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Issue 5575010: Integration of most changes from the GoogleTV project around the convolver/sc... (Closed) Base URL: http://src.chromium.org/svn/trunk/src/
Patch Set: Fixes to address Brett's comments Created 10 years ago
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1 // Copyright (c) 2009 The Chromium Authors. All rights reserved. 1 // Copyright (c) 2010 The Chromium Authors. All rights reserved.
2 // Use of this source code is governed by a BSD-style license that can be 2 // Use of this source code is governed by a BSD-style license that can be
3 // found in the LICENSE file. 3 // found in the LICENSE file.
4 4
5 #define _USE_MATH_DEFINES 5 #define _USE_MATH_DEFINES
6 #include <algorithm>
6 #include <cmath> 7 #include <cmath>
7 #include <limits> 8 #include <limits>
8 9
9 #include "skia/ext/image_operations.h" 10 #include "skia/ext/image_operations.h"
10 11
11 // TODO(pkasting): skia/ext should not depend on base/! 12 // TODO(pkasting): skia/ext should not depend on base/!
12 #include "base/logging.h" 13 #include "base/logging.h"
13 #include "base/metrics/histogram.h" 14 #include "base/metrics/histogram.h"
14 #include "base/stack_container.h" 15 #include "base/stack_container.h"
15 #include "base/time.h" 16 #include "base/time.h"
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52 if (x <= -filter_size || x >= filter_size) 53 if (x <= -filter_size || x >= filter_size)
53 return 0.0f; // Outside of the window. 54 return 0.0f; // Outside of the window.
54 if (x > -std::numeric_limits<float>::epsilon() && 55 if (x > -std::numeric_limits<float>::epsilon() &&
55 x < std::numeric_limits<float>::epsilon()) 56 x < std::numeric_limits<float>::epsilon())
56 return 1.0f; // Special case the discontinuity at the origin. 57 return 1.0f; // Special case the discontinuity at the origin.
57 float xpi = x * static_cast<float>(M_PI); 58 float xpi = x * static_cast<float>(M_PI);
58 return (sin(xpi) / xpi) * // sinc(x) 59 return (sin(xpi) / xpi) * // sinc(x)
59 sin(xpi / filter_size) / (xpi / filter_size); // sinc(x/filter_size) 60 sin(xpi / filter_size) / (xpi / filter_size); // sinc(x/filter_size)
60 } 61 }
61 62
63 // Evaluates the Hamming filter of the given filter size window for the given
64 // position.
65 //
66 // The filter covers [-filter_size, +filter_size]. Outside of this window
67 // the value of the function is 0. Inside of the window, the value is sinus
68 // cardinal multiplied by a recentered Hamming function. The traditional
69 // Hamming formula for a window of size N and n ranging in [0, N-1] is:
70 // hamming(n) = 0.54 - 0.46 * cos(2 * pi * n / (N-1)))
71 // In our case we want the function centered for x == 0 and at its minimum
72 // on both ends of the window (x == +/- filter_size), hence the adjusted
73 // formula:
74 // hamming(x) = (0.54 -
75 // 0.46 * cos(2 * pi * (x - filter_size)/ (2 * filter_size)))
76 // = 0.54 - 0.46 * cos(pi * x / filter_size - pi)
77 // = 0.54 + 0.46 * cos(pi * x / filter_size)
78 float EvalHamming(int filter_size, float x) {
79 if (x <= -filter_size || x >= filter_size)
80 return 0.0f; // Outside of the window.
81 if (x > -std::numeric_limits<float>::epsilon() &&
82 x < std::numeric_limits<float>::epsilon())
83 return 1.0f; // Special case the sinc discontinuity at the origin.
84 const float xpi = x * static_cast<float>(M_PI);
85
86 return ((sin(xpi) / xpi) * // sinc(x)
87 (0.54f + 0.46f * cos(xpi / filter_size))); // hamming(x)
88 }
89
62 // ResizeFilter ---------------------------------------------------------------- 90 // ResizeFilter ----------------------------------------------------------------
63 91
64 // Encapsulates computation and storage of the filters required for one complete 92 // Encapsulates computation and storage of the filters required for one complete
65 // resize operation. 93 // resize operation.
66 class ResizeFilter { 94 class ResizeFilter {
67 public: 95 public:
68 ResizeFilter(ImageOperations::ResizeMethod method, 96 ResizeFilter(ImageOperations::ResizeMethod method,
69 int src_full_width, int src_full_height, 97 int src_full_width, int src_full_height,
70 int dest_width, int dest_height, 98 int dest_width, int dest_height,
71 const SkIRect& dest_subset); 99 const SkIRect& dest_subset);
72 100
73 // Returns the bounds in the input bitmap of data that is used in the output. 101 // Returns the bounds in the input bitmap of data that is used in the output.
74 // The filter offsets are within this rectangle. 102 // The filter offsets are within this rectangle.
75 const SkIRect& src_depend() { return src_depend_; } 103 const SkIRect& src_depend() { return src_depend_; }
76 104
77 // Returns the filled filter values. 105 // Returns the filled filter values.
78 const ConvolutionFilter1D& x_filter() { return x_filter_; } 106 const ConvolutionFilter1D& x_filter() { return x_filter_; }
79 const ConvolutionFilter1D& y_filter() { return y_filter_; } 107 const ConvolutionFilter1D& y_filter() { return y_filter_; }
80 108
81 private: 109 private:
82 // Returns the number of pixels that the filer spans, in filter space (the 110 // Returns the number of pixels that the filer spans, in filter space (the
83 // destination image). 111 // destination image).
84 float GetFilterSupport(float scale) { 112 float GetFilterSupport(float scale) {
85 switch (method_) { 113 switch (method_) {
86 case ImageOperations::RESIZE_BOX: 114 case ImageOperations::RESIZE_BOX:
87 // The box filter just scales with the image scaling. 115 // The box filter just scales with the image scaling.
88 return 0.5f; // Only want one side of the filter = /2. 116 return 0.5f; // Only want one side of the filter = /2.
117 case ImageOperations::RESIZE_HAMMING1:
118 // The Hamming filter takes as much space in the source image in
119 // each direction as the size of the window = 1 for Hamming1.
120 return 1.0f;
121 case ImageOperations::RESIZE_LANCZOS2:
brettw 2010/12/17 20:07:55 Where is LANCZOS1 handled? Same below.
evannier 2010/12/19 00:15:03 LANCZOS1 should never have been in the checkin (it
122 // The Lanczos filter takes as much space in the source image in
123 // each direction as the size of the window = 2 for Lanczos2.
124 return 2.0f;
89 case ImageOperations::RESIZE_LANCZOS3: 125 case ImageOperations::RESIZE_LANCZOS3:
90 // The lanczos filter takes as much space in the source image in 126 // The Lanczos filter takes as much space in the source image in
91 // each direction as the size of the window = 3 for Lanczos3. 127 // each direction as the size of the window = 3 for Lanczos3.
92 return 3.0f; 128 return 3.0f;
93 default: 129 default:
94 NOTREACHED(); 130 NOTREACHED();
95 return 1.0f; 131 return 1.0f;
96 } 132 }
97 } 133 }
98 134
99 // Computes one set of filters either horizontally or vertically. The caller 135 // Computes one set of filters either horizontally or vertically. The caller
100 // will specify the "min" and "max" rather than the bottom/top and 136 // will specify the "min" and "max" rather than the bottom/top and
101 // right/bottom so that the same code can be re-used in each dimension. 137 // right/bottom so that the same code can be re-used in each dimension.
102 // 138 //
103 // |src_depend_lo| and |src_depend_size| gives the range for the source 139 // |src_depend_lo| and |src_depend_size| gives the range for the source
104 // depend rectangle (horizontally or vertically at the caller's discretion 140 // depend rectangle (horizontally or vertically at the caller's discretion
105 // -- see above for what this means). 141 // -- see above for what this means).
106 // 142 //
107 // Likewise, the range of destination values to compute and the scale factor 143 // Likewise, the range of destination values to compute and the scale factor
108 // for the transform is also specified. 144 // for the transform is also specified.
109 void ComputeFilters(int src_size, 145 void ComputeFilters(int src_size,
110 int dest_subset_lo, int dest_subset_size, 146 int dest_subset_lo, int dest_subset_size,
111 float scale, float src_support, 147 float scale, float src_support,
112 ConvolutionFilter1D* output); 148 ConvolutionFilter1D* output);
113 149
114 // Computes the filter value given the coordinate in filter space. 150 // Computes the filter value given the coordinate in filter space.
115 inline float ComputeFilter(float pos) { 151 inline float ComputeFilter(float pos) {
116 switch (method_) { 152 switch (method_) {
117 case ImageOperations::RESIZE_BOX: 153 case ImageOperations::RESIZE_BOX:
118 return EvalBox(pos); 154 return EvalBox(pos);
155 case ImageOperations::RESIZE_HAMMING1:
156 return EvalHamming(1, pos);
157 case ImageOperations::RESIZE_LANCZOS2:
158 return EvalLanczos(2, pos);
119 case ImageOperations::RESIZE_LANCZOS3: 159 case ImageOperations::RESIZE_LANCZOS3:
120 return EvalLanczos(3, pos); 160 return EvalLanczos(3, pos);
121 default: 161 default:
122 NOTREACHED(); 162 NOTREACHED();
123 return 0; 163 return 0;
124 } 164 }
125 } 165 }
126 166
127 ImageOperations::ResizeMethod method_; 167 ImageOperations::ResizeMethod method_;
128 168
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142 182
143 DISALLOW_COPY_AND_ASSIGN(ResizeFilter); 183 DISALLOW_COPY_AND_ASSIGN(ResizeFilter);
144 }; 184 };
145 185
146 ResizeFilter::ResizeFilter(ImageOperations::ResizeMethod method, 186 ResizeFilter::ResizeFilter(ImageOperations::ResizeMethod method,
147 int src_full_width, int src_full_height, 187 int src_full_width, int src_full_height,
148 int dest_width, int dest_height, 188 int dest_width, int dest_height,
149 const SkIRect& dest_subset) 189 const SkIRect& dest_subset)
150 : method_(method), 190 : method_(method),
151 out_bounds_(dest_subset) { 191 out_bounds_(dest_subset) {
192 // method_ will only ever refer to an "algorithm method".
193 SkASSERT((ImageOperations::RESIZE_FIRST_ALGORITHM_METHOD <= method)
194 && (method <= ImageOperations::RESIZE_LAST_ALGORITHM_METHOD));
195
152 float scale_x = static_cast<float>(dest_width) / 196 float scale_x = static_cast<float>(dest_width) /
153 static_cast<float>(src_full_width); 197 static_cast<float>(src_full_width);
154 float scale_y = static_cast<float>(dest_height) / 198 float scale_y = static_cast<float>(dest_height) /
155 static_cast<float>(src_full_height); 199 static_cast<float>(src_full_height);
156 200
157 x_filter_support_ = GetFilterSupport(scale_x); 201 x_filter_support_ = GetFilterSupport(scale_x);
158 y_filter_support_ = GetFilterSupport(scale_y); 202 y_filter_support_ = GetFilterSupport(scale_y);
159 203
160 SkIRect src_full = { 0, 0, src_full_width, src_full_height };
161 SkIRect dest_full = { 0, 0, static_cast<int>(src_full_width * scale_x + 0.5),
162 static_cast<int>(src_full_height * scale_y + 0.5) };
163
164 // Support of the filter in source space. 204 // Support of the filter in source space.
165 float src_x_support = x_filter_support_ / scale_x; 205 float src_x_support = x_filter_support_ / scale_x;
166 float src_y_support = y_filter_support_ / scale_y; 206 float src_y_support = y_filter_support_ / scale_y;
167 207
168 ComputeFilters(src_full_width, dest_subset.fLeft, dest_subset.width(), 208 ComputeFilters(src_full_width, dest_subset.fLeft, dest_subset.width(),
169 scale_x, src_x_support, &x_filter_); 209 scale_x, src_x_support, &x_filter_);
170 ComputeFilters(src_full_height, dest_subset.fTop, dest_subset.height(), 210 ComputeFilters(src_full_height, dest_subset.fTop, dest_subset.height(),
171 scale_y, src_y_support, &y_filter_); 211 scale_y, src_y_support, &y_filter_);
172 } 212 }
173 213
214 // TODO(egouriou): Take advantage of periods in the convolution.
215 // Practical resizing filters are periodic outside of the border area.
216 // For Lanczos, a scaling by a (reduced) factor of p/q (q pixels in the
217 // source become p pixels in the destination) will have a period of p.
218 // A nice consequence is a period of 1 when downscaling by an integral
219 // factor. Downscaling from typical display resolutions is also bound
220 // to produce interesting periods as those are chosen to have multiple
221 // small factors.
222 // Small periods reduce computational load and improve cache usage if
223 // the coefficients can be shared. For periods of 1 we can consider
224 // loading the factors only once outside the borders.
174 void ResizeFilter::ComputeFilters(int src_size, 225 void ResizeFilter::ComputeFilters(int src_size,
175 int dest_subset_lo, int dest_subset_size, 226 int dest_subset_lo, int dest_subset_size,
176 float scale, float src_support, 227 float scale, float src_support,
177 ConvolutionFilter1D* output) { 228 ConvolutionFilter1D* output) {
178 int dest_subset_hi = dest_subset_lo + dest_subset_size; // [lo, hi) 229 int dest_subset_hi = dest_subset_lo + dest_subset_size; // [lo, hi)
179 230
180 // When we're doing a magnification, the scale will be larger than one. This 231 // When we're doing a magnification, the scale will be larger than one. This
181 // means the destination pixels are much smaller than the source pixels, and 232 // means the destination pixels are much smaller than the source pixels, and
182 // that the range covered by the filter won't necessarily cover any source 233 // that the range covered by the filter won't necessarily cover any source
183 // pixel boundaries. Therefore, we use these clamped values (max of 1) for 234 // pixel boundaries. Therefore, we use these clamped values (max of 1) for
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194 // filter values for each one. Those values will tell us how to blend the 245 // filter values for each one. Those values will tell us how to blend the
195 // source pixels to compute the destination pixel. 246 // source pixels to compute the destination pixel.
196 for (int dest_subset_i = dest_subset_lo; dest_subset_i < dest_subset_hi; 247 for (int dest_subset_i = dest_subset_lo; dest_subset_i < dest_subset_hi;
197 dest_subset_i++) { 248 dest_subset_i++) {
198 // Reset the arrays. We don't declare them inside so they can re-use the 249 // Reset the arrays. We don't declare them inside so they can re-use the
199 // same malloc-ed buffer. 250 // same malloc-ed buffer.
200 filter_values->clear(); 251 filter_values->clear();
201 fixed_filter_values->clear(); 252 fixed_filter_values->clear();
202 253
203 // This is the pixel in the source directly under the pixel in the dest. 254 // This is the pixel in the source directly under the pixel in the dest.
204 float src_pixel = dest_subset_i * inv_scale; 255 // Note that we base computations on the "center" of the pixels. To see
256 // why, observe that the destination pixel at coordinates (0, 0) in a 5.0x
257 // downscale should "cover" the pixels around the pixel with *its center*
258 // at coordinates (2.5, 2.5) in the source, not those around (0, 0).
259 // Hence we need to scale coordinates (0.5, 0.5), not (0, 0).
260 float src_pixel = (static_cast<float>(dest_subset_i) + 0.5f) * inv_scale;
brettw 2010/12/17 20:07:55 This change you made should shift everything by 0.
evannier 2010/12/19 00:15:03 This is correct. Basically, if you did the simple
brettw 2010/12/20 18:18:45 That's great, thanks for this fix. Unfortunately,
evannier 2011/01/18 21:51:53 I have the fix in the code, but commented out for
205 261
206 // Compute the (inclusive) range of source pixels the filter covers. 262 // Compute the (inclusive) range of source pixels the filter covers.
207 int src_begin = std::max(0, FloorInt(src_pixel - src_support)); 263 int src_begin = std::max(0, FloorInt(src_pixel - src_support));
208 int src_end = std::min(src_size - 1, CeilInt(src_pixel + src_support)); 264 int src_end = std::min(src_size - 1, CeilInt(src_pixel + src_support));
209 265
210 // Compute the unnormalized filter value at each location of the source 266 // Compute the unnormalized filter value at each location of the source
211 // it covers. 267 // it covers.
212 float filter_sum = 0.0f; // Sub of the filter values for normalizing. 268 float filter_sum = 0.0f; // Sub of the filter values for normalizing.
213 for (int cur_filter_pixel = src_begin; cur_filter_pixel <= src_end; 269 for (int cur_filter_pixel = src_begin; cur_filter_pixel <= src_end;
214 cur_filter_pixel++) { 270 cur_filter_pixel++) {
215 // Distance from the center of the filter, this is the filter coordinate 271 // Distance from the center of the filter, this is the filter coordinate
216 // in source space. 272 // in source space. We also need to consider the center of the pixel
217 float src_filter_pos = cur_filter_pixel - src_pixel; 273 // when comparing distance against 'src_pixel'. In the 5x downscale
274 // example used above the distance from the center of the filter to
275 // the pixel with coordinates (2, 2) should be 0, because its center
276 // is at (2.5, 2.5).
277 float src_filter_dist = ((static_cast<float>(cur_filter_pixel) + 0.5f) -
278 src_pixel);
218 279
219 // Since the filter really exists in dest space, map it there. 280 // Since the filter really exists in dest space, map it there.
220 float dest_filter_pos = src_filter_pos * clamped_scale; 281 float dest_filter_dist = src_filter_dist * clamped_scale;
221 282
222 // Compute the filter value at that location. 283 // Compute the filter value at that location.
223 float filter_value = ComputeFilter(dest_filter_pos); 284 float filter_value = ComputeFilter(dest_filter_dist);
224 filter_values->push_back(filter_value); 285 filter_values->push_back(filter_value);
225 286
226 filter_sum += filter_value; 287 filter_sum += filter_value;
227 } 288 }
228 DCHECK(!filter_values->empty()) << "We should always get a filter!"; 289 DCHECK(!filter_values->empty()) << "We should always get a filter!";
229 290
230 // The filter must be normalized so that we don't affect the brightness of 291 // The filter must be normalized so that we don't affect the brightness of
231 // the image. Convert to normalized fixed point. 292 // the image. Convert to normalized fixed point.
232 int16 fixed_sum = 0; 293 int16 fixed_sum = 0;
233 for (size_t i = 0; i < filter_values->size(); i++) { 294 for (size_t i = 0; i < filter_values->size(); i++) {
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362 #else 423 #else
363 return SkBitmap(); 424 return SkBitmap();
364 #endif // OS_POSIX && !OS_MACOSX 425 #endif // OS_POSIX && !OS_MACOSX
365 } 426 }
366 427
367 // static 428 // static
368 SkBitmap ImageOperations::ResizeBasic(const SkBitmap& source, 429 SkBitmap ImageOperations::ResizeBasic(const SkBitmap& source,
369 ResizeMethod method, 430 ResizeMethod method,
370 int dest_width, int dest_height, 431 int dest_width, int dest_height,
371 const SkIRect& dest_subset) { 432 const SkIRect& dest_subset) {
433 // Ensure that the ResizeMethod enumeration is sound.
434 SkASSERT(((RESIZE_FIRST_QUALITY_METHOD <= method)
435 && (method <= RESIZE_LAST_QUALITY_METHOD))
436 || ((RESIZE_FIRST_ALGORITHM_METHOD <= method)
437 && (method <= RESIZE_LAST_ALGORITHM_METHOD)));
438
372 // Time how long this takes to see if it's a problem for users. 439 // Time how long this takes to see if it's a problem for users.
373 base::TimeTicks resize_start = base::TimeTicks::Now(); 440 base::TimeTicks resize_start = base::TimeTicks::Now();
374 441
375 SkIRect dest = { 0, 0, dest_width, dest_height }; 442 SkIRect dest = { 0, 0, dest_width, dest_height };
376 DCHECK(dest.contains(dest_subset)) << 443 DCHECK(dest.contains(dest_subset)) <<
377 "The supplied subset does not fall within the destination image."; 444 "The supplied subset does not fall within the destination image.";
378 445
379 // If the size of source or destination is 0, i.e. 0x0, 0xN or Nx0, just 446 // If the size of source or destination is 0, i.e. 0x0, 0xN or Nx0, just
380 // return empty. 447 // return empty.
381 if (source.width() < 1 || source.height() < 1 || 448 if (source.width() < 1 || source.height() < 1 ||
382 dest_width < 1 || dest_height < 1) 449 dest_width < 1 || dest_height < 1)
383 return SkBitmap(); 450 return SkBitmap();
384 451
452 // Convert any "Quality Method" into an "Algorithm Method"
453 if ( (RESIZE_FIRST_QUALITY_METHOD <= method)
brettw 2010/12/17 20:07:55 We'd normally put the && at the end of this first
evannier 2010/12/19 00:15:03 Done.
454 && (method <= RESIZE_LAST_QUALITY_METHOD)) {
455 #if defined(GTV)
brettw 2010/12/17 20:07:55 I don't think you need this define, it seems like
evannier 2010/12/19 00:15:03 That is correct. But as you can imagine, there wil
brettw 2010/12/20 18:18:45 I agree we may need an ifdef for some platforms. B
evannier 2011/01/18 21:51:53 Done. Fair enough. For now, I have removed the ifd
456 // The call to ImageOperationsGtv::Resize() above took care of
457 // GPU-acceleration in the cases where it is possible. So now we just
458 // pick the appropriate software method for each resize quality.
459 switch (method) {
460 // Users of RESIZE_GOOD are willing to trade a lot of quality to
461 // get speed, allowing the use of linear resampling to get hardware
462 // acceleration (SRB). Hence any of our "good" software filters
463 // will be acceptable, and we use the fastest one, Hamming-1.
464 case RESIZE_GOOD:
465 // Users of RESIZE_BETTER are willing to trade some quality in order
466 // to improve performance, but are guaranteed not to devolve to a linear
467 // resampling. In visual tests we see that Hamming-1 is not as good as
468 // Lanczos-2, however it is about 40% faster and Lanczos-2 itself is
469 // about 30% faster than Lanczos-3. The use of Hamming-1 has been deemed
470 // an acceptable trade-off between quality and speed.
471 case RESIZE_BETTER:
472 method = RESIZE_HAMMING1;
473 break;
474 default:
475 method = RESIZE_LANCZOS3;
476 break;
477 }
478 #else
479 method = RESIZE_LANCZOS3;
480 #endif
481 }
482
483 // Check that we deal with an "algorithm methods" from this point onward.
484 SkASSERT((ImageOperations::RESIZE_FIRST_ALGORITHM_METHOD <= method)
485 && (method <= ImageOperations::RESIZE_LAST_ALGORITHM_METHOD));
486
385 SkAutoLockPixels locker(source); 487 SkAutoLockPixels locker(source);
386 488
387 ResizeFilter filter(method, source.width(), source.height(), 489 ResizeFilter filter(method, source.width(), source.height(),
388 dest_width, dest_height, dest_subset); 490 dest_width, dest_height, dest_subset);
389 491
390 // Get a source bitmap encompassing this touched area. We construct the 492 // Get a source bitmap encompassing this touched area. We construct the
391 // offsets and row strides such that it looks like a new bitmap, while 493 // offsets and row strides such that it looks like a new bitmap, while
392 // referring to the old data. 494 // referring to the old data.
393 const uint8* source_subset = 495 const uint8* source_subset =
394 reinterpret_cast<const uint8*>(source.getPixels()); 496 reinterpret_cast<const uint8*>(source.getPixels());
395 497
396 // Convolve into the result. 498 // Convolve into the result.
397 SkBitmap result; 499 SkBitmap result;
398 result.setConfig(SkBitmap::kARGB_8888_Config, 500 result.setConfig(SkBitmap::kARGB_8888_Config,
399 dest_subset.width(), dest_subset.height()); 501 dest_subset.width(), dest_subset.height());
400 result.allocPixels(); 502 result.allocPixels();
401 BGRAConvolve2D(source_subset, static_cast<int>(source.rowBytes()), 503 BGRAConvolve2D(source_subset, static_cast<int>(source.rowBytes()),
402 !source.isOpaque(), filter.x_filter(), filter.y_filter(), 504 !source.isOpaque(), filter.x_filter(), filter.y_filter(),
505 static_cast<int>(result.rowBytes()),
403 static_cast<unsigned char*>(result.getPixels())); 506 static_cast<unsigned char*>(result.getPixels()));
404 507
405 // Preserve the "opaque" flag for use as an optimization later. 508 // Preserve the "opaque" flag for use as an optimization later.
406 result.setIsOpaque(source.isOpaque()); 509 result.setIsOpaque(source.isOpaque());
407 510
408 base::TimeDelta delta = base::TimeTicks::Now() - resize_start; 511 base::TimeDelta delta = base::TimeTicks::Now() - resize_start;
409 UMA_HISTOGRAM_TIMES("Image.ResampleMS", delta); 512 UMA_HISTOGRAM_TIMES("Image.ResampleMS", delta);
410 513
411 return result; 514 return result;
412 } 515 }
413 516
414 // static 517 // static
415 SkBitmap ImageOperations::Resize(const SkBitmap& source, 518 SkBitmap ImageOperations::Resize(const SkBitmap& source,
416 ResizeMethod method, 519 ResizeMethod method,
417 int dest_width, int dest_height) { 520 int dest_width, int dest_height) {
418 SkIRect dest_subset = { 0, 0, dest_width, dest_height }; 521 SkIRect dest_subset = { 0, 0, dest_width, dest_height };
419 return Resize(source, method, dest_width, dest_height, dest_subset); 522 return Resize(source, method, dest_width, dest_height, dest_subset);
420 } 523 }
421 524
422 } // namespace skia 525 } // namespace skia
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