#include <math.h>
#ifdef HAVE_CONFIG_H
#include "config.h"
#endif
#include "dred_rdovae_enc.h"
#include "os_support.h"
#include "dred_rdovae_constants.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_encode_dframe(
RDOVAEEncState *enc_state,
const RDOVAEEnc *model,
float *latents,
float *initial_state,
const float *input,
int arch
)
{
float padded_latents[DRED_PADDED_LATENT_DIM];
float padded_state[DRED_PADDED_STATE_DIM];
float buffer[ENC_DENSE1_OUT_SIZE + ENC_GRU1_OUT_SIZE + ENC_GRU2_OUT_SIZE + ENC_GRU3_OUT_SIZE + ENC_GRU4_OUT_SIZE + ENC_GRU5_OUT_SIZE
+ ENC_CONV1_OUT_SIZE + ENC_CONV2_OUT_SIZE + ENC_CONV3_OUT_SIZE + ENC_CONV4_OUT_SIZE + ENC_CONV5_OUT_SIZE];
float state_hidden[GDENSE1_OUT_SIZE];
int output_index = 0;
compute_generic_dense(&model->enc_dense1, &buffer[output_index], input, ACTIVATION_TANH, arch);
output_index += ENC_DENSE1_OUT_SIZE;
compute_generic_gru(&model->enc_gru1_input, &model->enc_gru1_recurrent, enc_state->gru1_state, buffer, arch);
OPUS_COPY(&buffer[output_index], enc_state->gru1_state, ENC_GRU1_OUT_SIZE);
output_index += ENC_GRU1_OUT_SIZE;
conv1_cond_init(enc_state->conv1_state, output_index, 1, &enc_state->initialized);
compute_generic_conv1d(&model->enc_conv1, &buffer[output_index], enc_state->conv1_state, buffer, output_index, ACTIVATION_TANH, arch);
output_index += ENC_CONV1_OUT_SIZE;
compute_generic_gru(&model->enc_gru2_input, &model->enc_gru2_recurrent, enc_state->gru2_state, buffer, arch);
OPUS_COPY(&buffer[output_index], enc_state->gru2_state, ENC_GRU2_OUT_SIZE);
output_index += ENC_GRU2_OUT_SIZE;
conv1_cond_init(enc_state->conv2_state, output_index, 2, &enc_state->initialized);
compute_generic_conv1d_dilation(&model->enc_conv2, &buffer[output_index], enc_state->conv2_state, buffer, output_index, 2, ACTIVATION_TANH, arch);
output_index += ENC_CONV2_OUT_SIZE;
compute_generic_gru(&model->enc_gru3_input, &model->enc_gru3_recurrent, enc_state->gru3_state, buffer, arch);
OPUS_COPY(&buffer[output_index], enc_state->gru3_state, ENC_GRU3_OUT_SIZE);
output_index += ENC_GRU3_OUT_SIZE;
conv1_cond_init(enc_state->conv3_state, output_index, 2, &enc_state->initialized);
compute_generic_conv1d_dilation(&model->enc_conv3, &buffer[output_index], enc_state->conv3_state, buffer, output_index, 2, ACTIVATION_TANH, arch);
output_index += ENC_CONV3_OUT_SIZE;
compute_generic_gru(&model->enc_gru4_input, &model->enc_gru4_recurrent, enc_state->gru4_state, buffer, arch);
OPUS_COPY(&buffer[output_index], enc_state->gru4_state, ENC_GRU4_OUT_SIZE);
output_index += ENC_GRU4_OUT_SIZE;
conv1_cond_init(enc_state->conv4_state, output_index, 2, &enc_state->initialized);
compute_generic_conv1d_dilation(&model->enc_conv4, &buffer[output_index], enc_state->conv4_state, buffer, output_index, 2, ACTIVATION_TANH, arch);
output_index += ENC_CONV4_OUT_SIZE;
compute_generic_gru(&model->enc_gru5_input, &model->enc_gru5_recurrent, enc_state->gru5_state, buffer, arch);
OPUS_COPY(&buffer[output_index], enc_state->gru5_state, ENC_GRU5_OUT_SIZE);
output_index += ENC_GRU5_OUT_SIZE;
conv1_cond_init(enc_state->conv5_state, output_index, 2, &enc_state->initialized);
compute_generic_conv1d_dilation(&model->enc_conv5, &buffer[output_index], enc_state->conv5_state, buffer, output_index, 2, ACTIVATION_TANH, arch);
output_index += ENC_CONV5_OUT_SIZE;
compute_generic_dense(&model->enc_zdense, padded_latents, buffer, ACTIVATION_LINEAR, arch);
OPUS_COPY(latents, padded_latents, DRED_LATENT_DIM);
compute_generic_dense(&model->gdense1, state_hidden, buffer, ACTIVATION_TANH, arch);
compute_generic_dense(&model->gdense2, padded_state, state_hidden, ACTIVATION_LINEAR, arch);
OPUS_COPY(initial_state, padded_state, DRED_STATE_DIM);
}