diff options
author | Rémi Verschelde <rverschelde@gmail.com> | 2016-10-11 23:35:58 +0200 |
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committer | Rémi Verschelde <rverschelde@gmail.com> | 2016-10-15 11:50:39 +0200 |
commit | ee3cf211c6fd4d1e30617467cdbbe945798a68b3 (patch) | |
tree | d770150c48c806df4daca66770cde8d5b665a3ff /drivers/webp/enc/histogram.c | |
parent | b1e8889d969f5f88539c47c2afac6c9ea2a2dc11 (diff) |
webp: Make it a module and unbundle libwebp thirdparty files
Note that there are two Godot-specific changes made to libwebp
for the javascript/HTML5 platform. They are documented in the
README.md.
Diffstat (limited to 'drivers/webp/enc/histogram.c')
-rw-r--r-- | drivers/webp/enc/histogram.c | 937 |
1 files changed, 0 insertions, 937 deletions
diff --git a/drivers/webp/enc/histogram.c b/drivers/webp/enc/histogram.c deleted file mode 100644 index 61544f4ccd..0000000000 --- a/drivers/webp/enc/histogram.c +++ /dev/null @@ -1,937 +0,0 @@ -// Copyright 2012 Google Inc. All Rights Reserved. -// -// Use of this source code is governed by a BSD-style license -// that can be found in the COPYING file in the root of the source -// tree. An additional intellectual property rights grant can be found -// in the file PATENTS. All contributing project authors may -// be found in the AUTHORS file in the root of the source tree. -// ----------------------------------------------------------------------------- -// -// Author: Jyrki Alakuijala (jyrki@google.com) -// -#ifdef HAVE_CONFIG_H -#include "webp/config.h" -#endif - -#include <math.h> - -#include "./backward_references.h" -#include "./histogram.h" -#include "../dsp/lossless.h" -#include "../utils/utils.h" - -#define MAX_COST 1.e38 - -// Number of partitions for the three dominant (literal, red and blue) symbol -// costs. -#define NUM_PARTITIONS 4 -// The size of the bin-hash corresponding to the three dominant costs. -#define BIN_SIZE (NUM_PARTITIONS * NUM_PARTITIONS * NUM_PARTITIONS) -// Maximum number of histograms allowed in greedy combining algorithm. -#define MAX_HISTO_GREEDY 100 - -static void HistogramClear(VP8LHistogram* const p) { - uint32_t* const literal = p->literal_; - const int cache_bits = p->palette_code_bits_; - const int histo_size = VP8LGetHistogramSize(cache_bits); - memset(p, 0, histo_size); - p->palette_code_bits_ = cache_bits; - p->literal_ = literal; -} - -// Swap two histogram pointers. -static void HistogramSwap(VP8LHistogram** const A, VP8LHistogram** const B) { - VP8LHistogram* const tmp = *A; - *A = *B; - *B = tmp; -} - -static void HistogramCopy(const VP8LHistogram* const src, - VP8LHistogram* const dst) { - uint32_t* const dst_literal = dst->literal_; - const int dst_cache_bits = dst->palette_code_bits_; - const int histo_size = VP8LGetHistogramSize(dst_cache_bits); - assert(src->palette_code_bits_ == dst_cache_bits); - memcpy(dst, src, histo_size); - dst->literal_ = dst_literal; -} - -int VP8LGetHistogramSize(int cache_bits) { - const int literal_size = VP8LHistogramNumCodes(cache_bits); - const size_t total_size = sizeof(VP8LHistogram) + sizeof(int) * literal_size; - assert(total_size <= (size_t)0x7fffffff); - return (int)total_size; -} - -void VP8LFreeHistogram(VP8LHistogram* const histo) { - WebPSafeFree(histo); -} - -void VP8LFreeHistogramSet(VP8LHistogramSet* const histo) { - WebPSafeFree(histo); -} - -void VP8LHistogramStoreRefs(const VP8LBackwardRefs* const refs, - VP8LHistogram* const histo) { - VP8LRefsCursor c = VP8LRefsCursorInit(refs); - while (VP8LRefsCursorOk(&c)) { - VP8LHistogramAddSinglePixOrCopy(histo, c.cur_pos); - VP8LRefsCursorNext(&c); - } -} - -void VP8LHistogramCreate(VP8LHistogram* const p, - const VP8LBackwardRefs* const refs, - int palette_code_bits) { - if (palette_code_bits >= 0) { - p->palette_code_bits_ = palette_code_bits; - } - HistogramClear(p); - VP8LHistogramStoreRefs(refs, p); -} - -void VP8LHistogramInit(VP8LHistogram* const p, int palette_code_bits) { - p->palette_code_bits_ = palette_code_bits; - HistogramClear(p); -} - -VP8LHistogram* VP8LAllocateHistogram(int cache_bits) { - VP8LHistogram* histo = NULL; - const int total_size = VP8LGetHistogramSize(cache_bits); - uint8_t* const memory = (uint8_t*)WebPSafeMalloc(total_size, sizeof(*memory)); - if (memory == NULL) return NULL; - histo = (VP8LHistogram*)memory; - // literal_ won't necessary be aligned. - histo->literal_ = (uint32_t*)(memory + sizeof(VP8LHistogram)); - VP8LHistogramInit(histo, cache_bits); - return histo; -} - -VP8LHistogramSet* VP8LAllocateHistogramSet(int size, int cache_bits) { - int i; - VP8LHistogramSet* set; - const int histo_size = VP8LGetHistogramSize(cache_bits); - const size_t total_size = - sizeof(*set) + size * (sizeof(*set->histograms) + - histo_size + WEBP_ALIGN_CST); - uint8_t* memory = (uint8_t*)WebPSafeMalloc(total_size, sizeof(*memory)); - if (memory == NULL) return NULL; - - set = (VP8LHistogramSet*)memory; - memory += sizeof(*set); - set->histograms = (VP8LHistogram**)memory; - memory += size * sizeof(*set->histograms); - set->max_size = size; - set->size = size; - for (i = 0; i < size; ++i) { - memory = (uint8_t*)WEBP_ALIGN(memory); - set->histograms[i] = (VP8LHistogram*)memory; - // literal_ won't necessary be aligned. - set->histograms[i]->literal_ = (uint32_t*)(memory + sizeof(VP8LHistogram)); - VP8LHistogramInit(set->histograms[i], cache_bits); - memory += histo_size; - } - return set; -} - -// ----------------------------------------------------------------------------- - -void VP8LHistogramAddSinglePixOrCopy(VP8LHistogram* const histo, - const PixOrCopy* const v) { - if (PixOrCopyIsLiteral(v)) { - ++histo->alpha_[PixOrCopyLiteral(v, 3)]; - ++histo->red_[PixOrCopyLiteral(v, 2)]; - ++histo->literal_[PixOrCopyLiteral(v, 1)]; - ++histo->blue_[PixOrCopyLiteral(v, 0)]; - } else if (PixOrCopyIsCacheIdx(v)) { - const int literal_ix = - NUM_LITERAL_CODES + NUM_LENGTH_CODES + PixOrCopyCacheIdx(v); - ++histo->literal_[literal_ix]; - } else { - int code, extra_bits; - VP8LPrefixEncodeBits(PixOrCopyLength(v), &code, &extra_bits); - ++histo->literal_[NUM_LITERAL_CODES + code]; - VP8LPrefixEncodeBits(PixOrCopyDistance(v), &code, &extra_bits); - ++histo->distance_[code]; - } -} - -// ----------------------------------------------------------------------------- -// Entropy-related functions. - -static WEBP_INLINE double BitsEntropyRefine(const VP8LBitEntropy* entropy) { - double mix; - if (entropy->nonzeros < 5) { - if (entropy->nonzeros <= 1) { - return 0; - } - // Two symbols, they will be 0 and 1 in a Huffman code. - // Let's mix in a bit of entropy to favor good clustering when - // distributions of these are combined. - if (entropy->nonzeros == 2) { - return 0.99 * entropy->sum + 0.01 * entropy->entropy; - } - // No matter what the entropy says, we cannot be better than min_limit - // with Huffman coding. I am mixing a bit of entropy into the - // min_limit since it produces much better (~0.5 %) compression results - // perhaps because of better entropy clustering. - if (entropy->nonzeros == 3) { - mix = 0.95; - } else { - mix = 0.7; // nonzeros == 4. - } - } else { - mix = 0.627; - } - - { - double min_limit = 2 * entropy->sum - entropy->max_val; - min_limit = mix * min_limit + (1.0 - mix) * entropy->entropy; - return (entropy->entropy < min_limit) ? min_limit : entropy->entropy; - } -} - -double VP8LBitsEntropy(const uint32_t* const array, int n, - uint32_t* const trivial_symbol) { - VP8LBitEntropy entropy; - VP8LBitsEntropyUnrefined(array, n, &entropy); - if (trivial_symbol != NULL) { - *trivial_symbol = - (entropy.nonzeros == 1) ? entropy.nonzero_code : VP8L_NON_TRIVIAL_SYM; - } - - return BitsEntropyRefine(&entropy); -} - -static double InitialHuffmanCost(void) { - // Small bias because Huffman code length is typically not stored in - // full length. - static const int kHuffmanCodeOfHuffmanCodeSize = CODE_LENGTH_CODES * 3; - static const double kSmallBias = 9.1; - return kHuffmanCodeOfHuffmanCodeSize - kSmallBias; -} - -// Finalize the Huffman cost based on streak numbers and length type (<3 or >=3) -static double FinalHuffmanCost(const VP8LStreaks* const stats) { - double retval = InitialHuffmanCost(); - retval += stats->counts[0] * 1.5625 + 0.234375 * stats->streaks[0][1]; - retval += stats->counts[1] * 2.578125 + 0.703125 * stats->streaks[1][1]; - retval += 1.796875 * stats->streaks[0][0]; - retval += 3.28125 * stats->streaks[1][0]; - return retval; -} - -// Get the symbol entropy for the distribution 'population'. -// Set 'trivial_sym', if there's only one symbol present in the distribution. -static double PopulationCost(const uint32_t* const population, int length, - uint32_t* const trivial_sym) { - VP8LBitEntropy bit_entropy; - VP8LStreaks stats; - VP8LGetEntropyUnrefined(population, length, &bit_entropy, &stats); - if (trivial_sym != NULL) { - *trivial_sym = (bit_entropy.nonzeros == 1) ? bit_entropy.nonzero_code - : VP8L_NON_TRIVIAL_SYM; - } - - return BitsEntropyRefine(&bit_entropy) + FinalHuffmanCost(&stats); -} - -static WEBP_INLINE double GetCombinedEntropy(const uint32_t* const X, - const uint32_t* const Y, - int length) { - VP8LBitEntropy bit_entropy; - VP8LStreaks stats; - VP8LGetCombinedEntropyUnrefined(X, Y, length, &bit_entropy, &stats); - - return BitsEntropyRefine(&bit_entropy) + FinalHuffmanCost(&stats); -} - -// Estimates the Entropy + Huffman + other block overhead size cost. -double VP8LHistogramEstimateBits(const VP8LHistogram* const p) { - return - PopulationCost( - p->literal_, VP8LHistogramNumCodes(p->palette_code_bits_), NULL) - + PopulationCost(p->red_, NUM_LITERAL_CODES, NULL) - + PopulationCost(p->blue_, NUM_LITERAL_CODES, NULL) - + PopulationCost(p->alpha_, NUM_LITERAL_CODES, NULL) - + PopulationCost(p->distance_, NUM_DISTANCE_CODES, NULL) - + VP8LExtraCost(p->literal_ + NUM_LITERAL_CODES, NUM_LENGTH_CODES) - + VP8LExtraCost(p->distance_, NUM_DISTANCE_CODES); -} - -// ----------------------------------------------------------------------------- -// Various histogram combine/cost-eval functions - -static int GetCombinedHistogramEntropy(const VP8LHistogram* const a, - const VP8LHistogram* const b, - double cost_threshold, - double* cost) { - const int palette_code_bits = a->palette_code_bits_; - assert(a->palette_code_bits_ == b->palette_code_bits_); - *cost += GetCombinedEntropy(a->literal_, b->literal_, - VP8LHistogramNumCodes(palette_code_bits)); - *cost += VP8LExtraCostCombined(a->literal_ + NUM_LITERAL_CODES, - b->literal_ + NUM_LITERAL_CODES, - NUM_LENGTH_CODES); - if (*cost > cost_threshold) return 0; - - *cost += GetCombinedEntropy(a->red_, b->red_, NUM_LITERAL_CODES); - if (*cost > cost_threshold) return 0; - - *cost += GetCombinedEntropy(a->blue_, b->blue_, NUM_LITERAL_CODES); - if (*cost > cost_threshold) return 0; - - *cost += GetCombinedEntropy(a->alpha_, b->alpha_, NUM_LITERAL_CODES); - if (*cost > cost_threshold) return 0; - - *cost += GetCombinedEntropy(a->distance_, b->distance_, NUM_DISTANCE_CODES); - *cost += - VP8LExtraCostCombined(a->distance_, b->distance_, NUM_DISTANCE_CODES); - if (*cost > cost_threshold) return 0; - - return 1; -} - -// Performs out = a + b, computing the cost C(a+b) - C(a) - C(b) while comparing -// to the threshold value 'cost_threshold'. The score returned is -// Score = C(a+b) - C(a) - C(b), where C(a) + C(b) is known and fixed. -// Since the previous score passed is 'cost_threshold', we only need to compare -// the partial cost against 'cost_threshold + C(a) + C(b)' to possibly bail-out -// early. -static double HistogramAddEval(const VP8LHistogram* const a, - const VP8LHistogram* const b, - VP8LHistogram* const out, - double cost_threshold) { - double cost = 0; - const double sum_cost = a->bit_cost_ + b->bit_cost_; - cost_threshold += sum_cost; - - if (GetCombinedHistogramEntropy(a, b, cost_threshold, &cost)) { - VP8LHistogramAdd(a, b, out); - out->bit_cost_ = cost; - out->palette_code_bits_ = a->palette_code_bits_; - out->trivial_symbol_ = (a->trivial_symbol_ == b->trivial_symbol_) ? - a->trivial_symbol_ : VP8L_NON_TRIVIAL_SYM; - } - - return cost - sum_cost; -} - -// Same as HistogramAddEval(), except that the resulting histogram -// is not stored. Only the cost C(a+b) - C(a) is evaluated. We omit -// the term C(b) which is constant over all the evaluations. -static double HistogramAddThresh(const VP8LHistogram* const a, - const VP8LHistogram* const b, - double cost_threshold) { - double cost = -a->bit_cost_; - GetCombinedHistogramEntropy(a, b, cost_threshold, &cost); - return cost; -} - -// ----------------------------------------------------------------------------- - -// The structure to keep track of cost range for the three dominant entropy -// symbols. -// TODO(skal): Evaluate if float can be used here instead of double for -// representing the entropy costs. -typedef struct { - double literal_max_; - double literal_min_; - double red_max_; - double red_min_; - double blue_max_; - double blue_min_; -} DominantCostRange; - -static void DominantCostRangeInit(DominantCostRange* const c) { - c->literal_max_ = 0.; - c->literal_min_ = MAX_COST; - c->red_max_ = 0.; - c->red_min_ = MAX_COST; - c->blue_max_ = 0.; - c->blue_min_ = MAX_COST; -} - -static void UpdateDominantCostRange( - const VP8LHistogram* const h, DominantCostRange* const c) { - if (c->literal_max_ < h->literal_cost_) c->literal_max_ = h->literal_cost_; - if (c->literal_min_ > h->literal_cost_) c->literal_min_ = h->literal_cost_; - if (c->red_max_ < h->red_cost_) c->red_max_ = h->red_cost_; - if (c->red_min_ > h->red_cost_) c->red_min_ = h->red_cost_; - if (c->blue_max_ < h->blue_cost_) c->blue_max_ = h->blue_cost_; - if (c->blue_min_ > h->blue_cost_) c->blue_min_ = h->blue_cost_; -} - -static void UpdateHistogramCost(VP8LHistogram* const h) { - uint32_t alpha_sym, red_sym, blue_sym; - const double alpha_cost = - PopulationCost(h->alpha_, NUM_LITERAL_CODES, &alpha_sym); - const double distance_cost = - PopulationCost(h->distance_, NUM_DISTANCE_CODES, NULL) + - VP8LExtraCost(h->distance_, NUM_DISTANCE_CODES); - const int num_codes = VP8LHistogramNumCodes(h->palette_code_bits_); - h->literal_cost_ = PopulationCost(h->literal_, num_codes, NULL) + - VP8LExtraCost(h->literal_ + NUM_LITERAL_CODES, - NUM_LENGTH_CODES); - h->red_cost_ = PopulationCost(h->red_, NUM_LITERAL_CODES, &red_sym); - h->blue_cost_ = PopulationCost(h->blue_, NUM_LITERAL_CODES, &blue_sym); - h->bit_cost_ = h->literal_cost_ + h->red_cost_ + h->blue_cost_ + - alpha_cost + distance_cost; - if ((alpha_sym | red_sym | blue_sym) == VP8L_NON_TRIVIAL_SYM) { - h->trivial_symbol_ = VP8L_NON_TRIVIAL_SYM; - } else { - h->trivial_symbol_ = - ((uint32_t)alpha_sym << 24) | (red_sym << 16) | (blue_sym << 0); - } -} - -static int GetBinIdForEntropy(double min, double max, double val) { - const double range = max - min; - if (range > 0.) { - const double delta = val - min; - return (int)((NUM_PARTITIONS - 1e-6) * delta / range); - } else { - return 0; - } -} - -static int GetHistoBinIndex(const VP8LHistogram* const h, - const DominantCostRange* const c, int low_effort) { - int bin_id = GetBinIdForEntropy(c->literal_min_, c->literal_max_, - h->literal_cost_); - assert(bin_id < NUM_PARTITIONS); - if (!low_effort) { - bin_id = bin_id * NUM_PARTITIONS - + GetBinIdForEntropy(c->red_min_, c->red_max_, h->red_cost_); - bin_id = bin_id * NUM_PARTITIONS - + GetBinIdForEntropy(c->blue_min_, c->blue_max_, h->blue_cost_); - assert(bin_id < BIN_SIZE); - } - return bin_id; -} - -// Construct the histograms from backward references. -static void HistogramBuild( - int xsize, int histo_bits, const VP8LBackwardRefs* const backward_refs, - VP8LHistogramSet* const image_histo) { - int x = 0, y = 0; - const int histo_xsize = VP8LSubSampleSize(xsize, histo_bits); - VP8LHistogram** const histograms = image_histo->histograms; - VP8LRefsCursor c = VP8LRefsCursorInit(backward_refs); - assert(histo_bits > 0); - while (VP8LRefsCursorOk(&c)) { - const PixOrCopy* const v = c.cur_pos; - const int ix = (y >> histo_bits) * histo_xsize + (x >> histo_bits); - VP8LHistogramAddSinglePixOrCopy(histograms[ix], v); - x += PixOrCopyLength(v); - while (x >= xsize) { - x -= xsize; - ++y; - } - VP8LRefsCursorNext(&c); - } -} - -// Copies the histograms and computes its bit_cost. -static void HistogramCopyAndAnalyze( - VP8LHistogramSet* const orig_histo, VP8LHistogramSet* const image_histo) { - int i; - const int histo_size = orig_histo->size; - VP8LHistogram** const orig_histograms = orig_histo->histograms; - VP8LHistogram** const histograms = image_histo->histograms; - for (i = 0; i < histo_size; ++i) { - VP8LHistogram* const histo = orig_histograms[i]; - UpdateHistogramCost(histo); - // Copy histograms from orig_histo[] to image_histo[]. - HistogramCopy(histo, histograms[i]); - } -} - -// Partition histograms to different entropy bins for three dominant (literal, -// red and blue) symbol costs and compute the histogram aggregate bit_cost. -static void HistogramAnalyzeEntropyBin(VP8LHistogramSet* const image_histo, - int16_t* const bin_map, int low_effort) { - int i; - VP8LHistogram** const histograms = image_histo->histograms; - const int histo_size = image_histo->size; - const int bin_depth = histo_size + 1; - DominantCostRange cost_range; - DominantCostRangeInit(&cost_range); - - // Analyze the dominant (literal, red and blue) entropy costs. - for (i = 0; i < histo_size; ++i) { - VP8LHistogram* const histo = histograms[i]; - UpdateDominantCostRange(histo, &cost_range); - } - - // bin-hash histograms on three of the dominant (literal, red and blue) - // symbol costs. - for (i = 0; i < histo_size; ++i) { - const VP8LHistogram* const histo = histograms[i]; - const int bin_id = GetHistoBinIndex(histo, &cost_range, low_effort); - const int bin_offset = bin_id * bin_depth; - // bin_map[n][0] for every bin 'n' maintains the counter for the number of - // histograms in that bin. - // Get and increment the num_histos in that bin. - const int num_histos = ++bin_map[bin_offset]; - assert(bin_offset + num_histos < bin_depth * BIN_SIZE); - // Add histogram i'th index at num_histos (last) position in the bin_map. - bin_map[bin_offset + num_histos] = i; - } -} - -// Compact the histogram set by removing unused entries. -static void HistogramCompactBins(VP8LHistogramSet* const image_histo) { - VP8LHistogram** const histograms = image_histo->histograms; - int i, j; - - for (i = 0, j = 0; i < image_histo->size; ++i) { - if (histograms[i] != NULL && histograms[i]->bit_cost_ != 0.) { - if (j < i) { - histograms[j] = histograms[i]; - histograms[i] = NULL; - } - ++j; - } - } - image_histo->size = j; -} - -static VP8LHistogram* HistogramCombineEntropyBin( - VP8LHistogramSet* const image_histo, - VP8LHistogram* cur_combo, - int16_t* const bin_map, int bin_depth, int num_bins, - double combine_cost_factor, int low_effort) { - int bin_id; - VP8LHistogram** const histograms = image_histo->histograms; - - for (bin_id = 0; bin_id < num_bins; ++bin_id) { - const int bin_offset = bin_id * bin_depth; - const int num_histos = bin_map[bin_offset]; - const int idx1 = bin_map[bin_offset + 1]; - int num_combine_failures = 0; - int n; - for (n = 2; n <= num_histos; ++n) { - const int idx2 = bin_map[bin_offset + n]; - if (low_effort) { - // Merge all histograms with the same bin index, irrespective of cost of - // the merged histograms. - VP8LHistogramAdd(histograms[idx1], histograms[idx2], histograms[idx1]); - histograms[idx2]->bit_cost_ = 0.; - } else { - const double bit_cost_idx2 = histograms[idx2]->bit_cost_; - if (bit_cost_idx2 > 0.) { - const double bit_cost_thresh = -bit_cost_idx2 * combine_cost_factor; - const double curr_cost_diff = - HistogramAddEval(histograms[idx1], histograms[idx2], - cur_combo, bit_cost_thresh); - if (curr_cost_diff < bit_cost_thresh) { - // Try to merge two histograms only if the combo is a trivial one or - // the two candidate histograms are already non-trivial. - // For some images, 'try_combine' turns out to be false for a lot of - // histogram pairs. In that case, we fallback to combining - // histograms as usual to avoid increasing the header size. - const int try_combine = - (cur_combo->trivial_symbol_ != VP8L_NON_TRIVIAL_SYM) || - ((histograms[idx1]->trivial_symbol_ == VP8L_NON_TRIVIAL_SYM) && - (histograms[idx2]->trivial_symbol_ == VP8L_NON_TRIVIAL_SYM)); - const int max_combine_failures = 32; - if (try_combine || (num_combine_failures >= max_combine_failures)) { - HistogramSwap(&cur_combo, &histograms[idx1]); - histograms[idx2]->bit_cost_ = 0.; - } else { - ++num_combine_failures; - } - } - } - } - } - if (low_effort) { - // Update the bit_cost for the merged histograms (per bin index). - UpdateHistogramCost(histograms[idx1]); - } - } - HistogramCompactBins(image_histo); - return cur_combo; -} - -static uint32_t MyRand(uint32_t *seed) { - *seed *= 16807U; - if (*seed == 0) { - *seed = 1; - } - return *seed; -} - -// ----------------------------------------------------------------------------- -// Histogram pairs priority queue - -// Pair of histograms. Negative idx1 value means that pair is out-of-date. -typedef struct { - int idx1; - int idx2; - double cost_diff; - double cost_combo; -} HistogramPair; - -typedef struct { - HistogramPair* queue; - int size; - int max_size; -} HistoQueue; - -static int HistoQueueInit(HistoQueue* const histo_queue, const int max_index) { - histo_queue->size = 0; - // max_index^2 for the queue size is safe. If you look at - // HistogramCombineGreedy, and imagine that UpdateQueueFront always pushes - // data to the queue, you insert at most: - // - max_index*(max_index-1)/2 (the first two for loops) - // - max_index - 1 in the last for loop at the first iteration of the while - // loop, max_index - 2 at the second iteration ... therefore - // max_index*(max_index-1)/2 overall too - histo_queue->max_size = max_index * max_index; - // We allocate max_size + 1 because the last element at index "size" is - // used as temporary data (and it could be up to max_size). - histo_queue->queue = WebPSafeMalloc(histo_queue->max_size + 1, - sizeof(*histo_queue->queue)); - return histo_queue->queue != NULL; -} - -static void HistoQueueClear(HistoQueue* const histo_queue) { - assert(histo_queue != NULL); - WebPSafeFree(histo_queue->queue); -} - -static void SwapHistogramPairs(HistogramPair *p1, - HistogramPair *p2) { - const HistogramPair tmp = *p1; - *p1 = *p2; - *p2 = tmp; -} - -// Given a valid priority queue in range [0, queue_size) this function checks -// whether histo_queue[queue_size] should be accepted and swaps it with the -// front if it is smaller. Otherwise, it leaves it as is. -static void UpdateQueueFront(HistoQueue* const histo_queue) { - if (histo_queue->queue[histo_queue->size].cost_diff >= 0) return; - - if (histo_queue->queue[histo_queue->size].cost_diff < - histo_queue->queue[0].cost_diff) { - SwapHistogramPairs(histo_queue->queue, - histo_queue->queue + histo_queue->size); - } - ++histo_queue->size; - - // We cannot add more elements than the capacity. - // The allocation adds an extra element to the official capacity so that - // histo_queue->queue[histo_queue->max_size] is read/written within bound. - assert(histo_queue->size <= histo_queue->max_size); -} - -// ----------------------------------------------------------------------------- - -static void PreparePair(VP8LHistogram** histograms, int idx1, int idx2, - HistogramPair* const pair) { - VP8LHistogram* h1; - VP8LHistogram* h2; - double sum_cost; - - if (idx1 > idx2) { - const int tmp = idx2; - idx2 = idx1; - idx1 = tmp; - } - pair->idx1 = idx1; - pair->idx2 = idx2; - h1 = histograms[idx1]; - h2 = histograms[idx2]; - sum_cost = h1->bit_cost_ + h2->bit_cost_; - pair->cost_combo = 0.; - GetCombinedHistogramEntropy(h1, h2, sum_cost, &pair->cost_combo); - pair->cost_diff = pair->cost_combo - sum_cost; -} - -// Combines histograms by continuously choosing the one with the highest cost -// reduction. -static int HistogramCombineGreedy(VP8LHistogramSet* const image_histo) { - int ok = 0; - int image_histo_size = image_histo->size; - int i, j; - VP8LHistogram** const histograms = image_histo->histograms; - // Indexes of remaining histograms. - int* const clusters = WebPSafeMalloc(image_histo_size, sizeof(*clusters)); - // Priority queue of histogram pairs. - HistoQueue histo_queue; - - if (!HistoQueueInit(&histo_queue, image_histo_size) || clusters == NULL) { - goto End; - } - - for (i = 0; i < image_histo_size; ++i) { - // Initialize clusters indexes. - clusters[i] = i; - for (j = i + 1; j < image_histo_size; ++j) { - // Initialize positions array. - PreparePair(histograms, i, j, &histo_queue.queue[histo_queue.size]); - UpdateQueueFront(&histo_queue); - } - } - - while (image_histo_size > 1 && histo_queue.size > 0) { - HistogramPair* copy_to; - const int idx1 = histo_queue.queue[0].idx1; - const int idx2 = histo_queue.queue[0].idx2; - VP8LHistogramAdd(histograms[idx2], histograms[idx1], histograms[idx1]); - histograms[idx1]->bit_cost_ = histo_queue.queue[0].cost_combo; - // Remove merged histogram. - for (i = 0; i + 1 < image_histo_size; ++i) { - if (clusters[i] >= idx2) { - clusters[i] = clusters[i + 1]; - } - } - --image_histo_size; - - // Remove pairs intersecting the just combined best pair. This will - // therefore pop the head of the queue. - copy_to = histo_queue.queue; - for (i = 0; i < histo_queue.size; ++i) { - HistogramPair* const p = histo_queue.queue + i; - if (p->idx1 == idx1 || p->idx2 == idx1 || - p->idx1 == idx2 || p->idx2 == idx2) { - // Do not copy the invalid pair. - continue; - } - if (p->cost_diff < histo_queue.queue[0].cost_diff) { - // Replace the top of the queue if we found better. - SwapHistogramPairs(histo_queue.queue, p); - } - SwapHistogramPairs(copy_to, p); - ++copy_to; - } - histo_queue.size = (int)(copy_to - histo_queue.queue); - - // Push new pairs formed with combined histogram to the queue. - for (i = 0; i < image_histo_size; ++i) { - if (clusters[i] != idx1) { - PreparePair(histograms, idx1, clusters[i], - &histo_queue.queue[histo_queue.size]); - UpdateQueueFront(&histo_queue); - } - } - } - // Move remaining histograms to the beginning of the array. - for (i = 0; i < image_histo_size; ++i) { - if (i != clusters[i]) { // swap the two histograms - HistogramSwap(&histograms[i], &histograms[clusters[i]]); - } - } - - image_histo->size = image_histo_size; - ok = 1; - - End: - WebPSafeFree(clusters); - HistoQueueClear(&histo_queue); - return ok; -} - -static void HistogramCombineStochastic(VP8LHistogramSet* const image_histo, - VP8LHistogram* tmp_histo, - VP8LHistogram* best_combo, - int quality, int min_cluster_size) { - int iter; - uint32_t seed = 0; - int tries_with_no_success = 0; - int image_histo_size = image_histo->size; - const int iter_mult = (quality < 25) ? 2 : 2 + (quality - 25) / 8; - const int outer_iters = image_histo_size * iter_mult; - const int num_pairs = image_histo_size / 2; - const int num_tries_no_success = outer_iters / 2; - VP8LHistogram** const histograms = image_histo->histograms; - - // Collapse similar histograms in 'image_histo'. - ++min_cluster_size; - for (iter = 0; - iter < outer_iters && image_histo_size >= min_cluster_size; - ++iter) { - double best_cost_diff = 0.; - int best_idx1 = -1, best_idx2 = 1; - int j; - const int num_tries = - (num_pairs < image_histo_size) ? num_pairs : image_histo_size; - seed += iter; - for (j = 0; j < num_tries; ++j) { - double curr_cost_diff; - // Choose two histograms at random and try to combine them. - const uint32_t idx1 = MyRand(&seed) % image_histo_size; - const uint32_t tmp = (j & 7) + 1; - const uint32_t diff = - (tmp < 3) ? tmp : MyRand(&seed) % (image_histo_size - 1); - const uint32_t idx2 = (idx1 + diff + 1) % image_histo_size; - if (idx1 == idx2) { - continue; - } - - // Calculate cost reduction on combining. - curr_cost_diff = HistogramAddEval(histograms[idx1], histograms[idx2], - tmp_histo, best_cost_diff); - if (curr_cost_diff < best_cost_diff) { // found a better pair? - HistogramSwap(&best_combo, &tmp_histo); - best_cost_diff = curr_cost_diff; - best_idx1 = idx1; - best_idx2 = idx2; - } - } - - if (best_idx1 >= 0) { - HistogramSwap(&best_combo, &histograms[best_idx1]); - // swap best_idx2 slot with last one (which is now unused) - --image_histo_size; - if (best_idx2 != image_histo_size) { - HistogramSwap(&histograms[image_histo_size], &histograms[best_idx2]); - histograms[image_histo_size] = NULL; - } - tries_with_no_success = 0; - } - if (++tries_with_no_success >= num_tries_no_success) { - break; - } - } - image_histo->size = image_histo_size; -} - -// ----------------------------------------------------------------------------- -// Histogram refinement - -// Find the best 'out' histogram for each of the 'in' histograms. -// Note: we assume that out[]->bit_cost_ is already up-to-date. -static void HistogramRemap(const VP8LHistogramSet* const in, - const VP8LHistogramSet* const out, - uint16_t* const symbols) { - int i; - VP8LHistogram** const in_histo = in->histograms; - VP8LHistogram** const out_histo = out->histograms; - const int in_size = in->size; - const int out_size = out->size; - if (out_size > 1) { - for (i = 0; i < in_size; ++i) { - int best_out = 0; - double best_bits = MAX_COST; - int k; - for (k = 0; k < out_size; ++k) { - const double cur_bits = - HistogramAddThresh(out_histo[k], in_histo[i], best_bits); - if (k == 0 || cur_bits < best_bits) { - best_bits = cur_bits; - best_out = k; - } - } - symbols[i] = best_out; - } - } else { - assert(out_size == 1); - for (i = 0; i < in_size; ++i) { - symbols[i] = 0; - } - } - - // Recompute each out based on raw and symbols. - for (i = 0; i < out_size; ++i) { - HistogramClear(out_histo[i]); - } - - for (i = 0; i < in_size; ++i) { - const int idx = symbols[i]; - VP8LHistogramAdd(in_histo[i], out_histo[idx], out_histo[idx]); - } -} - -static double GetCombineCostFactor(int histo_size, int quality) { - double combine_cost_factor = 0.16; - if (quality < 90) { - if (histo_size > 256) combine_cost_factor /= 2.; - if (histo_size > 512) combine_cost_factor /= 2.; - if (histo_size > 1024) combine_cost_factor /= 2.; - if (quality <= 50) combine_cost_factor /= 2.; - } - return combine_cost_factor; -} - -int VP8LGetHistoImageSymbols(int xsize, int ysize, - const VP8LBackwardRefs* const refs, - int quality, int low_effort, - int histo_bits, int cache_bits, - VP8LHistogramSet* const image_histo, - VP8LHistogramSet* const tmp_histos, - uint16_t* const histogram_symbols) { - int ok = 0; - const int histo_xsize = histo_bits ? VP8LSubSampleSize(xsize, histo_bits) : 1; - const int histo_ysize = histo_bits ? VP8LSubSampleSize(ysize, histo_bits) : 1; - const int image_histo_raw_size = histo_xsize * histo_ysize; - const int entropy_combine_num_bins = low_effort ? NUM_PARTITIONS : BIN_SIZE; - - // The bin_map for every bin follows following semantics: - // bin_map[n][0] = num_histo; // The number of histograms in that bin. - // bin_map[n][1] = index of first histogram in that bin; - // bin_map[n][num_histo] = index of last histogram in that bin; - // bin_map[n][num_histo + 1] ... bin_map[n][bin_depth - 1] = unused indices. - const int bin_depth = image_histo_raw_size + 1; - int16_t* bin_map = NULL; - VP8LHistogramSet* const orig_histo = - VP8LAllocateHistogramSet(image_histo_raw_size, cache_bits); - VP8LHistogram* cur_combo; - const int entropy_combine = - (orig_histo->size > entropy_combine_num_bins * 2) && (quality < 100); - - if (orig_histo == NULL) goto Error; - - // Don't attempt linear bin-partition heuristic for: - // histograms of small sizes, as bin_map will be very sparse and; - // Maximum quality (q==100), to preserve the compression gains at that level. - if (entropy_combine) { - const int bin_map_size = bin_depth * entropy_combine_num_bins; - bin_map = (int16_t*)WebPSafeCalloc(bin_map_size, sizeof(*bin_map)); - if (bin_map == NULL) goto Error; - } - - // Construct the histograms from backward references. - HistogramBuild(xsize, histo_bits, refs, orig_histo); - // Copies the histograms and computes its bit_cost. - HistogramCopyAndAnalyze(orig_histo, image_histo); - - cur_combo = tmp_histos->histograms[1]; // pick up working slot - if (entropy_combine) { - const double combine_cost_factor = - GetCombineCostFactor(image_histo_raw_size, quality); - HistogramAnalyzeEntropyBin(orig_histo, bin_map, low_effort); - // Collapse histograms with similar entropy. - cur_combo = HistogramCombineEntropyBin(image_histo, cur_combo, bin_map, - bin_depth, entropy_combine_num_bins, - combine_cost_factor, low_effort); - } - - // Don't combine the histograms using stochastic and greedy heuristics for - // low-effort compression mode. - if (!low_effort || !entropy_combine) { - const float x = quality / 100.f; - // cubic ramp between 1 and MAX_HISTO_GREEDY: - const int threshold_size = (int)(1 + (x * x * x) * (MAX_HISTO_GREEDY - 1)); - HistogramCombineStochastic(image_histo, tmp_histos->histograms[0], - cur_combo, quality, threshold_size); - if ((image_histo->size <= threshold_size) && - !HistogramCombineGreedy(image_histo)) { - goto Error; - } - } - - // TODO(vikasa): Optimize HistogramRemap for low-effort compression mode also. - // Find the optimal map from original histograms to the final ones. - HistogramRemap(orig_histo, image_histo, histogram_symbols); - - ok = 1; - - Error: - WebPSafeFree(bin_map); - VP8LFreeHistogramSet(orig_histo); - return ok; -} |