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Optimize the heap usage in HistogramCombineGreedy.
The previous priority system used a heap which was too heavy to maintain (what was gained from insertions / deletions was lost due to a linear that still happened on the heap for invalidation). The new structure is a priority queue where only the head is ordered. Change-Id: Id13f8694885a934fe2b2f115f8f84ada061b9016
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@ -478,26 +478,31 @@ typedef struct {
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} HistogramPair;
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typedef struct {
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HistogramPair* heap;
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int* positions;
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HistogramPair* queue;
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int size;
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int max_index;
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} HistoHeap;
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int max_size;
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} HistoQueue;
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static int HistoHeapInit(HistoHeap* const histo_heap, const int max_index) {
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histo_heap->size = 0;
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histo_heap->max_index = max_index;
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histo_heap->heap = WebPSafeMalloc(max_index * max_index,
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sizeof(*histo_heap->heap));
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histo_heap->positions = WebPSafeMalloc(max_index * max_index,
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sizeof(*histo_heap->positions));
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return histo_heap->heap != NULL && histo_heap->positions != NULL;
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static int HistoQueueInit(HistoQueue* const histo_queue, const int max_index) {
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histo_queue->size = 0;
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// max_index^2 for the queue size is safe. If you look at
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// HistogramCombineGreedy, and imagine that UpdateQueueFront always pushes
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// data to the queue, you insert at most:
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// - max_index*(max_index-1)/2 (the first two for loops)
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// - max_index - 1 in the last for loop at the first iteration of the while
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// loop, max_index - 2 at the second iteration ... therefore
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// max_index*(max_index-1)/2 overall too
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histo_queue->max_size = max_index * max_index;
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// We allocate max_size + 1 because the last element at index "size" is
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// used as temporary data (and it could be up to max_size).
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histo_queue->queue = WebPSafeMalloc(histo_queue->max_size + 1,
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sizeof(*histo_queue->queue));
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return histo_queue->queue != NULL;
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}
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static void HistoHeapClear(HistoHeap* const histo_heap) {
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assert(histo_heap != NULL);
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WebPSafeFree(histo_heap->heap);
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WebPSafeFree(histo_heap->positions);
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static void HistoQueueClear(HistoQueue* const histo_queue) {
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assert(histo_queue != NULL);
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WebPSafeFree(histo_queue->queue);
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}
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static void SwapHistogramPairs(HistogramPair *p1,
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@ -507,59 +512,23 @@ static void SwapHistogramPairs(HistogramPair *p1,
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*p2 = tmp;
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}
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// Given a valid min-heap in range [0, heap_size-1) this function places value
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// heap[heap_size-1] into right location within heap and sets its position in
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// positions array.
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static void HeapPush(HistoHeap* const histo_heap) {
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HistogramPair* const heap = histo_heap->heap - 1;
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int* const positions = histo_heap->positions;
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const int max_index = histo_heap->max_index;
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int v;
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++histo_heap->size;
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v = histo_heap->size;
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while (v > 1 && heap[v].cost_diff < heap[v >> 1].cost_diff) {
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SwapHistogramPairs(&heap[v], &heap[v >> 1]);
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// Change position of moved pair in heap.
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if (heap[v].idx1 >= 0) {
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const int pos = heap[v].idx1 * max_index + heap[v].idx2;
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assert(pos >= 0 && pos < max_index * max_index);
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positions[pos] = v;
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}
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v >>= 1;
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}
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positions[heap[v].idx1 * max_index + heap[v].idx2] = v;
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}
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// Given a valid priority queue in range [0, queue_size) this function checks
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// whether histo_queue[queue_size] should be accepted and swaps it with the
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// front if it is smaller. Otherwise, it leaves it as is.
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static void UpdateQueueFront(HistoQueue* const histo_queue) {
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if (histo_queue->queue[histo_queue->size].cost_diff >= 0) return;
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// Given a valid min-heap in range [0, heap_size) this function shortens heap
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// range by one and places element with the lowest value to (heap_size-1).
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static void HeapPop(HistoHeap* const histo_heap) {
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HistogramPair* const heap = histo_heap->heap - 1;
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int* const positions = histo_heap->positions;
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const int heap_size = histo_heap->size;
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const int max_index = histo_heap->max_index;
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int v = 1;
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if (heap[v].idx1 >= 0) {
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positions[heap[v].idx1 * max_index + heap[v].idx2] = -1;
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if (histo_queue->queue[histo_queue->size].cost_diff <
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histo_queue->queue[0].cost_diff) {
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SwapHistogramPairs(histo_queue->queue,
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histo_queue->queue + histo_queue->size);
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}
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SwapHistogramPairs(&heap[v], &heap[heap_size]);
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while ((v << 1) < heap_size) {
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int son = (heap[v << 1].cost_diff < heap[v].cost_diff) ? (v << 1) : v;
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if (((v << 1) + 1) < heap_size &&
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heap[(v << 1) + 1].cost_diff < heap[son].cost_diff) {
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son = (v << 1) + 1;
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}
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if (son == v) break;
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SwapHistogramPairs(&heap[v], &heap[son]);
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// Change position of moved pair in heap.
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if (heap[v].idx1 >= 0) {
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positions[heap[v].idx1 * max_index + heap[v].idx2] = v;
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}
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v = son;
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}
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if (heap[v].idx1 >= 0) {
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positions[heap[v].idx1 * max_index + heap[v].idx2] = v;
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}
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--histo_heap->size;
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++histo_queue->size;
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// We cannot add more elements than the capacity.
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// The allocation adds an extra element to the official capacity so that
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// histo_queue->queue[histo_queue->max_size] is read/written within bound.
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assert(histo_queue->size <= histo_queue->max_size);
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}
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// -----------------------------------------------------------------------------
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@ -579,41 +548,6 @@ static void PreparePair(VP8LHistogram** histograms, int idx1, int idx2,
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pair->cost_combo = histos->bit_cost_;
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}
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#define POSITION_INVALID (-1)
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// Invalidates pairs intersecting (idx1, idx2) in heap.
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static void InvalidatePairs(int idx1, int idx2,
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const HistoHeap* const histo_heap) {
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HistogramPair* const heap = histo_heap->heap - 1;
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int* const positions = histo_heap->positions;
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const int max_index = histo_heap->max_index;
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int i;
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for (i = 0; i < idx1; ++i) {
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const int pos = positions[i * max_index + idx1];
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if (pos >= 0) {
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heap[pos].idx1 = POSITION_INVALID;
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}
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}
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for (i = idx1 + 1; i < max_index; ++i) {
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const int pos = positions[idx1 * max_index + i];
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if (pos >= 0) {
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heap[pos].idx1 = POSITION_INVALID;
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}
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}
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for (i = 0; i < idx2; ++i) {
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const int pos = positions[i * max_index + idx2];
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if (pos >= 0) {
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heap[pos].idx1 = POSITION_INVALID;
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}
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}
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for (i = idx2 + 1; i < max_index; ++i) {
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const int pos = positions[idx2 * max_index + i];
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if (pos >= 0) {
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heap[pos].idx1 = POSITION_INVALID;
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}
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}
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}
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// Combines histograms by continuously choosing the one with the highest cost
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// reduction.
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static int HistogramCombineGreedy(VP8LHistogramSet* const image_histo,
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@ -624,10 +558,10 @@ static int HistogramCombineGreedy(VP8LHistogramSet* const image_histo,
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VP8LHistogram** const histograms = image_histo->histograms;
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// Indexes of remaining histograms.
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int* const clusters = WebPSafeMalloc(image_histo_size, sizeof(*clusters));
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// Heap of histogram pairs.
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HistoHeap histo_heap;
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// Priority queue of histogram pairs.
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HistoQueue histo_queue;
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if (!HistoHeapInit(&histo_heap, image_histo_size) || clusters == NULL) {
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if (!HistoQueueInit(&histo_queue, image_histo_size) || clusters == NULL) {
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goto End;
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}
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@ -636,19 +570,18 @@ static int HistogramCombineGreedy(VP8LHistogramSet* const image_histo,
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clusters[i] = i;
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for (j = i + 1; j < image_histo_size; ++j) {
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// Initialize positions array.
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histo_heap.positions[i * histo_heap.max_index + j] = POSITION_INVALID;
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PreparePair(histograms, i, j, &histo_heap.heap[histo_heap.size], histos);
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if (histo_heap.heap[histo_heap.size].cost_diff < 0) {
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HeapPush(&histo_heap);
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}
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PreparePair(histograms, i, j, &histo_queue.queue[histo_queue.size],
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histos);
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UpdateQueueFront(&histo_queue);
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}
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}
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while (image_histo_size > 1 && histo_heap.size > 0) {
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const int idx1 = histo_heap.heap[0].idx1;
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const int idx2 = histo_heap.heap[0].idx2;
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while (image_histo_size > 1 && histo_queue.size > 0) {
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HistogramPair* copy_to;
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const int idx1 = histo_queue.queue[0].idx1;
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const int idx2 = histo_queue.queue[0].idx2;
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VP8LHistogramAdd(histograms[idx2], histograms[idx1], histograms[idx1]);
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histograms[idx1]->bit_cost_ = histo_heap.heap[0].cost_combo;
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histograms[idx1]->bit_cost_ = histo_queue.queue[0].cost_combo;
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// Remove merged histogram.
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for (i = 0; i + 1 < image_histo_size; ++i) {
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if (clusters[i] >= idx2) {
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@ -657,22 +590,31 @@ static int HistogramCombineGreedy(VP8LHistogramSet* const image_histo,
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}
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--image_histo_size;
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// Invalidate pairs intersecting the just combined best pair.
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InvalidatePairs(idx1, idx2, &histo_heap);
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// Pop invalid pairs from the top of the heap.
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while (histo_heap.size > 0 && histo_heap.heap[0].idx1 < 0) {
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HeapPop(&histo_heap);
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// Remove pairs intersecting the just combined best pair. This will
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// therefore pop the head of the queue.
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copy_to = histo_queue.queue;
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for (i = 0; i < histo_queue.size; ++i) {
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HistogramPair* const p = histo_queue.queue + i;
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if (p->idx1 == idx1 || p->idx2 == idx1 ||
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p->idx1 == idx2 || p->idx2 == idx2) {
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// Do not copy the invalid pair.
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continue;
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}
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if (p->cost_diff < histo_queue.queue[0].cost_diff) {
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// Replace the top of the queue if we found better.
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SwapHistogramPairs(histo_queue.queue, p);
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}
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SwapHistogramPairs(copy_to, p);
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++copy_to;
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}
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histo_queue.size = (int)(copy_to - histo_queue.queue);
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// Push new pairs formed with combined histogram to the heap.
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// Push new pairs formed with combined histogram to the queue.
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for (i = 0; i < image_histo_size; ++i) {
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if (clusters[i] != idx1) {
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PreparePair(histograms, idx1, clusters[i],
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&histo_heap.heap[histo_heap.size], histos);
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if (histo_heap.heap[histo_heap.size].cost_diff < 0) {
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HeapPush(&histo_heap);
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}
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&histo_queue.queue[histo_queue.size], histos);
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UpdateQueueFront(&histo_queue);
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}
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}
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}
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@ -688,7 +630,7 @@ static int HistogramCombineGreedy(VP8LHistogramSet* const image_histo,
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End:
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WebPSafeFree(clusters);
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HistoHeapClear(&histo_heap);
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HistoQueueClear(&histo_queue);
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return ok;
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}
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