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Initial implementation of octree based image quantization
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parent
b1d028fc06
commit
1055797da4
@ -240,7 +240,7 @@ extensions = [
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),
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),
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Extension('imageops',
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Extension('imageops',
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['calibre/utils/imageops/imageops.cpp'],
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['calibre/utils/imageops/imageops.cpp', 'calibre/utils/imageops/quantize.cpp'],
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inc_dirs=['calibre/utils/imageops'],
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inc_dirs=['calibre/utils/imageops'],
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headers=['calibre/utils/imageops/imageops.h'],
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headers=['calibre/utils/imageops/imageops.h'],
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sip_files=['calibre/utils/imageops/imageops.sip']
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sip_files=['calibre/utils/imageops/imageops.sip']
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@ -18,3 +18,4 @@ QImage despeckle(const QImage &image);
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void overlay(const QImage &image, QImage &canvas, unsigned int left, unsigned int top);
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void overlay(const QImage &image, QImage &canvas, unsigned int left, unsigned int top);
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QImage normalize(const QImage &image);
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QImage normalize(const QImage &image);
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QImage oil_paint(const QImage &image, const float radius=-1, const bool high_quality=true);
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QImage oil_paint(const QImage &image, const float radius=-1, const bool high_quality=true);
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QImage quantize(const QImage &image, unsigned int maximum_colors=256, bool dither=true);
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@ -72,3 +72,9 @@ QImage oil_paint(const QImage &image, const float radius=-1, const bool high_qua
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sipRes = new QImage(oil_paint(*a0, a1, a2));
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sipRes = new QImage(oil_paint(*a0, a1, a2));
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IMAGEOPS_SUFFIX
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IMAGEOPS_SUFFIX
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%End
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%End
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QImage quantize(const QImage &image, unsigned int maximum_colors=256, bool dither=true);
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%MethodCode
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IMAGEOPS_PREFIX
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sipRes = new QImage(quantize(*a0, a1, a2));
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IMAGEOPS_SUFFIX
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%End
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187
src/calibre/utils/imageops/quantize.cpp
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187
src/calibre/utils/imageops/quantize.cpp
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@ -0,0 +1,187 @@
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/*
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* quantize.cpp
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* Copyright (C) 2016 Kovid Goyal <kovid at kovidgoyal.net>
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*
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* octree based image quantization.
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* Based on https://www.microsoft.com/msj/archive/S3F1.aspx
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*
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* Distributed under terms of the GPL3 license.
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*/
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#include <algorithm>
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#include <cmath>
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#include <stdio.h>
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#include <QVector>
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#include "imageops.h"
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#ifdef _MSC_VER
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typedef unsigned __int64 uint64_t;
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typedef __int64 int64_t;
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typedef unsigned __int32 uint32_t;
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#ifndef log2
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static inline double log2(double x) { return log(x) / log((double)2) ; }
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#endif
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#else
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#include <stdint.h>
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#endif
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#define MAX_DEPTH 8
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#define MAX_COLORS 256
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#define MAX(x, y) ((x) > (y)) ? (x) : (y)
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#define MIN(x, y) ((x) < (y)) ? (x) : (y)
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static const unsigned char BIT_MASK[8] = { 1 << 7, 1 << 6, 1 << 5, 1 << 4, 1 << 3, 1 << 2, 1 << 1, 1 };
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static inline size_t get_index(const u_int32_t r, const uint32_t g, const u_int32_t b, const size_t level) {
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return ((((r & BIT_MASK[level]) >> (7 - level)) << 2) | (((g & BIT_MASK[level]) >> (7 - level)) << 1) | ((b & BIT_MASK[level]) >> (7 - level)));
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}
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class Node {
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private:
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bool is_leaf;
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unsigned char index;
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uint64_t pixel_count;
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uint64_t red_sum;
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uint64_t green_sum;
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uint64_t blue_sum;
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Node* next_reducible_node;
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Node* children[MAX_DEPTH];
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public:
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#ifdef _MSC_VER
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// Disable the new behavior warning caused by children() below
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#pragma warning( push )
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#pragma warning (disable: 4351)
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Node() : is_leaf(false), index(0), pixel_count(0), red_sum(0), green_sum(0), blue_sum(0), next_reducible_node(NULL), children() {}
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#pragma warning ( pop )
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#endif
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~Node() {
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for (size_t i = 0; i < MAX_DEPTH; i++) { delete this->children[i]; this->children[i] = NULL; }
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}
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void check_compiler() {
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if (this->children[0] != NULL) throw std::runtime_error("Compiler failed to default initialize children");
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}
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inline Node* create_child(const size_t level, const size_t depth, unsigned int *leaf_count, Node **reducible_nodes) {
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Node *c = new Node();
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if (level == depth) {
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c->is_leaf = true;
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(*leaf_count)++;
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} else {
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c->next_reducible_node = reducible_nodes[level];
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reducible_nodes[level] = c;
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}
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return c;
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}
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void add_color(const uint32_t r, const uint32_t g, const uint32_t b, const size_t depth, const size_t level, unsigned int *leaf_count, Node **reducible_nodes) {
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if (this->is_leaf) {
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this->pixel_count++;
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this->red_sum += r;
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this->green_sum += g;
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this->blue_sum += b;
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} else {
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size_t index = get_index(r, g, b, level);
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if (this->children[index] == NULL) this->children[index] = this->create_child(level, depth, leaf_count, reducible_nodes);
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this->children[index]->add_color(r, g, b, depth, level + 1, leaf_count, reducible_nodes);
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}
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}
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void reduce(const size_t depth, unsigned int *leaf_count, Node **reducible_nodes) {
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size_t i = 0;
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Node *node = NULL;
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// Find the deepest level containing at least one reducible node
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for (i=depth - 1; i > 0 && reducible_nodes[i] == NULL; i--);
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// Reduce the node most recently added to the list at level i
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// Could make this smarter by walking the linked list and choosing a
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// node that has the least number of pixels or by storing error info
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// on the nodes and using that
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node = reducible_nodes[i];
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reducible_nodes[i] = node->next_reducible_node;
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for (i = 0; i < MAX_DEPTH; i++) {
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if (node->children[i] != NULL) {
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node->red_sum += node->children[i]->red_sum;
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node->green_sum += node->children[i]->green_sum;
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node->blue_sum += node->children[i]->blue_sum;
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node->pixel_count += node->children[i]->pixel_count;
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delete node->children[i]; node->children[i] = NULL;
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(*leaf_count)--;
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}
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}
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node->is_leaf = true; *leaf_count += 1;
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}
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void set_palette_colors(QRgb *color_table, unsigned char *index) {
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int i;
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if (this->is_leaf) {
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#define AVG_COLOR(x) ((int) ((double)this->x / (double)this->pixel_count))
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color_table[*index] = qRgb(AVG_COLOR(red_sum), AVG_COLOR(green_sum), AVG_COLOR(blue_sum));
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this->index = (*index)++;
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} else {
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for (i = 0; i < MAX_DEPTH; i++) {
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if (this->children[i] != NULL) this->children[i]->set_palette_colors(color_table, index);
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}
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}
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}
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unsigned char index_for_color(const uint32_t r, const uint32_t g, const uint32_t b, const size_t level) const {
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if (this->is_leaf) return this->index;
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size_t index = get_index(r, g, b, level);
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if (this->children[index] == NULL) throw std::out_of_range("Something bad happened: could not follow tree for color");
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return this->children[index]->index_for_color(r, g, b, level + 1);
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}
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};
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QImage quantize(const QImage &image, unsigned int maximum_colors, bool dither) {
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size_t depth = 0;
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int iwidth = image.width(), iheight = image.height(), r, c;
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QImage img(image), ans(iwidth, iheight, QImage::Format_Indexed8);
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unsigned int leaf_count = 0;
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unsigned char index = 0;
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Node* reducible_nodes[MAX_DEPTH + 1] = {0};
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Node root = Node();
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QVector<QRgb> color_table = QVector<QRgb>(MAX_COLORS);
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const QRgb* line = NULL;
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unsigned char *bits = NULL;
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root.check_compiler();
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maximum_colors = MAX(2, MIN(MAX_COLORS, maximum_colors));
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if (img.colorCount() > 0 && (size_t)img.colorCount() <= maximum_colors) return img; // Image is already quantized
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if (img.hasAlphaChannel()) throw std::out_of_range("Cannot quantize image with transparency");
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// TODO: Handle indexed image with colors > maximum_colors more efficiently
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// by iterating over the color table rather than the pixels
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if (img.format() != QImage::Format_RGB32) img = img.convertToFormat(QImage::Format_RGB32);
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if (img.isNull()) throw std::bad_alloc();
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depth = (size_t)log2(maximum_colors);
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depth = MAX(2, MIN(depth, MAX_DEPTH));
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for (r = 0; r < iheight; r++) {
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line = reinterpret_cast<const QRgb*>(img.constScanLine(r));
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for (c = 0; c < iwidth; c++) {
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const QRgb pixel = *(line + c);
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root.add_color(qRed(pixel), qGreen(pixel), qBlue(pixel), depth, 0, &leaf_count, reducible_nodes);
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while (leaf_count > maximum_colors)
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root.reduce(depth, &leaf_count, reducible_nodes);
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}
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}
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if (leaf_count > maximum_colors) throw std::out_of_range("Leaf count > max colors, something bad happened");
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color_table.resize(leaf_count);
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root.set_palette_colors(color_table.data(), &index);
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ans.setColorTable(color_table);
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for (r = 0; r < iheight; r++) {
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line = reinterpret_cast<const QRgb*>(img.constScanLine(r));
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bits = ans.scanLine(r);
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for (c = 0; c < iwidth; c++) {
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const QRgb pixel = *(line + c);
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*(bits + c) = root.index_for_color(qRed(pixel), qGreen(pixel), qBlue(pixel), 0);
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}
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}
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return ans;
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}
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@ -279,6 +279,11 @@ def normalize(img):
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raise RuntimeError(imageops_err)
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raise RuntimeError(imageops_err)
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return imageops.normalize(image_from_data(img))
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return imageops.normalize(image_from_data(img))
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def quantize(img, num_of_colors=256, dither=True):
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if imageops is None:
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raise RuntimeError(imageops_err)
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return imageops.quantize(image_from_data(img), num_of_colors, dither)
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def run_optimizer(file_path, cmd, as_filter=False, input_data=None):
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def run_optimizer(file_path, cmd, as_filter=False, input_data=None):
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file_path = os.path.abspath(file_path)
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file_path = os.path.abspath(file_path)
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cwd = os.path.dirname(file_path)
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cwd = os.path.dirname(file_path)
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