From 96b77d5c7a841c8cce179dc3a809e271b4c9acdb Mon Sep 17 00:00:00 2001 From: Nigel Tao Date: Mon, 9 Feb 2015 16:09:14 +1100 Subject: [PATCH] draw: new package, a superset of the standard library's image/draw package, including the ability to scale an image. Design discussion: https://groups.google.com/forum/#!topic/golang-dev/B7-OrWdheic Previous code review (when Go used hg instead of git): https://codereview.appspot.com/101670045 New benchmarks: BenchmarkScaleLargeDownNN 300 5935174 ns/op BenchmarkScaleLargeDownAB 100 14482372 ns/op BenchmarkScaleLargeDownBL 1 1383805986 ns/op BenchmarkScaleLargeDownCR 1 2724631789 ns/op BenchmarkScaleDownNN 1000 1850500 ns/op BenchmarkScaleDownAB 300 4413499 ns/op BenchmarkScaleDownBL 50 30498748 ns/op BenchmarkScaleDownCR 20 58349653 ns/op BenchmarkScaleUpNN 20 92306475 ns/op BenchmarkScaleUpAB 5 220103753 ns/op BenchmarkScaleUpBL 10 122635195 ns/op BenchmarkScaleUpCR 10 183275927 ns/op Change-Id: I69d397e68897bae024c7b330a9375fa3e7688591 Reviewed-on: https://go-review.googlesource.com/4210 Reviewed-by: Rob Pike --- draw/draw.go | 79 ++++++ draw/scale.go | 375 +++++++++++++++++++++++++++++ draw/scale_test.go | 124 ++++++++++ testdata/go-turns-two-14x18.png | Bin 0 -> 798 bytes testdata/go-turns-two-280x360.jpeg | Bin 0 -> 36888 bytes testdata/go-turns-two-down-ab.png | Bin 0 -> 21171 bytes testdata/go-turns-two-down-bl.png | Bin 0 -> 18547 bytes testdata/go-turns-two-down-cr.png | Bin 0 -> 19400 bytes testdata/go-turns-two-down-nn.png | Bin 0 -> 21431 bytes testdata/go-turns-two-up-ab.png | Bin 0 -> 9633 bytes testdata/go-turns-two-up-bl.png | Bin 0 -> 9639 bytes testdata/go-turns-two-up-cr.png | Bin 0 -> 10987 bytes testdata/go-turns-two-up-nn.png | Bin 0 -> 1368 bytes 13 files changed, 578 insertions(+) create mode 100644 draw/draw.go create mode 100644 draw/scale.go create mode 100644 draw/scale_test.go create mode 100644 testdata/go-turns-two-14x18.png create mode 100644 testdata/go-turns-two-280x360.jpeg create mode 100644 testdata/go-turns-two-down-ab.png create mode 100644 testdata/go-turns-two-down-bl.png create mode 100644 testdata/go-turns-two-down-cr.png create mode 100644 testdata/go-turns-two-down-nn.png create mode 100644 testdata/go-turns-two-up-ab.png create mode 100644 testdata/go-turns-two-up-bl.png create mode 100644 testdata/go-turns-two-up-cr.png create mode 100644 testdata/go-turns-two-up-nn.png diff --git a/draw/draw.go b/draw/draw.go new file mode 100644 index 0000000..b92e3c7 --- /dev/null +++ b/draw/draw.go @@ -0,0 +1,79 @@ +// 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 provides image composition functions. +// +// See "The Go image/draw package" for an introduction to this package: +// http://golang.org/doc/articles/image_draw.html +// +// This package is a superset of and a drop-in replacement for the image/draw +// package in the standard library. +package draw + +// This file just contains the API exported by the image/draw package in the +// standard library. Other files in this package provide additional features. + +import ( + "image" + "image/color" + "image/draw" +) + +// Draw calls DrawMask with a nil mask. +func Draw(dst Image, r image.Rectangle, src image.Image, sp image.Point, op Op) { + draw.Draw(dst, r, src, sp, draw.Op(op)) +} + +// DrawMask aligns r.Min in dst with sp in src and mp in mask and then +// replaces the rectangle r in dst with the result of a Porter-Duff +// composition. A nil mask is treated as opaque. +func DrawMask(dst Image, r image.Rectangle, src image.Image, sp image.Point, mask image.Image, mp image.Point, op Op) { + draw.DrawMask(dst, r, src, sp, mask, mp, draw.Op(op)) +} + +// Drawer contains the Draw method. +type Drawer interface { + // Draw aligns r.Min in dst with sp in src and then replaces the + // rectangle r in dst with the result of drawing src on dst. + Draw(dst Image, r image.Rectangle, src image.Image, sp image.Point) +} + +// FloydSteinberg is a Drawer that is the Src Op with Floyd-Steinberg error +// diffusion. +var FloydSteinberg Drawer = floydSteinberg{} + +type floydSteinberg struct{} + +func (floydSteinberg) Draw(dst Image, r image.Rectangle, src image.Image, sp image.Point) { + draw.FloydSteinberg.Draw(dst, r, src, sp) +} + +// Image is an image.Image with a Set method to change a single pixel. +type Image interface { + image.Image + Set(x, y int, c color.Color) +} + +// Op is a Porter-Duff compositing operator. +type Op int + +const ( + // Over specifies ``(src in mask) over dst''. + Over Op = Op(draw.Over) + // Src specifies ``src in mask''. + Src Op = Op(draw.Src) +) + +// Draw implements the Drawer interface by calling the Draw function with +// this Op. +func (op Op) Draw(dst Image, r image.Rectangle, src image.Image, sp image.Point) { + (draw.Op(op)).Draw(dst, r, src, sp) +} + +// Quantizer produces a palette for an image. +type Quantizer interface { + // Quantize appends up to cap(p) - len(p) colors to p and returns the + // updated palette suitable for converting m to a paletted image. + Quantize(p color.Palette, m image.Image) color.Palette +} diff --git a/draw/scale.go b/draw/scale.go new file mode 100644 index 0000000..96b3a0c --- /dev/null +++ b/draw/scale.go @@ -0,0 +1,375 @@ +// 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 + +// TODO: should Scale and NewScaler also take an Op argument? + +import ( + "image" + "image/color" + "math" +) + +// Scale scales the part of the source image defined by src and sr and writes +// to the part of the destination image defined by dst and dr. +// +// Of the interpolators provided by this package: +// - NearestNeighbor is fast but usually looks worst. +// - CatmullRom is slow but usually looks best. +// - ApproxBiLinear has reasonable speed and quality. +// +// The time taken depends on the size of dr. For kernel interpolators, the +// speed also depends on the size of sr, and so are often slower than +// non-kernel interpolators, especially when scaling down. +func Scale(dst Image, dr image.Rectangle, src image.Image, sr image.Rectangle, q Interpolator) { + q.NewScaler(int32(dr.Dx()), int32(dr.Dy()), int32(sr.Dx()), int32(sr.Dy())).Scale(dst, dr.Min, src, sr.Min) +} + +// Scaler scales part of a source image, starting from sp, and writes to a +// destination image, starting from dp. The destination and source width and +// heights are pre-determined, as part of the Scaler. +// +// A Scaler is safe to use concurrently. +type Scaler interface { + Scale(dst Image, dp image.Point, src image.Image, sp image.Point) +} + +// Interpolator creates scalers for a given destination and source width and +// heights. +type Interpolator interface { + NewScaler(dw, dh, sw, sh int32) Scaler +} + +// Kernel is an interpolator that blends source pixels weighted by a symmetric +// kernel function. +type Kernel struct { + // Support is the kernel support and must be >= 0. At(t) is assumed to be + // zero when t >= Support. + Support float64 + // At is the kernel function. It will only be called with t in the + // range [0, Support). + At func(t float64) float64 +} + +// NewScaler implements the Interpolator interface. +func (k *Kernel) NewScaler(dw, dh, sw, sh int32) Scaler { + return &kernelScaler{ + dw: dw, + dh: dh, + sw: sw, + sh: sh, + horizontal: newDistrib(k, dw, sw), + vertical: newDistrib(k, dh, sh), + } +} + +var ( + // NearestNeighbor is the nearest neighbor interpolator. It is very fast, + // but usually gives very low quality results. When scaling up, the result + // will look 'blocky'. + NearestNeighbor = Interpolator(nnInterpolator{}) + + // ApproxBiLinear is a mixture of the nearest neighbor and bi-linear + // interpolators. It is fast, but usually gives medium quality results. + // + // It implements bi-linear interpolation when upscaling and a bi-linear + // blend of the 4 nearest neighbor pixels when downscaling. This yields + // nicer quality than nearest neighbor interpolation when upscaling, but + // the time taken is independent of the number of source pixels, unlike the + // bi-linear interpolator. When downscaling a large image, the performance + // difference can be significant. + ApproxBiLinear = Interpolator(ablInterpolator{}) + + // BiLinear is the tent kernel. It is slow, but usually gives high quality + // results. + BiLinear = &Kernel{1, func(t float64) float64 { + return 1 - t + }} + + // CatmullRom is the Catmull-Rom kernel. It is very slow, but usually gives + // very high quality results. + // + // It is an instance of the more general cubic BC-spline kernel with parameters + // B=0 and C=0.5. See Mitchell and Netravali, "Reconstruction Filters in + // Computer Graphics", Computer Graphics, Vol. 22, No. 4, pp. 221-228. + CatmullRom = &Kernel{2, func(t float64) float64 { + if t < 1 { + return (1.5*t-2.5)*t*t + 1 + } + return ((-0.5*t+2.5)*t-4)*t + 2 + }} + + // TODO: a Kaiser-Bessel kernel? +) + +type nnInterpolator struct{} + +func (nnInterpolator) NewScaler(dw, dh, sw, sh int32) Scaler { return &nnScaler{dw, dh, sw, sh} } + +type nnScaler struct { + dw, dh, sw, sh int32 +} + +func (z *nnScaler) Scale(dst Image, dp image.Point, src image.Image, sp image.Point) { + if z.dw <= 0 || z.dh <= 0 || z.sw <= 0 || z.sh <= 0 { + return + } + dstColorRGBA64 := &color.RGBA64{} + dstColor := color.Color(dstColorRGBA64) + for dy := int32(0); dy < z.dh; dy++ { + sy := (2*uint64(dy) + 1) * uint64(z.sh) / (2 * uint64(z.dh)) + for dx := int32(0); dx < z.dw; dx++ { + sx := (2*uint64(dx) + 1) * uint64(z.sw) / (2 * uint64(z.dw)) + pr, pg, pb, pa := src.At(sp.X+int(sx), sp.Y+int(sy)).RGBA() + dstColorRGBA64.R = uint16(pr) + dstColorRGBA64.G = uint16(pg) + dstColorRGBA64.B = uint16(pb) + dstColorRGBA64.A = uint16(pa) + dst.Set(dp.X+int(dx), dp.Y+int(dy), dstColor) + } + } +} + +type ablInterpolator struct{} + +func (ablInterpolator) NewScaler(dw, dh, sw, sh int32) Scaler { return &ablScaler{dw, dh, sw, sh} } + +type ablScaler struct { + dw, dh, sw, sh int32 +} + +func (z *ablScaler) Scale(dst Image, dp image.Point, src image.Image, sp image.Point) { + if z.dw <= 0 || z.dh <= 0 || z.sw <= 0 || z.sh <= 0 { + return + } + yscale := float64(z.sh) / float64(z.dh) + xscale := float64(z.sw) / float64(z.dw) + dstColorRGBA64 := &color.RGBA64{} + dstColor := color.Color(dstColorRGBA64) + for dy := int32(0); dy < z.dh; dy++ { + sy := (float64(dy)+0.5)*yscale - 0.5 + sy0 := int32(sy) + yFrac0 := sy - float64(sy0) + yFrac1 := 1 - yFrac0 + sy1 := sy0 + 1 + if sy < 0 { + sy0, sy1 = 0, 0 + yFrac0, yFrac1 = 0, 1 + } else if sy1 >= z.sh { + sy1 = sy0 + yFrac0, yFrac1 = 1, 0 + } + for dx := int32(0); dx < z.dw; dx++ { + sx := (float64(dx)+0.5)*xscale - 0.5 + sx0 := int32(sx) + xFrac0 := sx - float64(sx0) + xFrac1 := 1 - xFrac0 + sx1 := sx0 + 1 + if sx < 0 { + sx0, sx1 = 0, 0 + xFrac0, xFrac1 = 0, 1 + } else if sx1 >= z.sw { + sx1 = sx0 + xFrac0, xFrac1 = 1, 0 + } + s00ru, s00gu, s00bu, s00au := src.At(sp.X+int(sx0), sp.Y+int(sy0)).RGBA() + s00r := float64(s00ru) + s00g := float64(s00gu) + s00b := float64(s00bu) + s00a := float64(s00au) + s10ru, s10gu, s10bu, s10au := src.At(sp.X+int(sx1), sp.Y+int(sy0)).RGBA() + s10r := float64(s10ru) + s10g := float64(s10gu) + s10b := float64(s10bu) + s10a := float64(s10au) + s10r = xFrac1*s00r + xFrac0*s10r + s10g = xFrac1*s00g + xFrac0*s10g + s10b = xFrac1*s00b + xFrac0*s10b + s10a = xFrac1*s00a + xFrac0*s10a + s01ru, s01gu, s01bu, s01au := src.At(sp.X+int(sx0), sp.Y+int(sy1)).RGBA() + s01r := float64(s01ru) + s01g := float64(s01gu) + s01b := float64(s01bu) + s01a := float64(s01au) + s11ru, s11gu, s11bu, s11au := src.At(sp.X+int(sx1), sp.Y+int(sy1)).RGBA() + s11r := float64(s11ru) + s11g := float64(s11gu) + s11b := float64(s11bu) + s11a := float64(s11au) + s11r = xFrac1*s01r + xFrac0*s11r + s11g = xFrac1*s01g + xFrac0*s11g + s11b = xFrac1*s01b + xFrac0*s11b + s11a = xFrac1*s01a + xFrac0*s11a + s11r = yFrac1*s10r + yFrac0*s11r + s11g = yFrac1*s10g + yFrac0*s11g + s11b = yFrac1*s10b + yFrac0*s11b + s11a = yFrac1*s10a + yFrac0*s11a + dstColorRGBA64.R = uint16(s11r) + dstColorRGBA64.G = uint16(s11g) + dstColorRGBA64.B = uint16(s11b) + dstColorRGBA64.A = uint16(s11a) + dst.Set(dp.X+int(dx), dp.Y+int(dy), dstColor) + } + } +} + +type kernelScaler struct { + dw, dh, sw, sh int32 + horizontal, vertical distrib +} + +func (z *kernelScaler) Scale(dst Image, dp image.Point, src image.Image, sp image.Point) { + if z.dw <= 0 || z.dh <= 0 || z.sw <= 0 || z.sh <= 0 { + return + } + // TODO: is it worth having a sync.Pool for this temporary buffer? + tmp := make([][4]float64, z.dw*z.sh) + z.scaleX(tmp, src, sp) + z.scaleY(dst, dp, tmp) +} + +// source is a range of contribs, their inverse total weight, and that ITW +// divided by 0xffff. +type source struct { + i, j int32 + invTotalWeight float64 + invTotalWeightFFFF float64 +} + +// contrib is the weight of a column or row. +type contrib struct { + coord int32 + weight float64 +} + +// distrib measures how source pixels are distributed over destination pixels. +type distrib struct { + // sources are what contribs each column or row in the source image owns, + // and the total weight of those contribs. + sources []source + // contribs are the contributions indexed by sources[s].i and sources[s].j. + contribs []contrib +} + +// newDistrib returns a distrib that distributes sw source columns (or rows) +// over dw destination columns (or rows). +func newDistrib(q *Kernel, dw, sw int32) distrib { + scale := float64(sw) / float64(dw) + halfWidth, kernelArgScale := q.Support, 1.0 + if scale > 1 { + halfWidth *= scale + kernelArgScale = 1 / scale + } + + // Make the sources slice, one source for each column or row, and temporarily + // appropriate its elements' fields so that invTotalWeight is the scaled + // co-ordinate of the source column or row, and i and j are the lower and + // upper bounds of the range of destination columns or rows affected by the + // source column or row. + n, sources := int32(0), make([]source, dw) + for x := range sources { + center := (float64(x)+0.5)*scale - 0.5 + i := int32(math.Floor(center - halfWidth)) + if i < 0 { + i = 0 + } + j := int32(math.Ceil(center + halfWidth)) + if j >= sw { + j = sw - 1 + if j < i { + j = i + } + } + sources[x] = source{i: i, j: j, invTotalWeight: center} + n += j - i + 1 + } + + contribs := make([]contrib, 0, n) + for k, b := range sources { + totalWeight := 0.0 + l := int32(len(contribs)) + for coord := b.i; coord <= b.j; coord++ { + t := (b.invTotalWeight - float64(coord)) * kernelArgScale + if t < 0 { + t = -t + } + if t >= q.Support { + continue + } + weight := q.At(t) + if weight == 0 { + continue + } + totalWeight += weight + contribs = append(contribs, contrib{coord, weight}) + } + totalWeight = 1 / totalWeight + sources[k] = source{ + i: l, + j: int32(len(contribs)), + invTotalWeight: totalWeight, + invTotalWeightFFFF: totalWeight / 0xffff, + } + } + + return distrib{sources, contribs} +} + +// scaleX distributes the source image's columns over the temporary image. +func (z *kernelScaler) scaleX(tmp [][4]float64, src image.Image, sp image.Point) { + t := 0 + for y := int32(0); y < z.sh; y++ { + for _, s := range z.horizontal.sources { + var r, g, b, a float64 + for _, c := range z.horizontal.contribs[s.i:s.j] { + rr, gg, bb, aa := src.At(sp.X+int(c.coord), sp.Y+int(y)).RGBA() + r += float64(rr) * c.weight + g += float64(gg) * c.weight + b += float64(bb) * c.weight + a += float64(aa) * c.weight + } + tmp[t] = [4]float64{ + r * s.invTotalWeightFFFF, + g * s.invTotalWeightFFFF, + b * s.invTotalWeightFFFF, + a * s.invTotalWeightFFFF, + } + t++ + } + } +} + +// scaleY distributes the temporary image's rows over the destination image. +func (z *kernelScaler) scaleY(dst Image, dp image.Point, tmp [][4]float64) { + dstColorRGBA64 := &color.RGBA64{} + dstColor := color.Color(dstColorRGBA64) + for x := int32(0); x < z.dw; x++ { + for y, s := range z.vertical.sources { + var r, g, b, a float64 + for _, c := range z.vertical.contribs[s.i:s.j] { + p := &tmp[c.coord*z.dw+x] + r += p[0] * c.weight + g += p[1] * c.weight + b += p[2] * c.weight + a += p[3] * c.weight + } + dstColorRGBA64.R = ftou(r * s.invTotalWeight) + dstColorRGBA64.G = ftou(g * s.invTotalWeight) + dstColorRGBA64.B = ftou(b * s.invTotalWeight) + dstColorRGBA64.A = ftou(a * s.invTotalWeight) + dst.Set(dp.X+int(x), dp.Y+y, dstColor) + } + } +} + +func ftou(f float64) uint16 { + i := int32(0xffff*f + 0.5) + if i > 0xffff { + return 0xffff + } else if i > 0 { + return uint16(i) + } + return 0 +} diff --git a/draw/scale_test.go b/draw/scale_test.go new file mode 100644 index 0000000..bc99393 --- /dev/null +++ b/draw/scale_test.go @@ -0,0 +1,124 @@ +// 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 ( + "flag" + "fmt" + "image" + "image/png" + "os" + "reflect" + "testing" + + _ "image/jpeg" +) + +var genScaleFiles = flag.Bool("gen_scale_files", false, "whether to generate the TestScaleXxx golden files.") + +// testScale tests that scaling the source image gives the exact destination +// image. This is to ensure that any refactoring or optimization of the scaling +// code doesn't change the scaling 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_scale_files flag to regenerate +// the golden files. +func testScale(t *testing.T, w int, h int, direction, srcFilename string) { + f, err := os.Open("../testdata/go-turns-two-" + srcFilename) + if err != nil { + t.Fatalf("Open: %v", err) + } + defer f.Close() + src, _, err := image.Decode(f) + if err != nil { + t.Fatalf("Decode: %v", err) + } + testCases := map[string]Interpolator{ + "nn": NearestNeighbor, + "ab": ApproxBiLinear, + "bl": BiLinear, + "cr": CatmullRom, + } + for name, q := range testCases { + gotFilename := fmt.Sprintf("../testdata/go-turns-two-%s-%s.png", direction, name) + + got := image.NewRGBA(image.Rect(0, 0, w, h)) + Scale(got, got.Bounds(), src, src.Bounds(), q) + if *genScaleFiles { + g, err := os.Create(gotFilename) + if err != nil { + t.Errorf("Create: %v", err) + continue + } + defer g.Close() + if err := png.Encode(g, got); err != nil { + t.Errorf("Encode: %v", err) + continue + } + continue + } + + g, err := os.Open(gotFilename) + if err != nil { + t.Errorf("Open: %v", err) + continue + } + defer g.Close() + want, err := png.Decode(g) + if err != nil { + t.Errorf("Decode: %v", err) + continue + } + + if !reflect.DeepEqual(got, want) { + t.Errorf("%s: actual image differs from golden image", gotFilename) + continue + } + } +} + +func TestScaleDown(t *testing.T) { testScale(t, 100, 100, "down", "280x360.jpeg") } +func TestScaleUp(t *testing.T) { testScale(t, 75, 100, "up", "14x18.png") } + +func benchScale(b *testing.B, largeSrc bool, w int, h int, q Interpolator) { + var src image.Image + if largeSrc { + // 3072 x 2304 is over 7 million pixels at 4:3, comparable to a + // 2015 smart-phone camera's output. + src = image.NewYCbCr(image.Rect(0, 0, 3072, 2304), image.YCbCrSubsampleRatio420) + } else { + // tux.png is a 386 x 395 image. + f, err := os.Open("../testdata/tux.png") + if err != nil { + b.Fatalf("Open: %v", err) + } + defer f.Close() + src, err = png.Decode(f) + if err != nil { + b.Fatalf("Decode: %v", err) + } + } + + dst := image.NewRGBA(image.Rect(0, 0, w, h)) + dr, sr := dst.Bounds(), src.Bounds() + scaler := q.NewScaler(int32(dr.Dx()), int32(dr.Dy()), int32(sr.Dx()), int32(sr.Dy())) + + b.ResetTimer() + for i := 0; i < b.N; i++ { + scaler.Scale(dst, dr.Min, src, sr.Min) + } +} + +func BenchmarkScaleLargeDownNN(b *testing.B) { benchScale(b, true, 200, 150, NearestNeighbor) } +func BenchmarkScaleLargeDownAB(b *testing.B) { benchScale(b, true, 200, 150, ApproxBiLinear) } +func BenchmarkScaleLargeDownBL(b *testing.B) { benchScale(b, true, 200, 150, BiLinear) } +func BenchmarkScaleLargeDownCR(b *testing.B) { benchScale(b, true, 200, 150, CatmullRom) } +func BenchmarkScaleDownNN(b *testing.B) { benchScale(b, false, 120, 80, NearestNeighbor) } +func BenchmarkScaleDownAB(b *testing.B) { benchScale(b, false, 120, 80, ApproxBiLinear) } +func BenchmarkScaleDownBL(b *testing.B) { benchScale(b, false, 120, 80, BiLinear) } +func BenchmarkScaleDownCR(b *testing.B) { benchScale(b, false, 120, 80, CatmullRom) } +func BenchmarkScaleUpNN(b *testing.B) { benchScale(b, false, 800, 600, NearestNeighbor) } +func BenchmarkScaleUpAB(b *testing.B) { benchScale(b, false, 800, 600, ApproxBiLinear) } +func BenchmarkScaleUpBL(b *testing.B) { benchScale(b, false, 800, 600, BiLinear) } +func BenchmarkScaleUpCR(b *testing.B) { benchScale(b, false, 800, 600, CatmullRom) } diff --git a/testdata/go-turns-two-14x18.png b/testdata/go-turns-two-14x18.png new file mode 100644 index 0000000000000000000000000000000000000000..b6494b6be5804f0393c98486d0f18340f5278493 GIT binary patch literal 798 zcmV+(1L6FMP)Px%*hxe|R4C5{!8>dlWdH!+|K*Po$eHVn4*z1W`S{sX&sU86C8DGc+M~U@f4_d?p&*F2*UQ)I zYs;oqDrmRsn(#(HxFLksFx|$hgOKfSXw^Xy?WIw!XMenZ&3rYRee>ggnxW%#y10}n=!8g~m|10GtJFJ6?mldW z*U@fH`}X_apAOV~sjO!+ghEQe>Y_@>oNW};MKeFK?5UI7+xJZ19(5L+87(fO6qW#y zwX(6joQ9K5BT5;2kH($z`Q;Uy!Hh63iukMM$)u&eqX-JqK9KW&WjDB=$ zhbHdyVyLJT>M8SPZ7{U=TYZJk@?KAhBCpGQ(y15he)O(o$}SE+YlkB(22$Va{tIriCc zo3>xxg1e}Ea;iEHOjSK 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