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							- /*
 -  * Copyright (c) 2019 Paul B Mahol
 -  *
 -  * 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
 -  */
 - 
 - #include <float.h>
 - 
 - #include "libavutil/avassert.h"
 - #include "libavutil/audio_fifo.h"
 - #include "libavutil/avstring.h"
 - #include "libavutil/opt.h"
 - #include "avfilter.h"
 - #include "audio.h"
 - #include "formats.h"
 - 
 - #include "af_anlmdndsp.h"
 - 
 - #define WEIGHT_LUT_NBITS 20
 - #define WEIGHT_LUT_SIZE  (1<<WEIGHT_LUT_NBITS)
 - 
 - #define SQR(x) ((x) * (x))
 - 
 - typedef struct AudioNLMeansContext {
 -     const AVClass *class;
 - 
 -     float a;
 -     int64_t pd;
 -     int64_t rd;
 -     float m;
 -     int om;
 - 
 -     float pdiff_lut_scale;
 -     float weight_lut[WEIGHT_LUT_SIZE];
 - 
 -     int K;
 -     int S;
 -     int N;
 -     int H;
 - 
 -     int offset;
 -     AVFrame *in;
 -     AVFrame *cache;
 - 
 -     int64_t pts;
 - 
 -     AVAudioFifo *fifo;
 -     int eof_left;
 - 
 -     AudioNLMDNDSPContext dsp;
 - } AudioNLMeansContext;
 - 
 - enum OutModes {
 -     IN_MODE,
 -     OUT_MODE,
 -     NOISE_MODE,
 -     NB_MODES
 - };
 - 
 - #define OFFSET(x) offsetof(AudioNLMeansContext, x)
 - #define AF AV_OPT_FLAG_AUDIO_PARAM|AV_OPT_FLAG_FILTERING_PARAM
 - 
 - static const AVOption anlmdn_options[] = {
 -     { "s", "set denoising strength", OFFSET(a),  AV_OPT_TYPE_FLOAT,    {.dbl=0.00001},0.00001, 10, AF },
 -     { "p", "set patch duration",     OFFSET(pd), AV_OPT_TYPE_DURATION, {.i64=2000}, 1000, 100000, AF },
 -     { "r", "set research duration",  OFFSET(rd), AV_OPT_TYPE_DURATION, {.i64=6000}, 2000, 300000, AF },
 -     { "o", "set output mode",        OFFSET(om), AV_OPT_TYPE_INT,      {.i64=OUT_MODE},  0, NB_MODES-1, AF, "mode" },
 -     {  "i", "input",                 0,          AV_OPT_TYPE_CONST,    {.i64=IN_MODE},   0,  0, AF, "mode" },
 -     {  "o", "output",                0,          AV_OPT_TYPE_CONST,    {.i64=OUT_MODE},  0,  0, AF, "mode" },
 -     {  "n", "noise",                 0,          AV_OPT_TYPE_CONST,    {.i64=NOISE_MODE},0,  0, AF, "mode" },
 -     { "m", "set smooth factor",      OFFSET(m),  AV_OPT_TYPE_FLOAT,    {.dbl=11.},       1, 15, AF },
 -     { NULL }
 - };
 - 
 - AVFILTER_DEFINE_CLASS(anlmdn);
 - 
 - static int query_formats(AVFilterContext *ctx)
 - {
 -     AVFilterFormats *formats = NULL;
 -     AVFilterChannelLayouts *layouts = NULL;
 -     static const enum AVSampleFormat sample_fmts[] = {
 -         AV_SAMPLE_FMT_FLTP,
 -         AV_SAMPLE_FMT_NONE
 -     };
 -     int ret;
 - 
 -     formats = ff_make_format_list(sample_fmts);
 -     if (!formats)
 -         return AVERROR(ENOMEM);
 -     ret = ff_set_common_formats(ctx, formats);
 -     if (ret < 0)
 -         return ret;
 - 
 -     layouts = ff_all_channel_counts();
 -     if (!layouts)
 -         return AVERROR(ENOMEM);
 - 
 -     ret = ff_set_common_channel_layouts(ctx, layouts);
 -     if (ret < 0)
 -         return ret;
 - 
 -     formats = ff_all_samplerates();
 -     return ff_set_common_samplerates(ctx, formats);
 - }
 - 
 - static float compute_distance_ssd_c(const float *f1, const float *f2, ptrdiff_t K)
 - {
 -     float distance = 0.;
 - 
 -     for (int k = -K; k <= K; k++)
 -         distance += SQR(f1[k] - f2[k]);
 - 
 -     return distance;
 - }
 - 
 - static void compute_cache_c(float *cache, const float *f,
 -                             ptrdiff_t S, ptrdiff_t K,
 -                             ptrdiff_t i, ptrdiff_t jj)
 - {
 -     int v = 0;
 - 
 -     for (int j = jj; j < jj + S; j++, v++)
 -         cache[v] += -SQR(f[i - K - 1] - f[j - K - 1]) + SQR(f[i + K] - f[j + K]);
 - }
 - 
 - void ff_anlmdn_init(AudioNLMDNDSPContext *dsp)
 - {
 -     dsp->compute_distance_ssd = compute_distance_ssd_c;
 -     dsp->compute_cache        = compute_cache_c;
 - 
 -     if (ARCH_X86)
 -         ff_anlmdn_init_x86(dsp);
 - }
 - 
 - static int config_output(AVFilterLink *outlink)
 - {
 -     AVFilterContext *ctx = outlink->src;
 -     AudioNLMeansContext *s = ctx->priv;
 -     int ret;
 - 
 -     s->K = av_rescale(s->pd, outlink->sample_rate, AV_TIME_BASE);
 -     s->S = av_rescale(s->rd, outlink->sample_rate, AV_TIME_BASE);
 - 
 -     s->eof_left = -1;
 -     s->pts = AV_NOPTS_VALUE;
 -     s->H = s->K * 2 + 1;
 -     s->N = s->H + (s->K + s->S) * 2;
 - 
 -     av_log(ctx, AV_LOG_DEBUG, "K:%d S:%d H:%d N:%d\n", s->K, s->S, s->H, s->N);
 - 
 -     av_frame_free(&s->in);
 -     av_frame_free(&s->cache);
 -     s->in = ff_get_audio_buffer(outlink, s->N);
 -     if (!s->in)
 -         return AVERROR(ENOMEM);
 - 
 -     s->cache = ff_get_audio_buffer(outlink, s->S * 2);
 -     if (!s->cache)
 -         return AVERROR(ENOMEM);
 - 
 -     s->fifo = av_audio_fifo_alloc(outlink->format, outlink->channels, s->N);
 -     if (!s->fifo)
 -         return AVERROR(ENOMEM);
 - 
 -     ret = av_audio_fifo_write(s->fifo, (void **)s->in->extended_data, s->K + s->S);
 -     if (ret < 0)
 -         return ret;
 - 
 -     s->pdiff_lut_scale = 1.f / s->m * WEIGHT_LUT_SIZE;
 -     for (int i = 0; i < WEIGHT_LUT_SIZE; i++) {
 -         float w = -i / s->pdiff_lut_scale;
 - 
 -         s->weight_lut[i] = expf(w);
 -     }
 - 
 -     ff_anlmdn_init(&s->dsp);
 - 
 -     return 0;
 - }
 - 
 - static int filter_channel(AVFilterContext *ctx, void *arg, int ch, int nb_jobs)
 - {
 -     AudioNLMeansContext *s = ctx->priv;
 -     AVFrame *out = arg;
 -     const int S = s->S;
 -     const int K = s->K;
 -     const int om = s->om;
 -     const float *f = (const float *)(s->in->extended_data[ch]) + K;
 -     float *cache = (float *)s->cache->extended_data[ch];
 -     const float sw = (65536.f / (4 * K + 2)) / sqrtf(s->a);
 -     float *dst = (float *)out->extended_data[ch] + s->offset;
 -     const float smooth = s->m;
 - 
 -     for (int i = S; i < s->H + S; i++) {
 -         float P = 0.f, Q = 0.f;
 -         int v = 0;
 - 
 -         if (i == S) {
 -             for (int j = i - S; j <= i + S; j++) {
 -                 if (i == j)
 -                     continue;
 -                 cache[v++] = s->dsp.compute_distance_ssd(f + i, f + j, K);
 -             }
 -         } else {
 -             s->dsp.compute_cache(cache, f, S, K, i, i - S);
 -             s->dsp.compute_cache(cache + S, f, S, K, i, i + 1);
 -         }
 - 
 -         for (int j = 0; j < 2 * S && !ctx->is_disabled; j++) {
 -             const float distance = cache[j];
 -             unsigned weight_lut_idx;
 -             float w;
 - 
 -             if (distance < 0.f) {
 -                 cache[j] = 0.f;
 -                 continue;
 -             }
 -             w = distance * sw;
 -             if (w >= smooth)
 -                 continue;
 -             weight_lut_idx = w * s->pdiff_lut_scale;
 -             av_assert2(weight_lut_idx < WEIGHT_LUT_SIZE);
 -             w = s->weight_lut[weight_lut_idx];
 -             P += w * f[i - S + j + (j >= S)];
 -             Q += w;
 -         }
 - 
 -         P += f[i];
 -         Q += 1;
 - 
 -         switch (om) {
 -         case IN_MODE:    dst[i - S] = f[i];           break;
 -         case OUT_MODE:   dst[i - S] = P / Q;          break;
 -         case NOISE_MODE: dst[i - S] = f[i] - (P / Q); break;
 -         }
 -     }
 - 
 -     return 0;
 - }
 - 
 - static int filter_frame(AVFilterLink *inlink, AVFrame *in)
 - {
 -     AVFilterContext *ctx = inlink->dst;
 -     AVFilterLink *outlink = ctx->outputs[0];
 -     AudioNLMeansContext *s = ctx->priv;
 -     AVFrame *out = NULL;
 -     int available, wanted, ret;
 - 
 -     if (s->pts == AV_NOPTS_VALUE)
 -         s->pts = in->pts;
 - 
 -     ret = av_audio_fifo_write(s->fifo, (void **)in->extended_data,
 -                               in->nb_samples);
 -     av_frame_free(&in);
 - 
 -     s->offset = 0;
 -     available = av_audio_fifo_size(s->fifo);
 -     wanted = (available / s->H) * s->H;
 - 
 -     if (wanted >= s->H && available >= s->N) {
 -         out = ff_get_audio_buffer(outlink, wanted);
 -         if (!out)
 -             return AVERROR(ENOMEM);
 -     }
 - 
 -     while (available >= s->N) {
 -         ret = av_audio_fifo_peek(s->fifo, (void **)s->in->extended_data, s->N);
 -         if (ret < 0)
 -             break;
 - 
 -         ctx->internal->execute(ctx, filter_channel, out, NULL, inlink->channels);
 - 
 -         av_audio_fifo_drain(s->fifo, s->H);
 - 
 -         s->offset += s->H;
 -         available -= s->H;
 -     }
 - 
 -     if (out) {
 -         out->pts = s->pts;
 -         out->nb_samples = s->offset;
 -         if (s->eof_left >= 0) {
 -             out->nb_samples = FFMIN(s->eof_left, s->offset);
 -             s->eof_left -= out->nb_samples;
 -         }
 -         s->pts += s->offset;
 - 
 -         return ff_filter_frame(outlink, out);
 -     }
 - 
 -     return ret;
 - }
 - 
 - static int request_frame(AVFilterLink *outlink)
 - {
 -     AVFilterContext *ctx = outlink->src;
 -     AudioNLMeansContext *s = ctx->priv;
 -     int ret;
 - 
 -     ret = ff_request_frame(ctx->inputs[0]);
 - 
 -     if (ret == AVERROR_EOF && s->eof_left != 0) {
 -         AVFrame *in;
 - 
 -         if (s->eof_left < 0)
 -             s->eof_left = av_audio_fifo_size(s->fifo) - (s->S + s->K);
 -         if (s->eof_left <= 0)
 -             return AVERROR_EOF;
 -         in = ff_get_audio_buffer(outlink, s->H);
 -         if (!in)
 -             return AVERROR(ENOMEM);
 - 
 -         return filter_frame(ctx->inputs[0], in);
 -     }
 - 
 -     return ret;
 - }
 - 
 - static av_cold void uninit(AVFilterContext *ctx)
 - {
 -     AudioNLMeansContext *s = ctx->priv;
 - 
 -     av_audio_fifo_free(s->fifo);
 -     av_frame_free(&s->in);
 -     av_frame_free(&s->cache);
 - }
 - 
 - static int process_command(AVFilterContext *ctx, const char *cmd, const char *args,
 -                            char *res, int res_len, int flags)
 - {
 -     AudioNLMeansContext *s = ctx->priv;
 - 
 -     if (!strcmp(cmd, "s")) {
 -         float a;
 - 
 -         if (av_sscanf(args, "%f", &a) == 1)
 -             s->a = av_clipf(a, 0.00001, 10);
 -     } else if (!strcmp(cmd, "o")) {
 -         if (!strcmp(args, "i")) {
 -             s->om = IN_MODE;
 -         } else if (!strcmp(args, "o")) {
 -             s->om = OUT_MODE;
 -         } else if (!strcmp(args, "n")) {
 -             s->om = NOISE_MODE;
 -         }
 -     }
 - 
 -     return 0;
 - }
 - 
 - static const AVFilterPad inputs[] = {
 -     {
 -         .name         = "default",
 -         .type         = AVMEDIA_TYPE_AUDIO,
 -         .filter_frame = filter_frame,
 -     },
 -     { NULL }
 - };
 - 
 - static const AVFilterPad outputs[] = {
 -     {
 -         .name          = "default",
 -         .type          = AVMEDIA_TYPE_AUDIO,
 -         .config_props  = config_output,
 -         .request_frame = request_frame,
 -     },
 -     { NULL }
 - };
 - 
 - AVFilter ff_af_anlmdn = {
 -     .name          = "anlmdn",
 -     .description   = NULL_IF_CONFIG_SMALL("Reduce broadband noise from stream using Non-Local Means."),
 -     .query_formats = query_formats,
 -     .priv_size     = sizeof(AudioNLMeansContext),
 -     .priv_class    = &anlmdn_class,
 -     .uninit        = uninit,
 -     .inputs        = inputs,
 -     .outputs       = outputs,
 -     .process_command = process_command,
 -     .flags         = AVFILTER_FLAG_SUPPORT_TIMELINE_INTERNAL |
 -                      AVFILTER_FLAG_SLICE_THREADS,
 - };
 
 
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