v", src.Bounds())
}
qs := []Interpolator{
NearestNeighbor,
ApproxBiLinear,
CatmullRom,
}
deltas := []image.Point{
{+0, +0},
{+0, +5},
{+0, -5},
{+5, +0},
{-5, +0},
{+8, +8},
{+8, -8},
{-8, +8},
{-8, -8},
}
m00 := transformMatrix(3.75, 0, 0)
for _, transform := range []bool{false, true} {
for _, q := range qs {
want := image.NewRGBA(image.Rect(0, 0, 20, 20))
if transform {
q.Transform(want, m00, src, sr, Over, nil)
} else {
q.Scale(want, want.Bounds(), src, sr, Over, nil)
}
for _, delta := range deltas {
tsrc := &translatedImage{src, delta}
got := image.NewRGBA(image.Rect(0, 0, 20, 20))
if transform {
m := matMul(&m00, &f64.Aff3{
1, 0, -float64(delta.X),
0, 1, -float64(delta.Y),
})
q.Transform(got, m, tsrc, sr.Add(delta), Over, nil)
} else {
q.Scale(got, got.Bounds(), tsrc, sr.Add(delta), Over, nil)
}
if !bytes.Equal(got.Pix, want.Pix) {
t.Errorf("pix differ for delta=%v, transform=%t, q=%T", delta, transform, q)
}
}
}
}
}
func TestSrcMask(t *testing.T) {
srcMask := image.NewRGBA(image.Rect(0, 0, 23, 1))
srcMask.SetRGBA(19, 0, color.RGBA{0x00, 0x00, 0x00, 0x7f})
srcMask.SetRGBA(20, 0, color.RGBA{0x00, 0x00, 0x00, 0xff})
srcMask.SetRGBA(21, 0, color.RGBA{0x00, 0x00, 0x00, 0x3f})
srcMask.SetRGBA(22, 0, color.RGBA{0x00, 0x00, 0x00, 0x00})
red := image.NewUniform(color.RGBA{0xff, 0x00, 0x00, 0xff})
blue := image.NewUniform(color.RGBA{0x00, 0x00, 0xff, 0xff})
dst := image.NewRGBA(image.Rect(0, 0, 6, 1))
Copy(dst, image.Point{}, blue, dst.Bounds(), Src, nil)
NearestNeighbor.Scale(dst, dst.Bounds(), red, image.Rect(0, 0, 3, 1), Over, &Options{
SrcMask: srcMask,
SrcMaskP: image.Point{20, 0},
})
got := [6]color.RGBA{
dst.RGBAAt(0, 0),
dst.RGBAAt(1, 0),
dst.RGBAAt(2, 0),
dst.RGBAAt(3, 0),
dst.RGBAAt(4, 0),
dst.RGBAAt(5, 0),
}
want := [6]color.RGBA{
{0xff, 0x00, 0x00, 0xff},
{0xff, 0x00, 0x00, 0xff},
{0x3f, 0x00, 0xc0, 0xff},
{0x3f, 0x00, 0xc0, 0xff},
{0x00, 0x00, 0xff, 0xff},
{0x00, 0x00, 0xff, 0xff},
}
if got != want {
t.Errorf("\ngot %v\nwant %v", got, want)
}
}
func TestDstMask(t *testing.T) {
dstMask := image.NewRGBA(image.Rect(0, 0, 23, 1))
dstMask.SetRGBA(19, 0, color.RGBA{0x00, 0x00, 0x00, 0x7f})
dstMask.SetRGBA(20, 0, color.RGBA{0x00, 0x00, 0x00, 0xff})
dstMask.SetRGBA(21, 0, color.RGBA{0x00, 0x00, 0x00, 0x3f})
dstMask.SetRGBA(22, 0, color.RGBA{0x00, 0x00, 0x00, 0x00})
red := image.NewRGBA(image.Rect(0, 0, 1, 1))
red.SetRGBA(0, 0, color.RGBA{0xff, 0x00, 0x00, 0xff})
blue := image.NewUniform(color.RGBA{0x00, 0x00, 0xff, 0xff})
qs := []Interpolator{
NearestNeighbor,
ApproxBiLinear,
CatmullRom,
}
for _, q := range qs {
dst := image.NewRGBA(image.Rect(0, 0, 3, 1))
Copy(dst, image.Point{}, blue, dst.Bounds(), Src, nil)
q.Scale(dst, dst.Bounds(), red, red.Bounds(), Over, &Options{
DstMask: dstMask,
DstMaskP: image.Point{20, 0},
})
got := [3]color.RGBA{
dst.RGBAAt(0, 0),
dst.RGBAAt(1, 0),
dst.RGBAAt(2, 0),
}
want := [3]color.RGBA{
{0xff, 0x00, 0x00, 0xff},
{0x3f, 0x00, 0xc0, 0xff},
{0x00, 0x00, 0xff, 0xff},
}
if got != want {
t.Errorf("q=%T:\ngot %v\nwant %v", q, got, want)
}
}
}
func TestRectDstMask(t *testing.T) {
f, err := os.Open("../testdata/testpattern.png")
if err != nil {
t.Fatalf("Open: %v", err)
}
defer f.Close()
src, _, err := image.Decode(f)
if err != nil {
t.Fatalf("Decode: %v", err)
}
m00 := transformMatrix(1, 0, 0)
bounds := image.Rect(0, 0, 50, 50)
dstOutside := image.NewRGBA(bounds)
for y := bounds.Min.Y; y < bounds.Max.Y; y++ {
for x := bounds.Min.X; x < bounds.Max.X; x++ {
dstOutside.SetRGBA(x, y, color.RGBA{uint8(5 * x), uint8(5 * y), 0x00, 0xff})
}
}
mk := func(q Transformer, dstMask image.Image, dstMaskP image.Point) *image.RGBA {
m := image.NewRGBA(bounds)
Copy(m, bounds.Min, dstOutside, bounds, Src, nil)
q.Transform(m, m00, src, src.Bounds(), Over, &Options{
DstMask: dstMask,
DstMaskP: dstMaskP,
})
return m
}
qs := []Interpolator{
NearestNeighbor,
ApproxBiLinear,
CatmullRom,
}
dstMaskPs := []image.Point{
{0, 0},
{5, 7},
{-3, 0},
}
rect := image.Rect(10, 10, 30, 40)
for _, q := range qs {
for _, dstMaskP := range dstMaskPs {
dstInside := mk(q, nil, image.Point{})
for _, wrap := range []bool{false, true} {
// TODO: replace "rectImage(rect)" with "rect" once Go 1.5 is
// released, where an image.Rectangle implements image.Image.
dstMask := image.Image(rectImage(rect))
if wrap {
dstMask = srcWrapper{dstMask}
}
dst := mk(q, dstMask, dstMaskP)
nError := 0
loop:
for y := bounds.Min.Y; y < bounds.Max.Y; y++ {
for x := bounds.Min.X; x < bounds.Max.X; x++ {
which := dstOutside
if (image.Point{x, y}).Add(dstMaskP).In(rect) {
which = dstInside
}
if got, want := dst.RGBAAt(x, y), which.RGBAAt(x, y); got != want {
if nError == 10 {
t.Errorf("q=%T dmp=%v wrap=%v: ...and more errors", q, dstMaskP, wrap)
break loop
}
nError++
t.Errorf("q=%T dmp=%v wrap=%v: x=%3d y=%3d: got %v, want %v",
q, dstMaskP, wrap, x, y, got, want)
}
}
}
}
}
}
}
func TestDstMaskSameSizeCopy(t *testing.T) {
bounds := image.Rect(0, 0, 42, 42)
src := image.Opaque
dst := image.NewRGBA(bounds)
mask := image.NewRGBA(bounds)
Copy(dst, image.ZP, src, bounds, Src, &Options{
DstMask: mask,
})
}
// TODO: delete this wrapper type once Go 1.5 is released, where an
// image.Rectangle implements image.Image.
type rectImage image.Rectangle
func (r rectImage) ColorModel() color.Model { return color.Alpha16Model }
func (r rectImage) Bounds() image.Rectangle { return image.Rectangle(r) }
func (r rectImage) At(x, y int) color.Color {
if (image.Point{x, y}).In(image.Rectangle(r)) {
return color.Opaque
}
return color.Transparent
}
// The fooWrapper types wrap the dst or src image to avoid triggering the
// type-specific fast path implementations.
type (
dstWrapper struct{ Image }
srcWrapper struct{ image.Image }
)
func srcGray(boundsHint image.Rectangle) (image.Image, error) {
m := image.NewGray(boundsHint)
fillPix(rand.New(rand.NewSource(0)), m.Pix)
return m, nil
}
func srcNRGBA(boundsHint image.Rectangle) (image.Image, error) {
m := image.NewNRGBA(boundsHint)
fillPix(rand.New(rand.NewSource(1)), m.Pix)
return m, nil
}
func srcRGBA(boundsHint image.Rectangle) (image.Image, error) {
m := image.NewRGBA(boundsHint)
fillPix(rand.New(rand.NewSource(2)), m.Pix)
// RGBA is alpha-premultiplied, so the R, G and B values should
// be <= the A values.
for i := 0; i < len(m.Pix); i += 4 {
m.Pix[i+0] = uint8(uint32(m.Pix[i+0]) * uint32(m.Pix[i+3]) / 0xff)
m.Pix[i+1] = uint8(uint32(m.Pix[i+1]) * uint32(m.Pix[i+3]) / 0xff)
m.Pix[i+2] = uint8(uint32(m.Pix[i+2]) * uint32(m.Pix[i+3]) / 0xff)
}
return m, nil
}
func srcUnif(boundsHint image.Rectangle) (image.Image, error) {
return image.NewUniform(color.RGBA64{0x1234, 0x5555, 0x9181, 0xbeef}), nil
}
func srcYCbCr(boundsHint image.Rectangle) (image.Image, error) {
m := image.NewYCbCr(boundsHint, image.YCbCrSubsampleRatio420)
fillPix(rand.New(rand.NewSource(3)), m.Y, m.Cb, m.Cr)
return m, nil
}
func srcLarge(boundsHint image.Rectangle) (image.Image, error) {
// 3072 x 2304 is over 7 million pixels at 4:3, comparable to a
// 2015 smart-phone camera's output.
return srcYCbCr(image.Rect(0, 0, 3072, 2304))
}
func srcTux(boundsHint image.Rectangle) (image.Image, error) {
// tux.png is a 386 x 395 image.
f, err := os.Open("../testdata/tux.png")
if err != nil {
return nil, fmt.Errorf("Open: %v", err)
}
defer f.Close()
src, err := png.Decode(f)
if err != nil {
return nil, fmt.Errorf("Decode: %v", err)
}
return src, nil
}
func benchScale(b *testing.B, w int, h int, op Op, srcf func(image.Rectangle) (image.Image, error), q Interpolator) {
dst := image.NewRGBA(image.Rect(0, 0, w, h))
src, err := srcf(image.Rect(0, 0, 1024, 768))
if err != nil {
b.Fatal(err)
}
dr, sr := dst.Bounds(), src.Bounds()
scaler := Scaler(q)
if n, ok := q.(interface {
NewScaler(int, int, int, int) Scaler
}); ok {
scaler = n.NewScaler(dr.Dx(), dr.Dy(), sr.Dx(), sr.Dy())
}
b.ReportAllocs()
b.ResetTimer()
for i := 0; i < b.N; i++ {
scaler.Scale(dst, dr, src, sr, op, nil)
}
}
func benchTform(b *testing.B, w int, h int, op Op, srcf func(image.Rectangle) (image.Image, error), q Interpolator) {
dst := image.NewRGBA(image.Rect(0, 0, w, h))
src, err := srcf(image.Rect(0, 0, 1024, 768))
if err != nil {
b.Fatal(err)
}
sr := src.Bounds()
m := transformMatrix(3.75, 40, 10)
b.ReportAllocs()
b.ResetTimer()
for i := 0; i < b.N; i++ {
q.Transform(dst, m, src, sr, op, nil)
}
}
func BenchmarkScaleNNLargeDown(b *testing.B) { benchScale(b, 200, 150, Src, srcLarge, NearestNeighbor) }
func BenchmarkScaleABLargeDown(b *testing.B) { benchScale(b, 200, 150, Src, srcLarge, ApproxBiLinear) }
func BenchmarkScaleBLLargeDown(b *testing.B) { benchScale(b, 200, 150, Src, srcLarge, BiLinear) }
func BenchmarkScaleCRLargeDown(b *testing.B) { benchScale(b, 200, 150, Src, srcLarge, CatmullRom) }
func BenchmarkScaleNNDown(b *testing.B) { benchScale(b, 120, 80, Src, srcTux, NearestNeighbor) }
func BenchmarkScaleABDown(b *testing.B) { benchScale(b, 120, 80, Src, srcTux, ApproxBiLinear) }
func BenchmarkScaleBLDown(b *testing.B) { benchScale(b, 120, 80, Src, srcTux, BiLinear) }
func BenchmarkScaleCRDown(b *testing.B) { benchScale(b, 120, 80, Src, srcTux, CatmullRom) }
func BenchmarkScaleNNUp(b *testing.B) { benchScale(b, 800, 600, Src, srcTux, NearestNeighbor) }
func BenchmarkScaleABUp(b *testing.B) { benchScale(b, 800, 600, Src, srcTux, ApproxBiLinear) }
func BenchmarkScaleBLUp(b *testing.B) { benchScale(b, 800, 600, Src, srcTux, BiLinear) }
func BenchmarkScaleCRUp(b *testing.B) { benchScale(b, 800, 600, Src, srcTux, CatmullRom) }
func BenchmarkScaleNNSrcRGBA(b *testing.B) { benchScale(b, 200, 150, Src, srcRGBA, NearestNeighbor) }
func BenchmarkScaleNNSrcUnif(b *testing.B) { benchScale(b, 200, 150, Src, srcUnif, NearestNeighbor) }
func BenchmarkScaleNNOverRGBA(b *testing.B) { benchScale(b, 200, 150, Over, srcRGBA, NearestNeighbor) }
func BenchmarkScaleNNOverUnif(b *testing.B) { benchScale(b, 200, 150, Over, srcUnif, NearestNeighbor) }
func BenchmarkTformNNSrcRGBA(b *testing.B) { benchTform(b, 200, 150, Src, srcRGBA, NearestNeighbor) }
func BenchmarkTformNNSrcUnif(b *testing.B) { benchTform(b, 200, 150, Src, srcUnif, NearestNeighbor) }
func BenchmarkTformNNOverRGBA(b *testing.B) { benchTform(b, 200, 150, Over, srcRGBA, NearestNeighbor) }
func BenchmarkTformNNOverUnif(b *testing.B) { benchTform(b, 200, 150, Over, srcUnif, NearestNeighbor) }
func BenchmarkScaleABSrcGray(b *testing.B) { benchScale(b, 200, 150, Src, srcGray, ApproxBiLinear) }
func BenchmarkScaleABSrcNRGBA(b *testing.B) { benchScale(b, 200, 150, Src, srcNRGBA, ApproxBiLinear) }
func BenchmarkScaleABSrcRGBA(b *testing.B) { benchScale(b, 200, 150, Src, srcRGBA, ApproxBiLinear) }
func BenchmarkScaleABSrcYCbCr(b *testing.B) { benchScale(b, 200, 150, Src, srcYCbCr, ApproxBiLinear) }
func BenchmarkScaleABOverGray(b *testing.B) { benchScale(b, 200, 150, Over, srcGray, ApproxBiLinear) }
func BenchmarkScaleABOverNRGBA(b *testing.B) { benchScale(b, 200, 150, Over, srcNRGBA, ApproxBiLinear) }
func BenchmarkScaleABOverRGBA(b *testing.B) { benchScale(b, 200, 150, Over, srcRGBA, ApproxBiLinear) }
func BenchmarkScaleABOverYCbCr(b *testing.B) { benchScale(b, 200, 150, Over, srcYCbCr, ApproxBiLinear) }
func BenchmarkTformABSrcGray(b *testing.B) { benchTform(b, 200, 150, Src, srcGray, ApproxBiLinear) }
func BenchmarkTformABSrcNRGBA(b *testing.B) { benchTform(b, 200, 150, Src, srcNRGBA, ApproxBiLinear) }
func BenchmarkTformABSrcRGBA(b *testing.B) { benchTform(b, 200, 150, Src, srcRGBA, ApproxBiLinear) }
func BenchmarkTformABSrcYCbCr(b *testing.B) { benchTform(b, 200, 150, Src, srcYCbCr, ApproxBiLinear) }
func BenchmarkTformABOverGray(b *testing.B) { benchTform(b, 200, 150, Over, srcGray, ApproxBiLinear) }
func BenchmarkTformABOverNRGBA(b *testing.B) { benchTform(b, 200, 150, Over, srcNRGBA, ApproxBiLinear) }
func BenchmarkTformABOverRGBA(b *testing.B) { benchTform(b, 200, 150, Over, srcRGBA, ApproxBiLinear) }
func BenchmarkTformABOverYCbCr(b *testing.B) { benchTform(b, 200, 150, Over, srcYCbCr, ApproxBiLinear) }
func BenchmarkScaleCRSrcGray(b *testing.B) { benchScale(b, 200, 150, Src, srcGray, CatmullRom) }
func BenchmarkScaleCRSrcNRGBA(b *testing.B) { benchScale(b, 200, 150, Src, srcNRGBA, CatmullRom) }
func BenchmarkScaleCRSrcRGBA(b *testing.B) { benchScale(b, 200, 150, Src, srcRGBA, CatmullRom) }
func BenchmarkScaleCRSrcYCbCr(b *testing.B) { benchScale(b, 200, 150, Src, srcYCbCr, CatmullRom) }
func BenchmarkScaleCROverGray(b *testing.B) { benchScale(b, 200, 150, Over, srcGray, CatmullRom) }
func BenchmarkScaleCROverNRGBA(b *testing.B) { benchScale(b, 200, 150, Over, srcNRGBA, CatmullRom) }
func BenchmarkScaleCROverRGBA(b *testing.B) { benchScale(b, 200, 150, Over, srcRGBA, CatmullRom) }
func BenchmarkScaleCROverYCbCr(b *testing.B) { benchScale(b, 200, 150, Over, srcYCbCr, CatmullRom) }
func BenchmarkTformCRSrcGray(b *testing.B) { benchTform(b, 200, 150, Src, srcGray, CatmullRom) }
func BenchmarkTformCRSrcNRGBA(b *testing.B) { benchTform(b, 200, 150, Src, srcNRGBA, CatmullRom) }
func BenchmarkTformCRSrcRGBA(b *testing.B) { benchTform(b, 200, 150, Src, srcRGBA, CatmullRom) }
func BenchmarkTformCRSrcYCbCr(b *testing.B) { benchTform(b, 200, 150, Src, srcYCbCr, CatmullRom) }
func BenchmarkTformCROverGray(b *testing.B) { benchTform(b, 200, 150, Over, srcGray, CatmullRom) }
func BenchmarkTformCROverNRGBA(b *testing.B) { benchTform(b, 200, 150, Over, srcNRGBA, CatmullRom) }
func BenchmarkTformCROverRGBA(b *testing.B) { benchTform(b, 200, 150, Over, srcRGBA, CatmullRom) }
func BenchmarkTformCROverYCbCr(b *testing.B) { benchTform(b, 200, 150, Over, srcYCbCr, CatmullRom) }