ref: b9912f7eb3455926987434db5e3dc97e1a24c1e9
dir: /dnn/fargan_demo.c/
/* Copyright (c) 2018 Mozilla */
/*
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions
are met:
- Redistributions of source code must retain the above copyright
notice, this list of conditions and the following disclaimer.
- Redistributions in binary form must reproduce the above copyright
notice, this list of conditions and the following disclaimer in the
documentation and/or other materials provided with the distribution.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION OR
CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
#ifdef HAVE_CONFIG_H
#include "config.h"
#endif
#include <math.h>
#include <stdio.h>
#include <string.h>
#include <stdlib.h>
#include "arch.h"
#include "lpcnet.h"
#include "freq.h"
#include "os_support.h"
#include "fargan.h"
#include "cpu_support.h"
#include "dred_rdovae_dec.h"
#include "dred_rdovae_dec_data.h"
#include "dred_rdovae_stats_data.h"
#include "entdec.h"
#ifdef USE_WEIGHTS_FILE
# if __unix__
# include <fcntl.h>
# include <sys/mman.h>
# include <unistd.h>
# include <sys/stat.h>
/* When available, mmap() is preferable to reading the file, as it leads to
better resource utilization, especially if multiple processes are using the same
file (mapping will be shared in cache). */
void *load_blob(const char *filename, int *len) {
int fd;
void *data;
struct stat st;
if (stat(filename, &st)) {
*len = 0;
return NULL;
}
*len = st.st_size;
fd = open(filename, O_RDONLY);
if (fd<0) {
*len = 0;
return NULL;
}
data = mmap(NULL, *len, PROT_READ, MAP_SHARED, fd, 0);
if (data == MAP_FAILED) {
*len = 0;
data = NULL;
}
close(fd);
return data;
}
void free_blob(void *blob, int len) {
if (blob) munmap(blob, len);
}
# else
void *load_blob(const char *filename, int *len) {
FILE *file;
void *data;
file = fopen(filename, "r");
if (file == NULL)
{
perror("could not open blob file");
*len = 0;
return NULL;
}
fseek(file, 0L, SEEK_END);
*len = ftell(file);
fseek(file, 0L, SEEK_SET);
if (*len <= 0) {
*len = 0;
return NULL;
}
data = malloc(*len);
if (!data) {
*len = 0;
return NULL;
}
*len = fread(data, 1, *len, file);
return data;
}
void free_blob(void *blob, int len) {
free(blob);
(void)len;
}
# endif
#endif
#define MODE_FEATURES 2
/*#define MODE_SYNTHESIS 3*/
/*#define MODE_ADDLPC 5*/
/*#define MODE_FWGAN_SYNTHESIS 6*/
#define MODE_FARGAN_SYNTHESIS 7
#define MODE_DRED_DECODING 8
#define DRED_CHUNKS 50
#define MAX_DRED_PACKET 100000
void usage(void) {
fprintf(stderr, "usage: lpcnet_demo -features <input.pcm> <features.f32>\n");
fprintf(stderr, " lpcnet_demo -fargan-synthesis <features.f32> <output.pcm>\n");
fprintf(stderr, " lpcnet_demo -addlpc <features_without_lpc.f32> <features_with_lpc.lpc>\n\n");
fprintf(stderr, " plc_options:\n");
fprintf(stderr, " causal: normal (causal) PLC\n");
fprintf(stderr, " codec: normal (causal) PLC without cross-fade (will glitch)\n");
exit(1);
}
void dred_decode_latents(ec_dec *dec, float *x, const opus_uint8 *scale, const opus_uint8 *r, const opus_uint8 *p0, int dim);
static opus_uint32 char_to_int(unsigned char ch[4])
{
return ((opus_uint32)ch[0]<<24) | ((opus_uint32)ch[1]<<16)
| ((opus_uint32)ch[2]<< 8) | (opus_uint32)ch[3];
}
int main(int argc, char **argv) {
int mode=0;
int arch;
FILE *fin, *fout;
int q0=-1;
#ifdef USE_WEIGHTS_FILE
int len;
void *data;
const char *filename = "weights_blob.bin";
#endif
arch = opus_select_arch();
if (argc < 4) usage();
if (strcmp(argv[1], "-features") == 0) mode=MODE_FEATURES;
else if (strcmp(argv[1], "-fargan-synthesis") == 0) mode=MODE_FARGAN_SYNTHESIS;
else if (strcmp(argv[1], "-dred-decoding") == 0) {
mode=MODE_DRED_DECODING;
} else {
usage();
}
if (argc != 4) usage();
fin = fopen(argv[2], "rb");
if (fin == NULL) {
fprintf(stderr, "Can't open %s\n", argv[2]);
exit(1);
}
fout = fopen(argv[3], "wb");
if (fout == NULL) {
fprintf(stderr, "Can't open %s\n", argv[3]);
exit(1);
}
#ifdef USE_WEIGHTS_FILE
data = load_blob(filename, &len);
if (data==NULL) {
fprintf(stderr, "Can't open blob file %s\n", filename);
exit(1);
}
#endif
if (mode == MODE_FEATURES) {
LPCNetEncState *net;
net = lpcnet_encoder_create();
while (1) {
float features[NB_TOTAL_FEATURES];
opus_int16 pcm[LPCNET_FRAME_SIZE];
size_t ret;
ret = fread(pcm, sizeof(pcm[0]), LPCNET_FRAME_SIZE, fin);
if (feof(fin) || ret != LPCNET_FRAME_SIZE) break;
lpcnet_compute_single_frame_features(net, pcm, features, arch);
fwrite(features, sizeof(float), NB_FEATURES, fout);
}
lpcnet_encoder_destroy(net);
} else if (mode == MODE_FARGAN_SYNTHESIS) {
FARGANState fargan;
size_t ret, i;
int skip = LPCNET_FRAME_SIZE/2;
int stop=0;
float in_features[5*NB_FEATURES];
float zeros[320] = {0};
fargan_init(&fargan);
#ifdef USE_WEIGHTS_FILE
fargan_load_model(&fargan, data, len);
#endif
/* uncomment the following to align with Python code */
ret = fread(&in_features[0], sizeof(in_features[0]), NB_FEATURES, fin);
for (i=1;i<5;i++) {
OPUS_COPY(&in_features[i*NB_FEATURES], &in_features[0], NB_FEATURES);
}
fargan_cont(&fargan, zeros, in_features);
while (1) {
float features[NB_FEATURES];
float fpcm[LPCNET_FRAME_SIZE];
opus_int16 pcm[LPCNET_FRAME_SIZE];
ret = fread(in_features, sizeof(features[0]), NB_FEATURES, fin);
if (stop || feof(fin) || ret != NB_FEATURES) {
stop++;
} else {
OPUS_COPY(features, in_features, NB_FEATURES);
}
fargan_synthesize(&fargan, fpcm, features);
for (i=0;i<LPCNET_FRAME_SIZE;i++) pcm[i] = (int)floor(.5 + MIN32(32767, MAX32(-32767, 32768.f*fpcm[i])));
if (stop==2) {
fwrite(pcm+skip, sizeof(pcm[0]), LPCNET_FRAME_SIZE/2, fout);
break;
}
fwrite(pcm+skip, sizeof(pcm[0]), LPCNET_FRAME_SIZE-skip, fout);
skip=0;
}
#ifdef ENABLE_DRED
} else if (mode == MODE_DRED_DECODING) {
size_t ret;
int i;
float features[2*DRED_CHUNKS*DRED_NUM_FEATURES];
float latents[DRED_CHUNKS*DRED_LATENT_DIM];
float initial_state[DRED_STATE_DIM];
ec_dec dec;
unsigned char bits[MAX_DRED_PACKET];
RDOVAEDecState rdovae_dec;
RDOVAEDec rdovae_dec_model;
#ifdef USE_WEIGHTS_FILE
WeightArray *rdovaedec_arrays;
parse_weights(&rdovaedec_arrays, data, len);
#endif
init_rdovaedec(&rdovae_dec_model, rdovaedec_arrays);
while (1) {
unsigned char ch[4];
int nb_bytes;
int nb_chunks;
int state_qoffset;
ret = fread(ch, 4, 1, fin);
if (feof(fin) || ret != 1) break;
q0 = char_to_int(ch);
state_qoffset = q0*DRED_STATE_DIM;
ret = fread(ch, 4, 1, fin);
if (feof(fin) || ret != 1) break;
nb_chunks = char_to_int(ch);
ret = fread(ch, 4, 1, fin);
if (feof(fin) || ret != 1) break;
nb_bytes = char_to_int(ch);
if (nb_bytes > MAX_DRED_PACKET) {
fprintf(stderr, "packet too big: %d\n", nb_bytes);
exit(1);
}
ret = fread(bits, 1, nb_bytes, fin);
if (feof(fin) || (int)ret != nb_bytes) break;
ec_dec_init(&dec, bits, nb_bytes);
memset(&rdovae_dec, 0, sizeof(rdovae_dec));
dred_decode_latents(
&dec,
initial_state,
dred_state_quant_scales_q8 + state_qoffset,
dred_state_r_q8 + state_qoffset,
dred_state_p0_q8 + state_qoffset,
DRED_STATE_DIM);
dred_rdovae_dec_init_states(&rdovae_dec, &rdovae_dec_model, initial_state, arch);
for (i=nb_chunks-1;i>=0;i-=2) {
int k;
float dec_tmp[4*DRED_NUM_FEATURES];
int offset = q0 * DRED_LATENT_DIM;
dred_decode_latents(
&dec,
&latents[i*DRED_LATENT_DIM],
dred_latent_quant_scales_q8 + offset,
dred_latent_r_q8 + offset,
dred_latent_p0_q8 + offset,
DRED_LATENT_DIM
);
dred_rdovae_decode_qframe(
&rdovae_dec,
&rdovae_dec_model,
dec_tmp,
&latents[i*DRED_LATENT_DIM],
arch);
for (k=0;k<4;k++) {
OPUS_COPY(&features[(2*i-2+k)*DRED_NUM_FEATURES], &dec_tmp[(3-k)*DRED_NUM_FEATURES], DRED_NUM_FEATURES);
}
}
for (i=0;i<nb_chunks;i++) {
fwrite(&features[2*i*DRED_NUM_FEATURES], sizeof(float), NB_FEATURES, fout);
fwrite(&features[(2*i+1)*DRED_NUM_FEATURES], sizeof(float), NB_FEATURES, fout);
}
}
#endif
} else {
fprintf(stderr, "unknown action\n");
}
fclose(fin);
fclose(fout);
#ifdef USE_WEIGHTS_FILE
free_blob(data, len);
#endif
return 0;
}