#ifdef HAVE_CONFIG_H
#include "config.h"
#endif
#include "dred_rdovae_dec.h"
#include "dred_rdovae_constants.h"
#include "os_support.h"
static void conv1_cond_init(float *mem, int len, int dilation, int *init)
{
if (!*init) {
int i;
for (i=0;i<dilation;i++) OPUS_CLEAR(&mem[i*len], len);
}
*init = 1;
}
void DRED_rdovae_decode_all(const RDOVAEDec *model, float *features, const float *state, const float *latents, int nb_latents, int arch)
{
int i;
RDOVAEDecState dec;
memset(&dec, 0, sizeof(dec));
dred_rdovae_dec_init_states(&dec, model, state, arch);
for (i = 0; i < 2*nb_latents; i += 2)
{
dred_rdovae_decode_qframe(
&dec,
model,
&features[2*i*DRED_NUM_FEATURES],
&latents[(i/2)*DRED_LATENT_DIM],
arch);
}
}
void dred_rdovae_dec_init_states(
RDOVAEDecState *h,
const RDOVAEDec *model,
const float *initial_state,
int arch
)
{
float hidden[DEC_HIDDEN_INIT_OUT_SIZE];
float state_init[DEC_GRU1_STATE_SIZE+DEC_GRU2_STATE_SIZE+DEC_GRU3_STATE_SIZE+DEC_GRU4_STATE_SIZE+DEC_GRU5_STATE_SIZE];
int counter=0;
compute_generic_dense(&model->dec_hidden_init, hidden, initial_state, ACTIVATION_TANH, arch);
compute_generic_dense(&model->dec_gru_init, state_init, hidden, ACTIVATION_TANH, arch);
OPUS_COPY(h->gru1_state, state_init, DEC_GRU1_STATE_SIZE);
counter += DEC_GRU1_STATE_SIZE;
OPUS_COPY(h->gru2_state, &state_init[counter], DEC_GRU2_STATE_SIZE);
counter += DEC_GRU2_STATE_SIZE;
OPUS_COPY(h->gru3_state, &state_init[counter], DEC_GRU3_STATE_SIZE);
counter += DEC_GRU3_STATE_SIZE;
OPUS_COPY(h->gru4_state, &state_init[counter], DEC_GRU4_STATE_SIZE);
counter += DEC_GRU4_STATE_SIZE;
OPUS_COPY(h->gru5_state, &state_init[counter], DEC_GRU5_STATE_SIZE);
h->initialized = 0;
}
void dred_rdovae_decode_qframe(
RDOVAEDecState *dec_state,
const RDOVAEDec *model,
float *qframe,
const float *input,
int arch
)
{
float buffer[DEC_DENSE1_OUT_SIZE + DEC_GRU1_OUT_SIZE + DEC_GRU2_OUT_SIZE + DEC_GRU3_OUT_SIZE + DEC_GRU4_OUT_SIZE + DEC_GRU5_OUT_SIZE
+ DEC_CONV1_OUT_SIZE + DEC_CONV2_OUT_SIZE + DEC_CONV3_OUT_SIZE + DEC_CONV4_OUT_SIZE + DEC_CONV5_OUT_SIZE];
int output_index = 0;
compute_generic_dense(&model->dec_dense1, &buffer[output_index], input, ACTIVATION_TANH, arch);
output_index += DEC_DENSE1_OUT_SIZE;
compute_generic_gru(&model->dec_gru1_input, &model->dec_gru1_recurrent, dec_state->gru1_state, buffer, arch);
compute_glu(&model->dec_glu1, &buffer[output_index], dec_state->gru1_state, arch);
output_index += DEC_GRU1_OUT_SIZE;
conv1_cond_init(dec_state->conv1_state, output_index, 1, &dec_state->initialized);
compute_generic_conv1d(&model->dec_conv1, &buffer[output_index], dec_state->conv1_state, buffer, output_index, ACTIVATION_TANH, arch);
output_index += DEC_CONV1_OUT_SIZE;
compute_generic_gru(&model->dec_gru2_input, &model->dec_gru2_recurrent, dec_state->gru2_state, buffer, arch);
compute_glu(&model->dec_glu2, &buffer[output_index], dec_state->gru2_state, arch);
output_index += DEC_GRU2_OUT_SIZE;
conv1_cond_init(dec_state->conv2_state, output_index, 1, &dec_state->initialized);
compute_generic_conv1d(&model->dec_conv2, &buffer[output_index], dec_state->conv2_state, buffer, output_index, ACTIVATION_TANH, arch);
output_index += DEC_CONV2_OUT_SIZE;
compute_generic_gru(&model->dec_gru3_input, &model->dec_gru3_recurrent, dec_state->gru3_state, buffer, arch);
compute_glu(&model->dec_glu3, &buffer[output_index], dec_state->gru3_state, arch);
output_index += DEC_GRU3_OUT_SIZE;
conv1_cond_init(dec_state->conv3_state, output_index, 1, &dec_state->initialized);
compute_generic_conv1d(&model->dec_conv3, &buffer[output_index], dec_state->conv3_state, buffer, output_index, ACTIVATION_TANH, arch);
output_index += DEC_CONV3_OUT_SIZE;
compute_generic_gru(&model->dec_gru4_input, &model->dec_gru4_recurrent, dec_state->gru4_state, buffer, arch);
compute_glu(&model->dec_glu4, &buffer[output_index], dec_state->gru4_state, arch);
output_index += DEC_GRU4_OUT_SIZE;
conv1_cond_init(dec_state->conv4_state, output_index, 1, &dec_state->initialized);
compute_generic_conv1d(&model->dec_conv4, &buffer[output_index], dec_state->conv4_state, buffer, output_index, ACTIVATION_TANH, arch);
output_index += DEC_CONV4_OUT_SIZE;
compute_generic_gru(&model->dec_gru5_input, &model->dec_gru5_recurrent, dec_state->gru5_state, buffer, arch);
compute_glu(&model->dec_glu5, &buffer[output_index], dec_state->gru5_state, arch);
output_index += DEC_GRU5_OUT_SIZE;
conv1_cond_init(dec_state->conv5_state, output_index, 1, &dec_state->initialized);
compute_generic_conv1d(&model->dec_conv5, &buffer[output_index], dec_state->conv5_state, buffer, output_index, ACTIVATION_TANH, arch);
output_index += DEC_CONV5_OUT_SIZE;
compute_generic_dense(&model->dec_output, qframe, buffer, ACTIVATION_LINEAR, arch);
}