| 
							- /*
 -  * Copyright (c) 2015 Stupeflix
 -  *
 -  * This file is part of FFmpeg.
 -  *
 -  * FFmpeg is free software; you can redistribute it and/or
 -  * modify it under the terms of the GNU Lesser General Public
 -  * License as published by the Free Software Foundation; either
 -  * version 2.1 of the License, or (at your option) any later version.
 -  *
 -  * FFmpeg is distributed in the hope that it will be useful,
 -  * but WITHOUT ANY WARRANTY; without even the implied warranty of
 -  * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
 -  * Lesser General Public License for more details.
 -  *
 -  * You should have received a copy of the GNU Lesser General Public
 -  * License along with FFmpeg; if not, write to the Free Software
 -  * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
 -  */
 - 
 - /**
 -  * @file
 -  * Generate one palette for a whole video stream.
 -  */
 - 
 - #include "libavutil/avassert.h"
 - #include "libavutil/internal.h"
 - #include "libavutil/opt.h"
 - #include "libavutil/qsort.h"
 - #include "avfilter.h"
 - #include "internal.h"
 - 
 - /* Reference a color and how much it's used */
 - struct color_ref {
 -     uint32_t color;
 -     uint64_t count;
 - };
 - 
 - /* Store a range of colors */
 - struct range_box {
 -     uint32_t color;     // average color
 -     int64_t variance;   // overall variance of the box (how much the colors are spread)
 -     int start;          // index in PaletteGenContext->refs
 -     int len;            // number of referenced colors
 -     int sorted_by;      // whether range of colors is sorted by red (0), green (1) or blue (2)
 - };
 - 
 - struct hist_node {
 -     struct color_ref *entries;
 -     int nb_entries;
 - };
 - 
 - enum {
 -     STATS_MODE_ALL_FRAMES,
 -     STATS_MODE_DIFF_FRAMES,
 -     NB_STATS_MODE
 - };
 - 
 - #define NBITS 5
 - #define HIST_SIZE (1<<(3*NBITS))
 - 
 - typedef struct {
 -     const AVClass *class;
 - 
 -     int max_colors;
 -     int reserve_transparent;
 -     int stats_mode;
 - 
 -     AVFrame *prev_frame;                    // previous frame used for the diff stats_mode
 -     struct hist_node histogram[HIST_SIZE];  // histogram/hashtable of the colors
 -     struct color_ref **refs;                // references of all the colors used in the stream
 -     int nb_refs;                            // number of color references (or number of different colors)
 -     struct range_box boxes[256];            // define the segmentation of the colorspace (the final palette)
 -     int nb_boxes;                           // number of boxes (increase will segmenting them)
 -     int palette_pushed;                     // if the palette frame is pushed into the outlink or not
 - } PaletteGenContext;
 - 
 - #define OFFSET(x) offsetof(PaletteGenContext, x)
 - #define FLAGS AV_OPT_FLAG_FILTERING_PARAM|AV_OPT_FLAG_VIDEO_PARAM
 - static const AVOption palettegen_options[] = {
 -     { "max_colors", "set the maximum number of colors to use in the palette", OFFSET(max_colors), AV_OPT_TYPE_INT, {.i64=256}, 4, 256, FLAGS },
 -     { "reserve_transparent", "reserve a palette entry for transparency", OFFSET(reserve_transparent), AV_OPT_TYPE_BOOL, {.i64=1}, 0, 1, FLAGS },
 -     { "stats_mode", "set statistics mode", OFFSET(stats_mode), AV_OPT_TYPE_INT, {.i64=STATS_MODE_ALL_FRAMES}, 0, NB_STATS_MODE, FLAGS, "mode" },
 -         { "full", "compute full frame histograms", 0, AV_OPT_TYPE_CONST, {.i64=STATS_MODE_ALL_FRAMES}, INT_MIN, INT_MAX, FLAGS, "mode" },
 -         { "diff", "compute histograms only for the part that differs from previous frame", 0, AV_OPT_TYPE_CONST, {.i64=STATS_MODE_DIFF_FRAMES}, INT_MIN, INT_MAX, FLAGS, "mode" },
 -     { NULL }
 - };
 - 
 - AVFILTER_DEFINE_CLASS(palettegen);
 - 
 - static int query_formats(AVFilterContext *ctx)
 - {
 -     static const enum AVPixelFormat in_fmts[]  = {AV_PIX_FMT_RGB32, AV_PIX_FMT_NONE};
 -     static const enum AVPixelFormat out_fmts[] = {AV_PIX_FMT_RGB32, AV_PIX_FMT_NONE};
 -     AVFilterFormats *in  = ff_make_format_list(in_fmts);
 -     AVFilterFormats *out = ff_make_format_list(out_fmts);
 -     if (!in || !out) {
 -         av_freep(&in);
 -         av_freep(&out);
 -         return AVERROR(ENOMEM);
 -     }
 -     ff_formats_ref(in,  &ctx->inputs[0]->out_formats);
 -     ff_formats_ref(out, &ctx->outputs[0]->in_formats);
 -     return 0;
 - }
 - 
 - typedef int (*cmp_func)(const void *, const void *);
 - 
 - #define DECLARE_CMP_FUNC(name, pos)                     \
 - static int cmp_##name(const void *pa, const void *pb)   \
 - {                                                       \
 -     const struct color_ref * const *a = pa;             \
 -     const struct color_ref * const *b = pb;             \
 -     return   ((*a)->color >> (8 * (2 - (pos))) & 0xff)  \
 -            - ((*b)->color >> (8 * (2 - (pos))) & 0xff); \
 - }
 - 
 - DECLARE_CMP_FUNC(r, 0)
 - DECLARE_CMP_FUNC(g, 1)
 - DECLARE_CMP_FUNC(b, 2)
 - 
 - static const cmp_func cmp_funcs[] = {cmp_r, cmp_g, cmp_b};
 - 
 - /**
 -  * Simple color comparison for sorting the final palette
 -  */
 - static int cmp_color(const void *a, const void *b)
 - {
 -     const struct range_box *box1 = a;
 -     const struct range_box *box2 = b;
 -     return box1->color - box2->color;
 - }
 - 
 - static av_always_inline int diff(const uint32_t a, const uint32_t b)
 - {
 -     const uint8_t c1[] = {a >> 16 & 0xff, a >> 8 & 0xff, a & 0xff};
 -     const uint8_t c2[] = {b >> 16 & 0xff, b >> 8 & 0xff, b & 0xff};
 -     const int dr = c1[0] - c2[0];
 -     const int dg = c1[1] - c2[1];
 -     const int db = c1[2] - c2[2];
 -     return dr*dr + dg*dg + db*db;
 - }
 - 
 - /**
 -  * Find the next box to split: pick the one with the highest variance
 -  */
 - static int get_next_box_id_to_split(PaletteGenContext *s)
 - {
 -     int box_id, i, best_box_id = -1;
 -     int64_t max_variance = -1;
 - 
 -     if (s->nb_boxes == s->max_colors - s->reserve_transparent)
 -         return -1;
 - 
 -     for (box_id = 0; box_id < s->nb_boxes; box_id++) {
 -         struct range_box *box = &s->boxes[box_id];
 - 
 -         if (s->boxes[box_id].len >= 2) {
 - 
 -             if (box->variance == -1) {
 -                 int64_t variance = 0;
 - 
 -                 for (i = 0; i < box->len; i++) {
 -                     const struct color_ref *ref = s->refs[box->start + i];
 -                     variance += diff(ref->color, box->color) * ref->count;
 -                 }
 -                 box->variance = variance;
 -             }
 -             if (box->variance > max_variance) {
 -                 best_box_id = box_id;
 -                 max_variance = box->variance;
 -             }
 -         } else {
 -             box->variance = -1;
 -         }
 -     }
 -     return best_box_id;
 - }
 - 
 - /**
 -  * Get the 32-bit average color for the range of RGB colors enclosed in the
 -  * specified box. Takes into account the weight of each color.
 -  */
 - static uint32_t get_avg_color(struct color_ref * const *refs,
 -                               const struct range_box *box)
 - {
 -     int i;
 -     const int n = box->len;
 -     uint64_t r = 0, g = 0, b = 0, div = 0;
 - 
 -     for (i = 0; i < n; i++) {
 -         const struct color_ref *ref = refs[box->start + i];
 -         r += (ref->color >> 16 & 0xff) * ref->count;
 -         g += (ref->color >>  8 & 0xff) * ref->count;
 -         b += (ref->color       & 0xff) * ref->count;
 -         div += ref->count;
 -     }
 - 
 -     r = r / div;
 -     g = g / div;
 -     b = b / div;
 - 
 -     return 0xffU<<24 | r<<16 | g<<8 | b;
 - }
 - 
 - /**
 -  * Split given box in two at position n. The original box becomes the left part
 -  * of the split, and the new index box is the right part.
 -  */
 - static void split_box(PaletteGenContext *s, struct range_box *box, int n)
 - {
 -     struct range_box *new_box = &s->boxes[s->nb_boxes++];
 -     new_box->start     = n + 1;
 -     new_box->len       = box->start + box->len - new_box->start;
 -     new_box->sorted_by = box->sorted_by;
 -     box->len -= new_box->len;
 - 
 -     av_assert0(box->len     >= 1);
 -     av_assert0(new_box->len >= 1);
 - 
 -     box->color     = get_avg_color(s->refs, box);
 -     new_box->color = get_avg_color(s->refs, new_box);
 -     box->variance     = -1;
 -     new_box->variance = -1;
 - }
 - 
 - /**
 -  * Write the palette into the output frame.
 -  */
 - static void write_palette(AVFilterContext *ctx, AVFrame *out)
 - {
 -     const PaletteGenContext *s = ctx->priv;
 -     int x, y, box_id = 0;
 -     uint32_t *pal = (uint32_t *)out->data[0];
 -     const int pal_linesize = out->linesize[0] >> 2;
 -     uint32_t last_color = 0;
 - 
 -     for (y = 0; y < out->height; y++) {
 -         for (x = 0; x < out->width; x++) {
 -             if (box_id < s->nb_boxes) {
 -                 pal[x] = s->boxes[box_id++].color;
 -                 if ((x || y) && pal[x] == last_color)
 -                     av_log(ctx, AV_LOG_WARNING, "Dupped color: %08X\n", pal[x]);
 -                 last_color = pal[x];
 -             } else {
 -                 pal[x] = 0xff000000; // pad with black
 -             }
 -         }
 -         pal += pal_linesize;
 -     }
 - 
 -     if (s->reserve_transparent) {
 -         av_assert0(s->nb_boxes < 256);
 -         pal[out->width - pal_linesize - 1] = 0x0000ff00; // add a green transparent color
 -     }
 - }
 - 
 - /**
 -  * Crawl the histogram to get all the defined colors, and create a linear list
 -  * of them (each color reference entry is a pointer to the value in the
 -  * histogram/hash table).
 -  */
 - static struct color_ref **load_color_refs(const struct hist_node *hist, int nb_refs)
 - {
 -     int i, j, k = 0;
 -     struct color_ref **refs = av_malloc_array(nb_refs, sizeof(*refs));
 - 
 -     if (!refs)
 -         return NULL;
 - 
 -     for (j = 0; j < HIST_SIZE; j++) {
 -         const struct hist_node *node = &hist[j];
 - 
 -         for (i = 0; i < node->nb_entries; i++)
 -             refs[k++] = &node->entries[i];
 -     }
 - 
 -     return refs;
 - }
 - 
 - static double set_colorquant_ratio_meta(AVFrame *out, int nb_out, int nb_in)
 - {
 -     char buf[32];
 -     const double ratio = (double)nb_out / nb_in;
 -     snprintf(buf, sizeof(buf), "%f", ratio);
 -     av_dict_set(&out->metadata, "lavfi.color_quant_ratio", buf, 0);
 -     return ratio;
 - }
 - 
 - /**
 -  * Main function implementing the Median Cut Algorithm defined by Paul Heckbert
 -  * in Color Image Quantization for Frame Buffer Display (1982)
 -  */
 - static AVFrame *get_palette_frame(AVFilterContext *ctx)
 - {
 -     AVFrame *out;
 -     PaletteGenContext *s = ctx->priv;
 -     AVFilterLink *outlink = ctx->outputs[0];
 -     double ratio;
 -     int box_id = 0;
 -     struct range_box *box;
 - 
 -     /* reference only the used colors from histogram */
 -     s->refs = load_color_refs(s->histogram, s->nb_refs);
 -     if (!s->refs) {
 -         av_log(ctx, AV_LOG_ERROR, "Unable to allocate references for %d different colors\n", s->nb_refs);
 -         return NULL;
 -     }
 - 
 -     /* create the palette frame */
 -     out = ff_get_video_buffer(outlink, outlink->w, outlink->h);
 -     if (!out)
 -         return NULL;
 -     out->pts = 0;
 - 
 -     /* set first box for 0..nb_refs */
 -     box = &s->boxes[box_id];
 -     box->len = s->nb_refs;
 -     box->sorted_by = -1;
 -     box->color = get_avg_color(s->refs, box);
 -     box->variance = -1;
 -     s->nb_boxes = 1;
 - 
 -     while (box && box->len > 1) {
 -         int i, rr, gr, br, longest;
 -         uint64_t median, box_weight = 0;
 - 
 -         /* compute the box weight (sum all the weights of the colors in the
 -          * range) and its boundings */
 -         uint8_t min[3] = {0xff, 0xff, 0xff};
 -         uint8_t max[3] = {0x00, 0x00, 0x00};
 -         for (i = box->start; i < box->start + box->len; i++) {
 -             const struct color_ref *ref = s->refs[i];
 -             const uint32_t rgb = ref->color;
 -             const uint8_t r = rgb >> 16 & 0xff, g = rgb >> 8 & 0xff, b = rgb & 0xff;
 -             min[0] = FFMIN(r, min[0]), max[0] = FFMAX(r, max[0]);
 -             min[1] = FFMIN(g, min[1]), max[1] = FFMAX(g, max[1]);
 -             min[2] = FFMIN(b, min[2]), max[2] = FFMAX(b, max[2]);
 -             box_weight += ref->count;
 -         }
 - 
 -         /* define the axis to sort by according to the widest range of colors */
 -         rr = max[0] - min[0];
 -         gr = max[1] - min[1];
 -         br = max[2] - min[2];
 -         longest = 1; // pick green by default (the color the eye is the most sensitive to)
 -         if (br >= rr && br >= gr) longest = 2;
 -         if (rr >= gr && rr >= br) longest = 0;
 -         if (gr >= rr && gr >= br) longest = 1; // prefer green again
 - 
 -         ff_dlog(ctx, "box #%02X [%6d..%-6d] (%6d) w:%-6"PRIu64" ranges:[%2x %2x %2x] sort by %c (already sorted:%c) ",
 -                 box_id, box->start, box->start + box->len - 1, box->len, box_weight,
 -                 rr, gr, br, "rgb"[longest], box->sorted_by == longest ? 'y':'n');
 - 
 -         /* sort the range by its longest axis if it's not already sorted */
 -         if (box->sorted_by != longest) {
 -             cmp_func cmpf = cmp_funcs[longest];
 -             AV_QSORT(&s->refs[box->start], box->len, const struct color_ref *, cmpf);
 -             box->sorted_by = longest;
 -         }
 - 
 -         /* locate the median where to split */
 -         median = (box_weight + 1) >> 1;
 -         box_weight = 0;
 -         /* if you have 2 boxes, the maximum is actually #0: you must have at
 -          * least 1 color on each side of the split, hence the -2 */
 -         for (i = box->start; i < box->start + box->len - 2; i++) {
 -             box_weight += s->refs[i]->count;
 -             if (box_weight > median)
 -                 break;
 -         }
 -         ff_dlog(ctx, "split @ i=%-6d with w=%-6"PRIu64" (target=%6"PRIu64")\n", i, box_weight, median);
 -         split_box(s, box, i);
 - 
 -         box_id = get_next_box_id_to_split(s);
 -         box = box_id >= 0 ? &s->boxes[box_id] : NULL;
 -     }
 - 
 -     ratio = set_colorquant_ratio_meta(out, s->nb_boxes, s->nb_refs);
 -     av_log(ctx, AV_LOG_INFO, "%d%s colors generated out of %d colors; ratio=%f\n",
 -            s->nb_boxes, s->reserve_transparent ? "(+1)" : "", s->nb_refs, ratio);
 - 
 -     qsort(s->boxes, s->nb_boxes, sizeof(*s->boxes), cmp_color);
 - 
 -     write_palette(ctx, out);
 - 
 -     return out;
 - }
 - 
 - /**
 -  * Hashing function for the color.
 -  * It keeps the NBITS least significant bit of each component to make it
 -  * "random" even if the scene doesn't have much different colors.
 -  */
 - static inline unsigned color_hash(uint32_t color)
 - {
 -     const uint8_t r = color >> 16 & ((1<<NBITS)-1);
 -     const uint8_t g = color >>  8 & ((1<<NBITS)-1);
 -     const uint8_t b = color       & ((1<<NBITS)-1);
 -     return r<<(NBITS*2) | g<<NBITS | b;
 - }
 - 
 - /**
 -  * Locate the color in the hash table and increment its counter.
 -  */
 - static int color_inc(struct hist_node *hist, uint32_t color)
 - {
 -     int i;
 -     const unsigned hash = color_hash(color);
 -     struct hist_node *node = &hist[hash];
 -     struct color_ref *e;
 - 
 -     for (i = 0; i < node->nb_entries; i++) {
 -         e = &node->entries[i];
 -         if (e->color == color) {
 -             e->count++;
 -             return 0;
 -         }
 -     }
 - 
 -     e = av_dynarray2_add((void**)&node->entries, &node->nb_entries,
 -                          sizeof(*node->entries), NULL);
 -     if (!e)
 -         return AVERROR(ENOMEM);
 -     e->color = color;
 -     e->count = 1;
 -     return 1;
 - }
 - 
 - /**
 -  * Update histogram when pixels differ from previous frame.
 -  */
 - static int update_histogram_diff(struct hist_node *hist,
 -                                  const AVFrame *f1, const AVFrame *f2)
 - {
 -     int x, y, ret, nb_diff_colors = 0;
 - 
 -     for (y = 0; y < f1->height; y++) {
 -         const uint32_t *p = (const uint32_t *)(f1->data[0] + y*f1->linesize[0]);
 -         const uint32_t *q = (const uint32_t *)(f2->data[0] + y*f2->linesize[0]);
 - 
 -         for (x = 0; x < f1->width; x++) {
 -             if (p[x] == q[x])
 -                 continue;
 -             ret = color_inc(hist, p[x]);
 -             if (ret < 0)
 -                 return ret;
 -             nb_diff_colors += ret;
 -         }
 -     }
 -     return nb_diff_colors;
 - }
 - 
 - /**
 -  * Simple histogram of the frame.
 -  */
 - static int update_histogram_frame(struct hist_node *hist, const AVFrame *f)
 - {
 -     int x, y, ret, nb_diff_colors = 0;
 - 
 -     for (y = 0; y < f->height; y++) {
 -         const uint32_t *p = (const uint32_t *)(f->data[0] + y*f->linesize[0]);
 - 
 -         for (x = 0; x < f->width; x++) {
 -             ret = color_inc(hist, p[x]);
 -             if (ret < 0)
 -                 return ret;
 -             nb_diff_colors += ret;
 -         }
 -     }
 -     return nb_diff_colors;
 - }
 - 
 - /**
 -  * Update the histogram for each passing frame. No frame will be pushed here.
 -  */
 - static int filter_frame(AVFilterLink *inlink, AVFrame *in)
 - {
 -     AVFilterContext *ctx = inlink->dst;
 -     PaletteGenContext *s = ctx->priv;
 -     const int ret = s->prev_frame ? update_histogram_diff(s->histogram, s->prev_frame, in)
 -                                   : update_histogram_frame(s->histogram, in);
 - 
 -     if (ret > 0)
 -         s->nb_refs += ret;
 - 
 -     if (s->stats_mode == STATS_MODE_DIFF_FRAMES) {
 -         av_frame_free(&s->prev_frame);
 -         s->prev_frame = in;
 -     } else {
 -         av_frame_free(&in);
 -     }
 - 
 -     return ret;
 - }
 - 
 - /**
 -  * Returns only one frame at the end containing the full palette.
 -  */
 - static int request_frame(AVFilterLink *outlink)
 - {
 -     AVFilterContext *ctx = outlink->src;
 -     AVFilterLink *inlink = ctx->inputs[0];
 -     PaletteGenContext *s = ctx->priv;
 -     int r;
 - 
 -     r = ff_request_frame(inlink);
 -     if (r == AVERROR_EOF && !s->palette_pushed && s->nb_refs) {
 -         r = ff_filter_frame(outlink, get_palette_frame(ctx));
 -         s->palette_pushed = 1;
 -         return r;
 -     }
 -     return r;
 - }
 - 
 - /**
 -  * The output is one simple 16x16 squared-pixels palette.
 -  */
 - static int config_output(AVFilterLink *outlink)
 - {
 -     outlink->w = outlink->h = 16;
 -     outlink->sample_aspect_ratio = av_make_q(1, 1);
 -     return 0;
 - }
 - 
 - static av_cold void uninit(AVFilterContext *ctx)
 - {
 -     int i;
 -     PaletteGenContext *s = ctx->priv;
 - 
 -     for (i = 0; i < HIST_SIZE; i++)
 -         av_freep(&s->histogram[i].entries);
 -     av_freep(&s->refs);
 -     av_frame_free(&s->prev_frame);
 - }
 - 
 - static const AVFilterPad palettegen_inputs[] = {
 -     {
 -         .name         = "default",
 -         .type         = AVMEDIA_TYPE_VIDEO,
 -         .filter_frame = filter_frame,
 -     },
 -     { NULL }
 - };
 - 
 - static const AVFilterPad palettegen_outputs[] = {
 -     {
 -         .name          = "default",
 -         .type          = AVMEDIA_TYPE_VIDEO,
 -         .config_props  = config_output,
 -         .request_frame = request_frame,
 -     },
 -     { NULL }
 - };
 - 
 - AVFilter ff_vf_palettegen = {
 -     .name          = "palettegen",
 -     .description   = NULL_IF_CONFIG_SMALL("Find the optimal palette for a given stream."),
 -     .priv_size     = sizeof(PaletteGenContext),
 -     .uninit        = uninit,
 -     .query_formats = query_formats,
 -     .inputs        = palettegen_inputs,
 -     .outputs       = palettegen_outputs,
 -     .priv_class    = &palettegen_class,
 - };
 
 
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