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/* Copyright (c) 2022 Amazon | ||
Written by Jan Buethe */ | ||
/* | ||
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 COPYRIGHT OWNER | ||
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. | ||
*/ | ||
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#include <math.h> | ||
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#ifdef HAVE_CONFIG_H | ||
#include "config.h" | ||
#endif | ||
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#include "rade_enc.h" | ||
#include "os_support.h" | ||
#include "rade_constants.h" | ||
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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; | ||
} | ||
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void rade_encode_dframe( | ||
RDOVAEEncState *enc_state, /* io: encoder state */ | ||
const RDOVAEEnc *model, | ||
const float *input, /* i: double feature frame (concatenated) */ | ||
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; | ||
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/* run encoder stack and concatenate output in buffer*/ | ||
compute_generic_dense(&model->enc_dense1, &buffer[output_index], input, ACTIVATION_TANH, arch); | ||
output_index += ENC_DENSE1_OUT_SIZE; | ||
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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; | ||
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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; | ||
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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; | ||
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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; | ||
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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; | ||
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compute_generic_dense(&model->enc_zdense, padded_latents, buffer, ACTIVATION_LINEAR, arch); | ||
OPUS_COPY(latents, padded_latents, RADE_LATENT_DIM); | ||
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// DR: don't think we need this? | ||
#ifdef RM_ME | ||
/* next, calculate initial state */ | ||
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); | ||
#endif | ||
} |