1/*
2 * Opus encoder
3 * Copyright (c) 2017 Rostislav Pehlivanov <atomnuker@gmail.com>
4 *
5 * This file is part of FFmpeg.
6 *
7 * FFmpeg is free software; you can redistribute it and/or
8 * modify it under the terms of the GNU Lesser General Public
9 * License as published by the Free Software Foundation; either
10 * version 2.1 of the License, or (at your option) any later version.
11 *
12 * FFmpeg is distributed in the hope that it will be useful,
13 * but WITHOUT ANY WARRANTY; without even the implied warranty of
14 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
15 * Lesser General Public License for more details.
16 *
17 * You should have received a copy of the GNU Lesser General Public
18 * License along with FFmpeg; if not, write to the Free Software
19 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
20 */
21
22#include "opusenc_psy.h"
23#include "opus_pvq.h"
24#include "opustab.h"
25#include "mdct15.h"
26#include "libavutil/qsort.h"
27
28static float pvq_band_cost(CeltPVQ *pvq, CeltFrame *f, OpusRangeCoder *rc, int band,
29                           float *bits, float lambda)
30{
31    int i, b = 0;
32    uint32_t cm[2] = { (1 << f->blocks) - 1, (1 << f->blocks) - 1 };
33    const int band_size = ff_celt_freq_range[band] << f->size;
34    float buf[176 * 2], lowband_scratch[176], norm1[176], norm2[176];
35    float dist, cost, err_x = 0.0f, err_y = 0.0f;
36    float *X = buf;
37    float *X_orig = f->block[0].coeffs + (ff_celt_freq_bands[band] << f->size);
38    float *Y = (f->channels == 2) ? &buf[176] : NULL;
39    float *Y_orig = f->block[1].coeffs + (ff_celt_freq_bands[band] << f->size);
40    OPUS_RC_CHECKPOINT_SPAWN(rc);
41
42    memcpy(X, X_orig, band_size*sizeof(float));
43    if (Y)
44        memcpy(Y, Y_orig, band_size*sizeof(float));
45
46    f->remaining2 = ((f->framebits << 3) - f->anticollapse_needed) - opus_rc_tell_frac(rc) - 1;
47    if (band <= f->coded_bands - 1) {
48        int curr_balance = f->remaining / FFMIN(3, f->coded_bands - band);
49        b = av_clip_uintp2(FFMIN(f->remaining2 + 1, f->pulses[band] + curr_balance), 14);
50    }
51
52    if (f->dual_stereo) {
53        pvq->quant_band(pvq, f, rc, band, X, NULL, band_size, b / 2, f->blocks, NULL,
54                        f->size, norm1, 0, 1.0f, lowband_scratch, cm[0]);
55
56        pvq->quant_band(pvq, f, rc, band, Y, NULL, band_size, b / 2, f->blocks, NULL,
57                        f->size, norm2, 0, 1.0f, lowband_scratch, cm[1]);
58    } else {
59        pvq->quant_band(pvq, f, rc, band, X, Y, band_size, b, f->blocks, NULL, f->size,
60                        norm1, 0, 1.0f, lowband_scratch, cm[0] | cm[1]);
61    }
62
63    for (i = 0; i < band_size; i++) {
64        err_x += (X[i] - X_orig[i])*(X[i] - X_orig[i]);
65        if (Y)
66            err_y += (Y[i] - Y_orig[i])*(Y[i] - Y_orig[i]);
67    }
68
69    dist = sqrtf(err_x) + sqrtf(err_y);
70    cost = OPUS_RC_CHECKPOINT_BITS(rc)/8.0f;
71    *bits += cost;
72
73    OPUS_RC_CHECKPOINT_ROLLBACK(rc);
74
75    return lambda*dist*cost;
76}
77
78/* Populate metrics without taking into consideration neighbouring steps */
79static void step_collect_psy_metrics(OpusPsyContext *s, int index)
80{
81    int silence = 0, ch, i, j;
82    OpusPsyStep *st = s->steps[index];
83
84    st->index = index;
85
86    for (ch = 0; ch < s->avctx->ch_layout.nb_channels; ch++) {
87        const int lap_size = (1 << s->bsize_analysis);
88        for (i = 1; i <= FFMIN(lap_size, index); i++) {
89            const int offset = i*120;
90            AVFrame *cur = ff_bufqueue_peek(s->bufqueue, index - i);
91            memcpy(&s->scratch[offset], cur->extended_data[ch], cur->nb_samples*sizeof(float));
92        }
93        for (i = 0; i < lap_size; i++) {
94            const int offset = i*120 + lap_size;
95            AVFrame *cur = ff_bufqueue_peek(s->bufqueue, index + i);
96            memcpy(&s->scratch[offset], cur->extended_data[ch], cur->nb_samples*sizeof(float));
97        }
98
99        s->dsp->vector_fmul(s->scratch, s->scratch, s->window[s->bsize_analysis],
100                            (OPUS_BLOCK_SIZE(s->bsize_analysis) << 1));
101
102        s->mdct[s->bsize_analysis]->mdct(s->mdct[s->bsize_analysis], st->coeffs[ch], s->scratch, 1);
103
104        for (i = 0; i < CELT_MAX_BANDS; i++)
105            st->bands[ch][i] = &st->coeffs[ch][ff_celt_freq_bands[i] << s->bsize_analysis];
106    }
107
108    for (ch = 0; ch < s->avctx->ch_layout.nb_channels; ch++) {
109        for (i = 0; i < CELT_MAX_BANDS; i++) {
110            float avg_c_s, energy = 0.0f, dist_dev = 0.0f;
111            const int range = ff_celt_freq_range[i] << s->bsize_analysis;
112            const float *coeffs = st->bands[ch][i];
113            for (j = 0; j < range; j++)
114                energy += coeffs[j]*coeffs[j];
115
116            st->energy[ch][i] += sqrtf(energy);
117            silence |= !!st->energy[ch][i];
118            avg_c_s = energy / range;
119
120            for (j = 0; j < range; j++) {
121                const float c_s = coeffs[j]*coeffs[j];
122                dist_dev += (avg_c_s - c_s)*(avg_c_s - c_s);
123            }
124
125            st->tone[ch][i] += sqrtf(dist_dev);
126        }
127    }
128
129    st->silence = !silence;
130
131    if (s->avctx->ch_layout.nb_channels > 1) {
132        for (i = 0; i < CELT_MAX_BANDS; i++) {
133            float incompat = 0.0f;
134            const float *coeffs1 = st->bands[0][i];
135            const float *coeffs2 = st->bands[1][i];
136            const int range = ff_celt_freq_range[i] << s->bsize_analysis;
137            for (j = 0; j < range; j++)
138                incompat += (coeffs1[j] - coeffs2[j])*(coeffs1[j] - coeffs2[j]);
139            st->stereo[i] = sqrtf(incompat);
140        }
141    }
142
143    for (ch = 0; ch < s->avctx->ch_layout.nb_channels; ch++) {
144        for (i = 0; i < CELT_MAX_BANDS; i++) {
145            OpusBandExcitation *ex = &s->ex[ch][i];
146            float bp_e = bessel_filter(&s->bfilter_lo[ch][i], st->energy[ch][i]);
147            bp_e = bessel_filter(&s->bfilter_hi[ch][i], bp_e);
148            bp_e *= bp_e;
149            if (bp_e > ex->excitation) {
150                st->change_amp[ch][i] = bp_e - ex->excitation;
151                st->total_change += st->change_amp[ch][i];
152                ex->excitation = ex->excitation_init = bp_e;
153                ex->excitation_dist = 0.0f;
154            }
155            if (ex->excitation > 0.0f) {
156                ex->excitation -= av_clipf((1/expf(ex->excitation_dist)), ex->excitation_init/20, ex->excitation_init/1.09);
157                ex->excitation = FFMAX(ex->excitation, 0.0f);
158                ex->excitation_dist += 1.0f;
159            }
160        }
161    }
162}
163
164static void search_for_change_points(OpusPsyContext *s, float tgt_change,
165                                     int offset_s, int offset_e, int resolution,
166                                     int level)
167{
168    int i;
169    float c_change = 0.0f;
170    if ((offset_e - offset_s) <= resolution)
171        return;
172    for (i = offset_s; i < offset_e; i++) {
173        c_change += s->steps[i]->total_change;
174        if (c_change > tgt_change)
175            break;
176    }
177    if (i == offset_e)
178        return;
179    search_for_change_points(s, tgt_change / 2.0f, offset_s, i + 0, resolution, level + 1);
180    s->inflection_points[s->inflection_points_count++] = i;
181    search_for_change_points(s, tgt_change / 2.0f, i + 1, offset_e, resolution, level + 1);
182}
183
184static int flush_silent_frames(OpusPsyContext *s)
185{
186    int fsize, silent_frames;
187
188    for (silent_frames = 0; silent_frames < s->buffered_steps; silent_frames++)
189        if (!s->steps[silent_frames]->silence)
190            break;
191    if (--silent_frames < 0)
192        return 0;
193
194    for (fsize = CELT_BLOCK_960; fsize > CELT_BLOCK_120; fsize--) {
195        if ((1 << fsize) > silent_frames)
196            continue;
197        s->p.frames = FFMIN(silent_frames / (1 << fsize), 48 >> fsize);
198        s->p.framesize = fsize;
199        return 1;
200    }
201
202    return 0;
203}
204
205/* Main function which decides frame size and frames per current packet */
206static void psy_output_groups(OpusPsyContext *s)
207{
208    int max_delay_samples = (s->options->max_delay_ms*s->avctx->sample_rate)/1000;
209    int max_bsize = FFMIN(OPUS_SAMPLES_TO_BLOCK_SIZE(max_delay_samples), CELT_BLOCK_960);
210
211    /* These don't change for now */
212    s->p.mode      = OPUS_MODE_CELT;
213    s->p.bandwidth = OPUS_BANDWIDTH_FULLBAND;
214
215    /* Flush silent frames ASAP */
216    if (s->steps[0]->silence && flush_silent_frames(s))
217        return;
218
219    s->p.framesize = FFMIN(max_bsize, CELT_BLOCK_960);
220    s->p.frames    = 1;
221}
222
223int ff_opus_psy_process(OpusPsyContext *s, OpusPacketInfo *p)
224{
225    int i;
226    float total_energy_change = 0.0f;
227
228    if (s->buffered_steps < s->max_steps && !s->eof) {
229        const int awin = (1 << s->bsize_analysis);
230        if (++s->steps_to_process >= awin) {
231            step_collect_psy_metrics(s, s->buffered_steps - awin + 1);
232            s->steps_to_process = 0;
233        }
234        if ((++s->buffered_steps) < s->max_steps)
235            return 1;
236    }
237
238    for (i = 0; i < s->buffered_steps; i++)
239        total_energy_change += s->steps[i]->total_change;
240
241    search_for_change_points(s, total_energy_change / 2.0f, 0,
242                             s->buffered_steps, 1, 0);
243
244    psy_output_groups(s);
245
246    p->frames    = s->p.frames;
247    p->framesize = s->p.framesize;
248    p->mode      = s->p.mode;
249    p->bandwidth = s->p.bandwidth;
250
251    return 0;
252}
253
254void ff_opus_psy_celt_frame_init(OpusPsyContext *s, CeltFrame *f, int index)
255{
256    int i, neighbouring_points = 0, start_offset = 0;
257    int radius = (1 << s->p.framesize), step_offset = radius*index;
258    int silence = 1;
259
260    f->start_band = (s->p.mode == OPUS_MODE_HYBRID) ? 17 : 0;
261    f->end_band   = ff_celt_band_end[s->p.bandwidth];
262    f->channels   = s->avctx->ch_layout.nb_channels;
263    f->size       = s->p.framesize;
264
265    for (i = 0; i < (1 << f->size); i++)
266        silence &= s->steps[index*(1 << f->size) + i]->silence;
267
268    f->silence = silence;
269    if (f->silence) {
270        f->framebits = 0; /* Otherwise the silence flag eats up 16(!) bits */
271        return;
272    }
273
274    for (i = 0; i < s->inflection_points_count; i++) {
275        if (s->inflection_points[i] >= step_offset) {
276            start_offset = i;
277            break;
278        }
279    }
280
281    for (i = start_offset; i < FFMIN(radius, s->inflection_points_count - start_offset); i++) {
282        if (s->inflection_points[i] < (step_offset + radius)) {
283            neighbouring_points++;
284        }
285    }
286
287    /* Transient flagging */
288    f->transient = neighbouring_points > 0;
289    f->blocks = f->transient ? OPUS_BLOCK_SIZE(s->p.framesize)/CELT_OVERLAP : 1;
290
291    /* Some sane defaults */
292    f->pfilter   = 0;
293    f->pf_gain   = 0.5f;
294    f->pf_octave = 2;
295    f->pf_period = 1;
296    f->pf_tapset = 2;
297
298    /* More sane defaults */
299    f->tf_select = 0;
300    f->anticollapse = 1;
301    f->alloc_trim = 5;
302    f->skip_band_floor = f->end_band;
303    f->intensity_stereo = f->end_band;
304    f->dual_stereo = 0;
305    f->spread = CELT_SPREAD_NORMAL;
306    memset(f->tf_change, 0, sizeof(int)*CELT_MAX_BANDS);
307    memset(f->alloc_boost, 0, sizeof(int)*CELT_MAX_BANDS);
308}
309
310static void celt_gauge_psy_weight(OpusPsyContext *s, OpusPsyStep **start,
311                                  CeltFrame *f_out)
312{
313    int i, f, ch;
314    int frame_size = OPUS_BLOCK_SIZE(s->p.framesize);
315    float rate, frame_bits = 0;
316
317    /* Used for the global ROTATE flag */
318    float tonal = 0.0f;
319
320    /* Pseudo-weights */
321    float band_score[CELT_MAX_BANDS] = { 0 };
322    float max_score = 1.0f;
323
324    /* Pass one - one loop around each band, computing unquant stuff */
325    for (i = 0; i < CELT_MAX_BANDS; i++) {
326        float weight = 0.0f;
327        float tonal_contrib = 0.0f;
328        for (f = 0; f < (1 << s->p.framesize); f++) {
329            weight = start[f]->stereo[i];
330            for (ch = 0; ch < s->avctx->ch_layout.nb_channels; ch++) {
331                weight += start[f]->change_amp[ch][i] + start[f]->tone[ch][i] + start[f]->energy[ch][i];
332                tonal_contrib += start[f]->tone[ch][i];
333            }
334        }
335        tonal += tonal_contrib;
336        band_score[i] = weight;
337    }
338
339    tonal /= (float)CELT_MAX_BANDS;
340
341    for (i = 0; i < CELT_MAX_BANDS; i++) {
342        if (band_score[i] > max_score)
343            max_score = band_score[i];
344    }
345
346    for (i = 0; i < CELT_MAX_BANDS; i++) {
347        f_out->alloc_boost[i] = (int)((band_score[i]/max_score)*3.0f);
348        frame_bits += band_score[i]*8.0f;
349    }
350
351    tonal /= 1333136.0f;
352    f_out->spread = av_clip_uintp2(lrintf(tonal), 2);
353
354    rate = ((float)s->avctx->bit_rate) + frame_bits*frame_size*16;
355    rate *= s->lambda;
356    rate /= s->avctx->sample_rate/frame_size;
357
358    f_out->framebits = lrintf(rate);
359    f_out->framebits = FFMIN(f_out->framebits, OPUS_MAX_PACKET_SIZE*8);
360    f_out->framebits = FFALIGN(f_out->framebits, 8);
361}
362
363static int bands_dist(OpusPsyContext *s, CeltFrame *f, float *total_dist)
364{
365    int i, tdist = 0.0f;
366    OpusRangeCoder dump;
367
368    ff_opus_rc_enc_init(&dump);
369    ff_celt_bitalloc(f, &dump, 1);
370
371    for (i = 0; i < CELT_MAX_BANDS; i++) {
372        float bits = 0.0f;
373        float dist = pvq_band_cost(f->pvq, f, &dump, i, &bits, s->lambda);
374        tdist += dist;
375    }
376
377    *total_dist = tdist;
378
379    return 0;
380}
381
382static void celt_search_for_dual_stereo(OpusPsyContext *s, CeltFrame *f)
383{
384    float td1, td2;
385    f->dual_stereo = 0;
386
387    if (s->avctx->ch_layout.nb_channels < 2)
388        return;
389
390    bands_dist(s, f, &td1);
391    f->dual_stereo = 1;
392    bands_dist(s, f, &td2);
393
394    f->dual_stereo = td2 < td1;
395    s->dual_stereo_used += td2 < td1;
396}
397
398static void celt_search_for_intensity(OpusPsyContext *s, CeltFrame *f)
399{
400    int i, best_band = CELT_MAX_BANDS - 1;
401    float dist, best_dist = FLT_MAX;
402    /* TODO: fix, make some heuristic up here using the lambda value */
403    float end_band = 0;
404
405    if (s->avctx->ch_layout.nb_channels < 2)
406        return;
407
408    for (i = f->end_band; i >= end_band; i--) {
409        f->intensity_stereo = i;
410        bands_dist(s, f, &dist);
411        if (best_dist > dist) {
412            best_dist = dist;
413            best_band = i;
414        }
415    }
416
417    f->intensity_stereo = best_band;
418    s->avg_is_band = (s->avg_is_band + f->intensity_stereo)/2.0f;
419}
420
421static int celt_search_for_tf(OpusPsyContext *s, OpusPsyStep **start, CeltFrame *f)
422{
423    int i, j, k, cway, config[2][CELT_MAX_BANDS] = { { 0 } };
424    float score[2] = { 0 };
425
426    for (cway = 0; cway < 2; cway++) {
427        int mag[2];
428        int base = f->transient ? 120 : 960;
429
430        for (i = 0; i < 2; i++) {
431            int c = ff_celt_tf_select[f->size][f->transient][cway][i];
432            mag[i] = c < 0 ? base >> FFABS(c) : base << FFABS(c);
433        }
434
435        for (i = 0; i < CELT_MAX_BANDS; i++) {
436            float iscore0 = 0.0f;
437            float iscore1 = 0.0f;
438            for (j = 0; j < (1 << f->size); j++) {
439                for (k = 0; k < s->avctx->ch_layout.nb_channels; k++) {
440                    iscore0 += start[j]->tone[k][i]*start[j]->change_amp[k][i]/mag[0];
441                    iscore1 += start[j]->tone[k][i]*start[j]->change_amp[k][i]/mag[1];
442                }
443            }
444            config[cway][i] = FFABS(iscore0 - 1.0f) < FFABS(iscore1 - 1.0f);
445            score[cway] += config[cway][i] ? iscore1 : iscore0;
446        }
447    }
448
449    f->tf_select = score[0] < score[1];
450    memcpy(f->tf_change, config[f->tf_select], sizeof(int)*CELT_MAX_BANDS);
451
452    return 0;
453}
454
455int ff_opus_psy_celt_frame_process(OpusPsyContext *s, CeltFrame *f, int index)
456{
457    int start_transient_flag = f->transient;
458    OpusPsyStep **start = &s->steps[index * (1 << s->p.framesize)];
459
460    if (f->silence)
461        return 0;
462
463    celt_gauge_psy_weight(s, start, f);
464    celt_search_for_intensity(s, f);
465    celt_search_for_dual_stereo(s, f);
466    celt_search_for_tf(s, start, f);
467
468    if (f->transient != start_transient_flag) {
469        f->blocks = f->transient ? OPUS_BLOCK_SIZE(s->p.framesize)/CELT_OVERLAP : 1;
470        s->redo_analysis = 1;
471        return 1;
472    }
473
474    s->redo_analysis = 0;
475
476    return 0;
477}
478
479void ff_opus_psy_postencode_update(OpusPsyContext *s, CeltFrame *f, OpusRangeCoder *rc)
480{
481    int i, frame_size = OPUS_BLOCK_SIZE(s->p.framesize);
482    int steps_out = s->p.frames*(frame_size/120);
483    void *tmp[FF_BUFQUEUE_SIZE];
484    float ideal_fbits;
485
486    for (i = 0; i < steps_out; i++)
487        memset(s->steps[i], 0, sizeof(OpusPsyStep));
488
489    for (i = 0; i < s->max_steps; i++)
490        tmp[i] = s->steps[i];
491
492    for (i = 0; i < s->max_steps; i++) {
493        const int i_new = i - steps_out;
494        s->steps[i_new < 0 ? s->max_steps + i_new : i_new] = tmp[i];
495    }
496
497    for (i = steps_out; i < s->buffered_steps; i++)
498        s->steps[i]->index -= steps_out;
499
500    ideal_fbits = s->avctx->bit_rate/(s->avctx->sample_rate/frame_size);
501
502    for (i = 0; i < s->p.frames; i++) {
503        s->avg_is_band += f[i].intensity_stereo;
504        s->lambda *= ideal_fbits / f[i].framebits;
505    }
506
507    s->avg_is_band /= (s->p.frames + 1);
508
509    s->cs_num = 0;
510    s->steps_to_process = 0;
511    s->buffered_steps -= steps_out;
512    s->total_packets_out += s->p.frames;
513    s->inflection_points_count = 0;
514}
515
516av_cold int ff_opus_psy_init(OpusPsyContext *s, AVCodecContext *avctx,
517                             struct FFBufQueue *bufqueue, OpusEncOptions *options)
518{
519    int i, ch, ret;
520
521    s->redo_analysis = 0;
522    s->lambda = 1.0f;
523    s->options = options;
524    s->avctx = avctx;
525    s->bufqueue = bufqueue;
526    s->max_steps = ceilf(s->options->max_delay_ms/2.5f);
527    s->bsize_analysis = CELT_BLOCK_960;
528    s->avg_is_band = CELT_MAX_BANDS - 1;
529    s->inflection_points_count = 0;
530
531    s->inflection_points = av_mallocz(sizeof(*s->inflection_points)*s->max_steps);
532    if (!s->inflection_points) {
533        ret = AVERROR(ENOMEM);
534        goto fail;
535    }
536
537    s->dsp = avpriv_float_dsp_alloc(avctx->flags & AV_CODEC_FLAG_BITEXACT);
538    if (!s->dsp) {
539        ret = AVERROR(ENOMEM);
540        goto fail;
541    }
542
543    for (ch = 0; ch < s->avctx->ch_layout.nb_channels; ch++) {
544        for (i = 0; i < CELT_MAX_BANDS; i++) {
545            bessel_init(&s->bfilter_hi[ch][i], 1.0f, 19.0f, 100.0f, 1);
546            bessel_init(&s->bfilter_lo[ch][i], 1.0f, 20.0f, 100.0f, 0);
547        }
548    }
549
550    for (i = 0; i < s->max_steps; i++) {
551        s->steps[i] = av_mallocz(sizeof(OpusPsyStep));
552        if (!s->steps[i]) {
553            ret = AVERROR(ENOMEM);
554            goto fail;
555        }
556    }
557
558    for (i = 0; i < CELT_BLOCK_NB; i++) {
559        float tmp;
560        const int len = OPUS_BLOCK_SIZE(i);
561        s->window[i] = av_malloc(2*len*sizeof(float));
562        if (!s->window[i]) {
563            ret = AVERROR(ENOMEM);
564            goto fail;
565        }
566        generate_window_func(s->window[i], 2*len, WFUNC_SINE, &tmp);
567        if ((ret = ff_mdct15_init(&s->mdct[i], 0, i + 3, 68 << (CELT_BLOCK_NB - 1 - i))))
568            goto fail;
569    }
570
571    return 0;
572
573fail:
574    av_freep(&s->inflection_points);
575    av_freep(&s->dsp);
576
577    for (i = 0; i < CELT_BLOCK_NB; i++) {
578        ff_mdct15_uninit(&s->mdct[i]);
579        av_freep(&s->window[i]);
580    }
581
582    for (i = 0; i < s->max_steps; i++)
583        av_freep(&s->steps[i]);
584
585    return ret;
586}
587
588void ff_opus_psy_signal_eof(OpusPsyContext *s)
589{
590    s->eof = 1;
591}
592
593av_cold int ff_opus_psy_end(OpusPsyContext *s)
594{
595    int i;
596
597    av_freep(&s->inflection_points);
598    av_freep(&s->dsp);
599
600    for (i = 0; i < CELT_BLOCK_NB; i++) {
601        ff_mdct15_uninit(&s->mdct[i]);
602        av_freep(&s->window[i]);
603    }
604
605    for (i = 0; i < s->max_steps; i++)
606        av_freep(&s->steps[i]);
607
608    av_log(s->avctx, AV_LOG_INFO, "Average Intensity Stereo band: %0.1f\n", s->avg_is_band);
609    av_log(s->avctx, AV_LOG_INFO, "Dual Stereo used: %0.2f%%\n", ((float)s->dual_stereo_used/s->total_packets_out)*100.0f);
610
611    return 0;
612}
613