diff options
Diffstat (limited to 'NN/Examples/IAR/iar_nn_examples/NN-example-gru')
4 files changed, 2527 insertions, 0 deletions
diff --git a/NN/Examples/IAR/iar_nn_examples/NN-example-gru/NN-example-gru.ewp b/NN/Examples/IAR/iar_nn_examples/NN-example-gru/NN-example-gru.ewp new file mode 100644 index 0000000..4d30325 --- /dev/null +++ b/NN/Examples/IAR/iar_nn_examples/NN-example-gru/NN-example-gru.ewp @@ -0,0 +1,2276 @@ +<?xml version="1.0" encoding="UTF-8"?> +<project> + <fileVersion>3</fileVersion> + <configuration> + <name>Debug</name> + <toolchain> + <name>ARM</name> + </toolchain> + <debug>1</debug> + <settings> + <name>General</name> + <archiveVersion>3</archiveVersion> + <data> + <version>30</version> + <wantNonLocal>1</wantNonLocal> + <debug>1</debug> + <option> + <name>ExePath</name> + <state>Debug\Exe</state> + </option> + <option> + <name>ObjPath</name> + <state>Debug\Obj</state> + </option> + <option> + <name>ListPath</name> + <state>Debug\List</state> + </option> + <option> + <name>GEndianMode</name> + <state>0</state> + </option> + <option> + <name>Input description</name> + <state>Automatic choice of formatter, without multibyte support.</state> + </option> + <option> + <name>Output description</name> + <state>Automatic choice of formatter, without multibyte support.</state> + </option> + <option> + <name>GOutputBinary</name> + <state>0</state> + </option> + <option> + <name>OGCoreOrChip</name> + <state>2</state> + </option> + <option> + <name>GRuntimeLibSelect</name> + <version>0</version> + <state>1</state> + </option> + <option> + <name>GRuntimeLibSelectSlave</name> + <version>0</version> + <state>1</state> + </option> + <option> + <name>RTDescription</name> + <state>Use the normal configuration of the C/C++ runtime library. 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category="sourceAsm" condition="IAR" deviceDependent="1" name="Device/ARM/ARMCM0/Source/IAR/startup_ARMCM0.s" version="1.0.0"/> +<file attr="config" category="sourceC" deviceDependent="1" name="Device/ARM/ARMCM0/Source/system_ARMCM0.c" version="1.0.0"/> +</component> +</components> +<apis/> +</configuration> +</rte> + </cmsisPackSettings> +</project> diff --git a/NN/Examples/IAR/iar_nn_examples/NN-example-gru/arm_nnexamples_gru.cpp b/NN/Examples/IAR/iar_nn_examples/NN-example-gru/arm_nnexamples_gru.cpp new file mode 100644 index 0000000..340dc33 --- /dev/null +++ b/NN/Examples/IAR/iar_nn_examples/NN-example-gru/arm_nnexamples_gru.cpp @@ -0,0 +1,221 @@ +/* ---------------------------------------------------------------------- +* Copyright (C) 2010-2018 Arm Limited. All rights reserved. +* +* +* Project: CMSIS NN Library +* Title: arm_nnexamples_gru.cpp +* +* Description: Gated Recurrent Unit Example +* +* Target Processor: Cortex-M4/Cortex-M7 +* +* 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. +* - Neither the name of Arm LIMITED nor the names of its contributors +* may be used to endorse or promote products derived from this +* software without specific prior written permission. +* +* 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. +* -------------------------------------------------------------------- */ + +/** + * @ingroup groupExamples + */ + +/** + * @defgroup GRUExample Gated Recurrent Unit Example + * + * \par Description: + * \par + * Demonstrates a gated recurrent unit (GRU) example with the use of fully-connected, + * Tanh/Sigmoid activation functions. + * + * \par Model definition: + * \par + * GRU is a type of recurrent neural network (RNN). It contains two sigmoid gates and one hidden + * state. + * \par + * The computation can be summarized as: + * <pre>z[t] = sigmoid( W_z ⋅ {h[t-1],x[t]} ) + * r[t] = sigmoid( W_r ⋅ {h[t-1],x[t]} ) + * n[t] = tanh( W_n ⋅ [r[t] × {h[t-1], x[t]} ) + * h[t] = (1 - z[t]) × h[t-1] + z[t] × n[t] </pre> + * \image html GRU.gif "Gate Recurrent Unit Diagram" + * + * \par Variables Description: + * \par + * \li \c update_gate_weights, \c reset_gate_weights, \c hidden_state_weights are weights corresponding to update gate (W_z), reset gate (W_r), and hidden state (W_n). + * \li \c update_gate_bias, \c reset_gate_bias, \c hidden_state_bias are layer bias arrays + * \li \c test_input1, \c test_input2, \c test_history are the inputs and initial history + * + * \par + * The buffer is allocated as: + * \par + * | reset | input | history | update | hidden_state | + * \par + * In this way, the concatination is automatically done since (reset, input) and (input, history) + * are physically concatinated in memory. + * \par + * The ordering of the weight matrix should be adjusted accordingly. + * + * + * + * \par CMSIS DSP Software Library Functions Used: + * \par + * - arm_fully_connected_mat_q7_vec_q15_opt() + * - arm_nn_activations_direct_q15() + * - arm_mult_q15() + * - arm_offset_q15() + * - arm_sub_q15() + * - arm_copy_q15() + * + * <b> Refer </b> + * \link arm_nnexamples_gru.cpp \endlink + * + */ + +#include <stdio.h> +#include <stdlib.h> +#include <math.h> +#include "arm_nnexamples_gru_test_data.h" +#include "arm_math.h" +#include "arm_nnfunctions.h" + +#ifdef _RTE_ +#include "RTE_Components.h" +#ifdef RTE_Compiler_EventRecorder +#include "EventRecorder.h" +#endif +#endif + +#define DIM_HISTORY 32 +#define DIM_INPUT 32 +#define DIM_VEC 64 + +#define USE_X4 + +#ifndef USE_X4 +static q7_t update_gate_weights[DIM_VEC * DIM_HISTORY] = UPDATE_GATE_WEIGHT_X2; +static q7_t reset_gate_weights[DIM_VEC * DIM_HISTORY] = RESET_GATE_WEIGHT_X2; +static q7_t hidden_state_weights[DIM_VEC * DIM_HISTORY] = HIDDEN_STATE_WEIGHT_X2; +#else +static q7_t update_gate_weights[DIM_VEC * DIM_HISTORY] = UPDATE_GATE_WEIGHT_X4; +static q7_t reset_gate_weights[DIM_VEC * DIM_HISTORY] = RESET_GATE_WEIGHT_X4; +static q7_t hidden_state_weights[DIM_VEC * DIM_HISTORY] = HIDDEN_STATE_WEIGHT_X4; +#endif + +static q7_t update_gate_bias[DIM_HISTORY] = UPDATE_GATE_BIAS; +static q7_t reset_gate_bias[DIM_HISTORY] = RESET_GATE_BIAS; +static q7_t hidden_state_bias[DIM_HISTORY] = HIDDEN_STATE_BIAS; + +static q15_t test_input1[DIM_INPUT] = INPUT_DATA1; +static q15_t test_input2[DIM_INPUT] = INPUT_DATA2; +static q15_t test_history[DIM_HISTORY] = HISTORY_DATA; + +q15_t scratch_buffer[DIM_HISTORY * 4 + DIM_INPUT]; + +void gru_example(q15_t * scratch_input, uint16_t input_size, uint16_t history_size, + q7_t * weights_update, q7_t * weights_reset, q7_t * weights_hidden_state, + q7_t * bias_update, q7_t * bias_reset, q7_t * bias_hidden_state) +{ + q15_t *reset = scratch_input; + q15_t *input = scratch_input + history_size; + q15_t *history = scratch_input + history_size + input_size; + q15_t *update = scratch_input + 2 * history_size + input_size; + q15_t *hidden_state = scratch_input + 3 * history_size + input_size; + + // reset gate calculation + // the range of the output can be adjusted with bias_shift and output_shift +#ifndef USE_X4 + arm_fully_connected_mat_q7_vec_q15(input, weights_reset, input_size + history_size, history_size, 0, 15, bias_reset, + reset, NULL); +#else + arm_fully_connected_mat_q7_vec_q15_opt(input, weights_reset, input_size + history_size, history_size, 0, 15, + bias_reset, reset, NULL); +#endif + // sigmoid function, the size of the integer bit-width should be consistent with out_shift + arm_nn_activations_direct_q15(reset, history_size, 0, ARM_SIGMOID); + arm_mult_q15(history, reset, reset, history_size); + + // update gate calculation + // the range of the output can be adjusted with bias_shift and output_shift +#ifndef USE_X4 + arm_fully_connected_mat_q7_vec_q15(input, weights_update, input_size + history_size, history_size, 0, 15, + bias_update, update, NULL); +#else + arm_fully_connected_mat_q7_vec_q15_opt(input, weights_update, input_size + history_size, history_size, 0, 15, + bias_update, update, NULL); +#endif + + // sigmoid function, the size of the integer bit-width should be consistent with out_shift + arm_nn_activations_direct_q15(update, history_size, 0, ARM_SIGMOID); + + // hidden state calculation +#ifndef USE_X4 + arm_fully_connected_mat_q7_vec_q15(reset, weights_hidden_state, input_size + history_size, history_size, 0, 15, + bias_hidden_state, hidden_state, NULL); +#else + arm_fully_connected_mat_q7_vec_q15_opt(reset, weights_hidden_state, input_size + history_size, history_size, 0, 15, + bias_hidden_state, hidden_state, NULL); +#endif + + // tanh function, the size of the integer bit-width should be consistent with out_shift + arm_nn_activations_direct_q15(hidden_state, history_size, 0, ARM_TANH); + arm_mult_q15(update, hidden_state, hidden_state, history_size); + + // we calculate z - 1 here + // so final addition becomes substraction + arm_offset_q15(update, 0x8000, update, history_size); + // multiply history + arm_mult_q15(history, update, update, history_size); + // calculate history_out + arm_sub_q15(hidden_state, update, history, history_size); + + return; +} + +int main() +{ + #ifdef RTE_Compiler_EventRecorder + EventRecorderInitialize (EventRecordAll, 1); // initialize and start Event Recorder + #endif + + printf("Start GRU execution\n"); + int input_size = DIM_INPUT; + int history_size = DIM_HISTORY; + + // copy over the input data + arm_copy_q15(test_input1, scratch_buffer + history_size, input_size); + arm_copy_q15(test_history, scratch_buffer + history_size + input_size, history_size); + + gru_example(scratch_buffer, input_size, history_size, + update_gate_weights, reset_gate_weights, hidden_state_weights, + update_gate_bias, reset_gate_bias, hidden_state_bias); + printf("Complete first iteration on GRU\n"); + + arm_copy_q15(test_input2, scratch_buffer + history_size, input_size); + gru_example(scratch_buffer, input_size, history_size, + update_gate_weights, reset_gate_weights, hidden_state_weights, + update_gate_bias, reset_gate_bias, hidden_state_bias); + printf("Complete second iteration on GRU\n"); + + return 0; +} diff --git a/NN/Examples/IAR/iar_nn_examples/NN-example-gru/arm_nnexamples_gru_test_data.h b/NN/Examples/IAR/iar_nn_examples/NN-example-gru/arm_nnexamples_gru_test_data.h new file mode 100644 index 0000000..4fd2bb0 --- /dev/null +++ b/NN/Examples/IAR/iar_nn_examples/NN-example-gru/arm_nnexamples_gru_test_data.h @@ -0,0 +1,23 @@ +#define UPDATE_GATE_WEIGHT_X2 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+ +#define UPDATE_GATE_WEIGHT_X4 {-62,78,83,104,-68,28,-33,-63,-58,104,-89,17,-70,83,-16,-85,-80,-116,1,-40,-42,101,-9,40,-93,-83,31,4,-104,23,107,-39,101,88,95,-110,-81,74,-16,-99,121,-111,-83,-98,42,73,-74,50,71,18,18,-89,-63,-20,-4,123,-98,120,-5,-84,-128,-88,-109,-13,44,66,-100,-69,-105,-126,55,-25,-16,-8,-73,-22,-51,70,-68,-11,25,-91,62,-29,-88,16,19,-28,34,-41,-22,110,-39,121,116,-29,-16,55,42,-124,-7,20,66,-69,9,-67,-125,103,52,104,-29,117,60,-40,-78,-100,63,-40,-94,-1,15,1,-76,-25,71,-97,-2,-12,-76,-68,-63,-62,-127,31,31,32,71,-89,-25,-75,-103,15,120,-32,78,-20,-66,-78,124,77,41,31,38,101,-118,-92,-13,16,-23,40,-71,-51,-120,-97,127,107,59,-52,-80,-54,28,59,-22,-52,54,-89,33,-78,51,41,-2,-17,32,124,82,34,-105,-102,-87,-95,-109,54,26,-9,-47,-53,85,48,-31,-40,38,56,86,103,-5,37,-59,24,-114,-55,44,13,-122,-46,-97,42,90,81,-98,-75,-14,119,-88,5,105,-20,-123,-37,-19,-118,43,-45,24,29,95,36,-30,-10,115,106,-12,110,11,84,42,83,14,57,49,-80,-35,-127,10,-74,121,-10,-56,-8,85,50,-120,37,44,-34,37,15,-25,-44,98,-114,16,-88,83,-87,-31,6,-98,-53,25,88,-54,18,111,8,127,115,88,19,-78,61,-96,66,-111,7,-49,-67,-114,-108,-65,-67,114,93,111,80,-100,-6,28,107,-17,-48,-74,-11,-31,-68,-111,25,40,-61,-18,31,33,25,66,25,35,38,19,29,74,-82,-43,71,31,-59,48,-70,112,62,119,121,-23,0,53,25,-80,-31,-26,-4,102,106,41,-7,74,17,-81,-6,89,-44,-27,53,-123,-60,55,-17,87,62,-54,19,-126,116,32,-67,-121,-64,-113,109,-66,45,110,117,97,70,125,-103,-86,-90,-118,12,125,-114,-108,97,-21,-68,15,20,58,57,-17,112,16,121,26,-65,8,24,70,-66,13,-43,-109,74,-67,-127,-55,29,41,-104,-16,-42,59,29,42,-31,88,-69,81,35,-85,-87,78,-125,-82,4,-55,-17,27,54,16,-98,-89,5,109,95,66,101,67,-39,-52,-82,118,18,54,56,-74,-88,-39,65,57,43,33,-63,-19,-113,-16,-57,86,89,72,-73,77,-91,-68,1,-10,-8,126,80,-122,112,-19,37,110,-51,-7,-27,-109,-75,-50,10,-17,67,58,-42,78,-5,-84,4,103,-50,-88,79,15,60,-3,-18,94,81,2,-55,16,23,-61,-16,66,68,-52,44,-23,-114,51,-103,39,-111,-110,-88,34,92,-91,-23,96,-123,-35,111,31,72,-60,-80,-64,24,61,43,88,58,-1,-17,75,-7,-108,42,-38,-125,55,53,-108,23,31,-11,117,96,73,114,38,-13,-26,126,38,25,75,-105,-113,-88,-57,96,65,-105,-9,120,-92,13,9,-128,0,-70,-92,-25,-3,-40,59,85,124,-82,-30,29,93,-38,14,-17,-39,103,-27,-43,-100,3,-95,23,-91,-37,-55,2,125,-121,107,76,-34,58,52,-110,72,54,85,108,-83,16,110,-43,12,30,-31,-116,-68,-44,84,66,-83,28,-78,22,-86,89,65,60,-79,-81,21,0,-118,6,92,-6,11,-8,56,-108,60,27,87,126,-106,-80,-3,-34,-116,88,35,64,-38,-42,33,-125,53,22,-24,126,-79,75,-94,-45,85,-116,15,-69,-11,-116,77,28,91,-29,-109,-41,-22,81,-94,-70,100,-3,95,94,82,31,-89,-81,97,-80,-1,-116,-2,5,88,42,111,119,-113,-46,116,5,36,105,74,-40,-64,-21,93,-105,-110,-109,7,105,-62,78,-11,-20,-74,64,91,5,101,-34,35,54,-112,72,21,-32,-91,46,51,-124,32,-95,-59,90,-6,120,21,-83,98,60,36,6,29,44,25,-17,10,-29,-41,40,-19,-18,57,65,110,4,-56,51,89,87,-50,112,-12,109,109,-50,34,38,-123,-115,-88,-38,85,25,-32,-27,-18,37,-30,-13,87,-52,20,-84,9,1,18,-106,118,87,-19,103,-81,85,23,76,21,44,-45,-50,-120,36,106,78,40,101,-120,-49,20,-119,115,16,78,-102,2,68,18,20,-72,-20,-103,104,70,119,75,-113,11,23,83,107,100,43,64,-67,44,-88,117,18,126,105,-9,44,-63,-85,98,119,63,4,-82,-48,30,-21,115,-53,114,16,-62,-42,123,-84,-39,-7,106,83,-11,-39,25,-8,15,-114,104,106,-9,31,84,23,52,-54,-13,-34,88,-76,46,74,77,80,-40,-51,101,68,64,77,-104,-40,73,82,108,-111,125,19,-13,-75,52,-116,33,-104,34,-41,125,60,116,-118,-54,109,65,77,6,82,-114,-29,-47,-6,57,-96,-128,-121,85,-91,2,81,-2,-43,115,114,-117,-102,-80,-76,7,-124,-65,-1,100,-82,-20,64,-73,-75,82,32,98,121,-75,27,72,34,-109,-117,-83,-98,-24,-24,99,21,43,64,-125,-88,-91,36,-94,-87,-106,-100,-97,115,95,59,-39,-29,-4,-36,-46,-84,15,-121,-127,-45,58,-46,-94,4,-21,29,123,-111,-128,4,53,45,-27,73,29,-44,-80,-94,-117,-109,100,-78,-84,-18,53,101,-25,-7,-27,84,44,101,28,108,105,60,95,-95,-126,-24,-59,-61,15,15,88,-71,-11,-90,94,-59,25,112,-38,126,58,-48,-64,-114,-88,71,122,36,112,1,82,-14,62,39,-62,-42,127,106,58,52,-28,-85,95,-126,50,109,5,-45,-86,-68,125,105,-6,-100,-102,74,-83,-18,-9,-127,90,-33,-18,-68,-100,48,101,-41,-86,-94,104,-68,-124,57,22,-93,17,-22,108,-99,21,13,-91,-25,-64,31,-22,-86,50,-71,-100,66,73,85,-102,-27,-27,-43,-92,-23,-17,-70,-31,69,115,122,86,4,-11,127,-105,92,85,-70,33,123,-40,125,-49,-95,-112,115,-43,124,84,117,-82,-87,61,-61,114,-32,104,-8,57,-71,62,18,-31,-18,30,18,112,94,-84,49,-7,123,-119,-90,-92,103,5,-101,-26,37,78,-31,-92,-1,-10,-50,-21,-111,35,-50,90,-60,-89,-73,60,124,-45,-2,-13,96,-96,-18,48,54,-75,31,-125,-1,-34,-64,88,93,-19,-98,-83,75,-80,-69,-91,16,-75,104,29,-6,92,112,12,21,15,-38,-33,-24,118,-56,-2,56,127,127,-14,94,-38,127,83,113,29,-48,-80,97,-50,-48,-109,-57,61,-96,41,4,-111,-4,-26,85,67,-108,-14,106,76,-113,-31,-12,-2,-30,-29,-76,-7,80,-41,26,63,94,-5,116,58,-39,-13,-76,95,44,-79,-109,-72,-101,-81,-104,26,-122,-42,38,-116,-6,-24,48,-91,112,-109,-103,-45,38,46,-82,-19,99,107,-119,-20,-52,114,-91,-102,49,62,35,97,-38,-14,112,111,107,-35,108,125,110,11,115,80,47,36,54,22,76,26,69,55,11,-65,-50,27,100,-2,-116,26,-73,76,37,-88,109,-2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+ +#define RESET_GATE_WEIGHT_X2 {65,-28,-36,70,67,55,86,-53,23,25,-19,59,67,43,-92,48,94,-113,60,-58,24,76,-15,-19,15,36,-74,115,-59,3,34,-43,21,-125,-45,127,92,-5,-65,-103,-83,51,42,109,-51,-39,-97,-64,-4,57,79,-42,88,-4,-108,83,-4,20,86,82,-87,95,12,-69,28,30,-97,-13,-33,-48,75,119,18,31,-83,-59,-114,-21,127,34,-27,-26,-47,86,-83,-49,8,29,-48,-31,-94,-59,-49,-36,0,28,-64,113,65,-8,47,-55,-49,112,-40,-39,-100,-42,32,82,27,-78,-105,3,19,88,15,-121,-120,7,-9,-107,-23,104,114,66,113,-102,-90,24,80,-34,106,48,-91,-11,22,-96,-82,75,26,-42,59,-45,23,78,79,-76,6,20,63,-118,-125,-42,111,-80,-79,-59,-121,-79,83,49,-95,-49,81,15,-11,-54,-45,64,-30,-49,81,-57,71,91,113,-46,-63,-4,-96,-95,-27,5,-52,35,67,112,58,-62,48,112,106,80,-19,103,4,-32,-118,-74,12,13,-126,-20,-5,115,-74,-30,123,-74,-66,11,-99,-16,-102,-100,-81,-20,-24,92,-79,-31,44,-24,-85,-123,5,-52,-111,73,29,28,-19,18,23,-112,-32,-52,-38,99,-59,-52,-31,87,124,28,-42,-39,81,-87,-24,16,47,20,36,1,-70,121,124,13,1,30,112,87,-86,11,36,-18,74,-104,-100,-14,0,-24,28,-53,53,66,-63,-109,-10,-50,-15,63,34,82,-59,85,-44,105,-10,-27,99,5,-105,-69,-75,2,-47,-66,71,-30,73,-11,-45,93,47,-37,-34,-8,90,-106,103,112,65,-100,-25,-13,38,74,54,27,-81,-8,19,49,94,118,-121,-116,120,-71,-87,36,-65,-112,8,-59,-106,-40,-16,68,87,-109,53,12,-7,9,6,67,78,8,-42,-123,79,-93,-102,-40,12,-66,-109,47,15,-8,-5,51,-62,111,8,-66,-82,-102,120,68,-67,9,-73,-69,-79,56,-36,-10,-69,-99,-2,-11,-66,76,37,4,92,1,-89,74,85,-124,-25,40,106,-102,42,-19,-30,0,-70,82,84,106,-84,48,16,37,33,-114,38,-29,-117,51,101,26,56,127,-81,-76,38,-124,103,-25,54,-21,-112,40,102,3,63,36,-54,16,-18,114,39,5,105,83,117,-92,-5,-14,-102,-87,-48,-77,-19,-82,-55,119,-95,-43,97,126,-48,-50,-97,-25,-102,-53,47,111,66,-82,-16,-38,76,-15,23,20,88,-19,125,-90,107,-31,102,107,30,-111,71,38,26,43,-85,82,29,-99,126,-109,21,-42,-107,-115,-123,30,-46,39,4,-19,-44,-69,86,41,4,33,57,-110,95,-22,123,71,1,119,77,90,105,81,-68,74,-38,-109,6,-82,-20,-115,-104,38,27,-44,82,-107,99,-41,-28,-55,100,10,-42,7,91,56,-91,113,-91,70,-66,-48,-18,109,-27,42,-89,-20,-63,-41,77,-13,73,10,-74,-51,88,28,50,-5,7,92,18,-98,-41,-14,8,-16,99,30,-109,7,52,110,-120,-17,33,53,1,106,-99,-14,-93,-46,-60,7,-54,100,91,93,89,-84,118,58,-84,38,57,-24,-25,22,-52,119,-85,-75,-79,60,-97,1,-13,54,-43,98,-92,65,37,-110,64,21,-18,-111,-9,86,90,42,-71,-29,86,-10,-15,-20,106,-45,-22,44,105,55,-61,-89,-119,31,93,-97,-35,9,-113,86,-113,22,-68,-29,-36,-123,98,79,34,-29,71,44,49,56,93,4,63,-3,45,12,54,-96,27,-55,-72,84,69,27,-28,-111,-57,-41,92,-106,-90,55,105,-60,94,34,94,-1,112,-86,-55,-58,68,-65,37,110,-107,-62,66,61,-69,-52,27,-61,70,-56,-116,-101,-103,127,-98,-79,25,-117,40,33,111,10,-3,-65,1,84,-41,5,-93,-85,-96,78,54,43,70,77,-53,-71,-38,48,103,-88,115,94,20,-5,-125,-7,-61,30,-25,-57,-42,-100,63,-114,40,-53,123,50,-7,121,75,67,75,3,-38,-101,-44,-46,54,38,-22,4,18,102,-126,44,86,-10,-1,118,98,102,-125,74,32,18,74,73,72,64,47,105,-72,5,73,98,9,39,18,10,-68,81,-128,-89,27,-51,51,16,119,-71,-53,51,-84,107,-116,7,73,106,20,52,-85,-74,-103,-18,29,-13,73,106,-92,107,-115,5,65,83,-79,-7,98,-42,-33,82,-64,75,-32,100,-67,-122,84,43,-111,114,-99,46,12,99,43,50,-24,-88,-60,111,68,64,54,-105,-120,119,68,5,51,63,89,-57,-75,-25,-35,-28,42,-64,101,-103,-35,-99,-96,-18,-64,-94,-46,89,-65,-38,-1,-97,127,-67,84,-18,86,115,60,-78,-109,-61,-93,-67,-87,-80,124,26,-9,111,115,-88,-71,-86,-71,-65,-15,108,-25,111,9,86,-115,-55,-23,57,27,103,108,-28,65,86,68,114,62,126,-4,33,-34,-123,87,-76,-104,-126,26,-13,44,108,105,12,-35,-58,3,-5,-32,91,49,89,88,37,38,119,-125,-48,37,53,85,-73,67,116,-116,-127,103,127,-115,92,-35,-83,-45,25,-96,-13,-90,41,-27,105,119,85,27,-3,-64,93,17,-53,104,-70,-43,65,45,-90,61,-31,-49,-99,84,46,93,-37,84,-79,13,-59,-76,62,19,-11,-96,-104,-3,-8,-78,92,98,50,-7,-39,-82,37,-126,127,-113,67,94,115,-9,-33,-57,26,-67,9,28,-8,81,-98,-10,84,34,111,-95,127,75,38,-7,-2,-71,-62,-72,99,-74,25,123,114,51,-28,103,-110,43,113,7,58,75,-95,-52,19,-112,101,26,65,-115,-91,85,-5,-45,110,-103,-34,-69,50,-15,-19,-110,-44,-7,-112,-93,29,50,-84,-55,-41,11,19,-31,-47,-62,-12,-105,-47,68,-124,-47,-113,-55,30,25,55,-14,85,-66,-5,-105,62,-27,-89,-124,-84,112,34,52,25,104,32,-30,84,-46,-38,60,-2,-107,-95,-86,-25,117,60,-121,32,84,8,-88,-1,91,-46,-76,81,44,79,105,-105,82,20,59,-115,96,21,-113,19,92,122,76,36,-112,78,16,38,73,69,54,97,41,-49,78,-71,-69,95,-85,117,10,-98,25,72,126,47,-17,4,-44,-32,-16,-12,105,76,4,-82,-91,-21,-117,30,-67,46,-8,-125,84,-51,94,0,-60,127,99,43,60,16,55,-16,-121,-61,-115,38,25,17,35,23,68,9,-107,-44,118,119,43,99,-95,40,42,-70,54,19,92,-36,82,-35,122,-96,54,-29,-50,100,-79,-71,-99,-60,-2,-100,41,97,-93,-58,-123,126,-102,81,-5,83,110,-50,58,-86,41,-126,43,-49,98,-59,94,-91,115,16,-3,-58,-30,-109,110,-114,124,22,-88,-79,-29,-100,54,-33,23,-1,-77,52,-126,114,70,-50,90,82,-13,-25,-125,16,48,101,-93,19,-103,67,-1,-32,28,-72,-26,73,45,-22,83,-68,-61,89,57,-37,90,16,-38,-124,47,-5,-113,81,71,-30,-46,-18,-52,-104,-40,49,-101,106,38,6,125,-70,25,-88,-50,-77,-12,53,110,-84,23,-109,-53,112,2,88,101,-55,-10,-72,123,-35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+ +#define RESET_GATE_WEIGHT_X4 {65,28,-28,30,-90,106,24,80,-36,-97,70,-13,80,-19,-34,103,67,-33,55,-48,106,4,48,-32,86,75,-53,119,-91,-118,-11,-74,23,18,25,31,22,12,-96,13,-19,-83,59,-59,-82,-126,75,-20,67,-114,43,-21,26,-5,-42,115,-92,127,48,34,59,-74,-45,-30,94,-27,-113,-26,23,123,78,-74,60,-47,-58,86,79,-66,-76,11,24,-83,76,-49,6,-99,20,-16,-15,8,-19,29,63,-102,-118,-100,15,-48,36,-31,-125,-81,-42,-20,-74,-94,115,-59,111,-24,-80,92,-59,-49,3,-36,-79,-79,-59,-31,34,0,-43,28,-121,44,-79,-24,21,-64,-125,113,83,-85,49,-123,-45,65,127,-8,-95,5,-49,-52,92,47,-5,-55,81,-111,15,73,-65,-49,-103,112,-11,29,-54,28,-83,-40,51,-39,-45,-19,64,18,42,-100,109,-42,-30,23,-49,-112,-51,32,-39,82,81,-32,-57,-52,-97,27,-64,-78,71,-38,91,99,-4,-105,57,3,113,-59,-46,-52,79,19,-42,88,-63,-31,-4,87,88,15,-4,-121,-96,124,-95,28,-108,-120,83,7,-27,-42,5,-39,-4,-9,20,-107,-52,81,35,-87,86,-23,82,104,67,-24,112,16,-87,114,95,66,58,47,-62,20,12,113,-69,-102,48,36,112,1,-70,54,121,27,-2,-102,-11,-87,124,-81,13,-8,-66,-48,76,-77,1,19,30,49,37,-19,4,-82,112,94,87,118,92,-55,1,119,-86,-121,11,-116,-89,-95,74,-43,36,120,-18,-71,85,97,-124,126,74,-87,-104,36,-25,-48,40,-50,-100,-65,-14,-112,106,-97,-102,-25,0,8,-24,-59,42,-102,-19,-53,28,-106,-53,-40,-30,47,0,111,53,-16,66,68,-70,66,82,-82,-63,87,-109,-109,84,-16,106,-38,-10,53,-50,12,-84,76,48,-15,-15,-7,63,9,16,23,37,20,34,6,82,67,33,88,-114,-19,-59,78,85,8,38,125,-29,-90,-44,-42,105,-123,-117,107,51,-31,-10,79,-27,-93,101,102,26,107,99,-102,5,-40,56,30,127,-111,-105,12,-69,-66,-81,71,-76,38,-75,-109,2,47,38,26,-124,43,-47,15,-66,-8,103,-85,-25,82,71,-5,-30,51,54,29,-21,-99,73,-62,-11,111,-112,126,40,-109,-45,8,93,-66,102,21,3,-42,47,-82,-37,-102,63,-107,36,-115,-34,120,-8,68,-54,-123,16,30,90,-67,-106,9,-18,-46,114,39,103,-73,112,-69,39,4,5,-19,65,-79,-100,56,105,-44,83,-69,-25,-36,-13,-10,117,86,-92,41,38,-69,74,-99,-5,4,-14,33,57,-41,-110,-14,-15,68,-20,-65,95,8,-22,-16,106,37,-45,110,123,99,71,30,-22,-107,44,-62,1,-109,119,7,105,66,55,61,77,52,90,110,-61,-69,-89,-52,105,-120,81,-17,-119,27,31,-61,-68,33,74,53,93,70,-97,-56,-38,1,-109,106,-35,-116,9,-101,6,-99,-82,-14,-113,-103,86,127,-20,-93,-115,-46,-113,-98,22,-79,-104,-60,38,7,-68,25,-29,-117,27,-54,-44,100,-36,40,-123,33,82,91,-107,93,98,111,79,10,99,89,-41,-84,34,-3,-29,-65,-28,118,-55,58,71,1,44,84,100,-84,10,38,49,-41,56,5,-42,57,7,-24,93,-93,4,-85,91,-25,56,22,63,-96,-3,78,-91,-52,113,119,45,54,12,43,-91,-85,70,-75,54,70,-96,77,-66,-79,-48,60,27,-53,-55,-71,-18,-97,109,1,-72,-38,84,48,-27,-13,42,54,69,103,27,-88,-89,-43,-20,98,-28,115,-111,94,-63,-92,-41,65,-57,20,-41,-5,77,37,-13,-110,92,-125,-106,-7,73,64,10,21,-90,-61,55,30,-74,-18,-51,-111,105,-25,-60,-57,88,-9,28,86,94,-42,34,-100,50,90,-5,42,94,63,-1,-114,7,-71,92,-29,112,40,-86,-53,18,86,-98,-10,-55,123,-58,50,-7,-103,121,-18,-46,-35,89,-58,75,29,67,-13,-65,3,-38,-5,75,73,3,106,-1,-32,-97,91,-38,-92,-101,107,127,49,-67,89,-44,-115,-46,5,84,88,-18,37,54,65,38,83,86,38,115,119,-22,-79,4,-7,60,-125,-78,-48,18,98,102,-42,-109,37,-61,53,-126,-33,44,82,-93,85,-67,-73,86,-64,-10,75,-87,67,-80,116,-1,-32,118,100,124,-116,26,-127,98,-67,102,-122,-9,103,111,127,-125,84,74,43,115,-115,-88,92,32,-111,18,114,-71,-35,-86,-83,74,-99,73,46,-71,-45,-65,25,72,12,64,99,-15,-96,108,-13,47,43,105,50,-25,-90,111,41,-72,-24,5,-88,9,-27,86,105,73,-60,98,111,-115,119,-55,85,9,68,39,64,-23,27,57,-3,18,54,10,-105,27,-64,103,93,-68,-120,81,119,108,17,-28,-53,-128,68,-89,5,65,104,86,-70,27,51,-51,63,68,-43,114,65,51,89,16,-57,62,45,126,-90,119,-75,-71,-25,-4,61,33,-31,-53,-35,51,-28,-34,-49,-123,-99,-84,42,107,-64,87,84,-76,46,-116,101,7,-103,-104,93,-126,-37,73,-35,106,-99,26,84,-13,-79,20,-96,52,-18,44,13,108,-59,-85,-64,-74,-94,105,-76,12,62,19,-115,-11,-91,117,-67,60,46,-96,85,-104,-5,-121,-8,32,-125,-3,-45,-8,110,84,84,8,-51,-78,-103,92,-34,-88,94,-1,0,98,-69,50,50,91,-60,-46,127,-7,-15,-39,-19,-76,99,81,43,-82,-110,37,-44,44,60,79,16,-126,-7,127,-112,105,55,-105,-16,-113,-93,67,29,82,-121,20,-61,94,50,115,-84,59,-115,-115,38,-9,-55,-33,-41,96,25,21,17,-57,11,26,19,-113,35,19,23,-67,-31,9,-47,92,68,122,9,28,-62,-8,-12,76,-107,36,-44,81,-105,-98,-47,-112,118,78,119,-10,68,84,-124,16,43,38,99,34,-47,111,-113,73,-95,69,40,-95,-55,127,30,54,42,97,-70,75,25,38,55,41,54,-49,19,-7,-14,-2,85,78,92,-71,-36,-71,-66,-62,-5,-69,82,95,-35,-72,-105,99,62,-85,122,117,-96,-74,-27,25,-89,10,54,-98,-29,123,-124,114,-84,25,-50,72,100,51,112,-28,34,126,-79,47,-71,103,52,-110,25,-17,-99,4,-60,43,104,113,32,-44,-2,-32,-100,7,-30,58,84,-16,41,-12,97,75,-46,-95,-38,105,-93,76,-58,-52,60,19,-2,4,-123,-82,126,-112,-107,101,-95,-91,-102,-21,81,26,-86,65,-25,-117,-5,30,83,110,-38,-50,-124,57,-31,-16,13,58,47,-86,-5,114,71,-98,63,41,-113,-126,81,101,-126,81,107,43,71,-49,-30,34,115,-83,-100,98,-46,-59,-18,-8,27,3,39,94,-52,-91,-104,-27,10,5,75,115,-40,16,49,110,-128,-24,58,-3,-101,-58,106,-80,103,9,-104,-30,38,-109,6,85,126,-108,-59,110,125,-114,-70,96,31,-93,89,124,25,22,-88,-34,-67,76,97,-88,-50,-79,-77,-107,-96,71,-69,-29,-12,-100,53,84,87,-98,19,5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+ +#define HIDDEN_STATE_WEIGHT_X2 {-3,-33,59,21,117,70,0,44,108,108,-47,-80,-118,34,88,-91,-123,-108,8,51,26,82,-80,107,-100,-69,97,-90,17,19,63,111,-40,-125,110,24,58,-69,26,-31,-65,-37,-47,-41,-109,106,-100,108,-99,108,116,104,86,-50,-45,10,-53,112,34,96,-10,-39,-32,-25,69,102,-2,-4,-25,121,-1,-28,-48,-100,0,-128,60,-73,42,-32,118,-88,-113,-112,-113,70,-98,118,95,77,-52,123,-99,72,26,-102,-32,120,113,22,6,-68,84,-33,103,66,111,60,-76,33,10,25,-43,93,41,-79,110,13,67,107,-113,90,58,64,-125,79,-85,-18,76,80,-59,11,-18,-74,15,-102,99,-19,117,99,65,-50,-108,-121,-9,-104,33,94,-95,110,-48,-97,76,36,1,-58,86,-115,45,-88,38,51,123,-23,-20,-43,-37,15,91,-85,-88,6,-96,58,78,13,23,1,-43,62,-70,-108,44,30,74,90,79,-80,-20,71,-21,0,60,19,-59,-52,44,-14,77,92,-69,121,-123,-27,119,-84,79,87,24,85,118,1,-51,-96,60,102,-6,15,96,120,-109,6,35,11,-119,-109,-18,16,-112,91,-126,71,-29,121,-21,-120,37,57,-117,-39,93,56,-73,-104,77,-107,-52,111,-61,-4,44,-119,67,72,-66,36,-127,-113,-124,123,21,98,84,86,76,23,78,7,-127,-4,1,-46,-107,59,-21,53,-65,-99,-15,-98,53,-31,7,64,7,105,51,-75,50,-52,48,101,-126,-120,5,34,3,81,-39,70,41,112,25,30,79,-6,107,-11,-97,92,-84,67,49,107,60,101,-37,27,-91,-61,-96,120,-113,87,-46,68,64,102,-86,-60,13,-71,56,-105,90,-9,-35,27,103,120,39,23,-39,-1,-85,-95,-6,119,-41,-2,-69,102,102,-119,-3,-11,-125,-111,40,-115,-41,-117,-44,-7,83,123,-21,23,99,-107,43,100,-99,-3,89,3,-113,103,47,-94,-69,-38,-28,-37,49,-117,-49,-126,17,-98,37,92,55,-116,-70,-50,77,120,47,124,78,114,67,-48,6,-42,-115,85,116,-114,-46,-50,-13,70,-101,110,-55,20,-51,125,-19,-9,-15,46,30,-27,-123,114,-50,-30,-72,76,-83,71,47,-45,74,102,44,108,-26,108,-113,-43,110,-91,37,-69,76,-33,106,-76,-96,20,-117,63,-33,-5,11,-121,-51,63,-56,59,-16,-33,114,74,124,73,99,-50,51,-71,118,106,30,-92,26,-40,119,-121,2,-45,9,0,-5,-2,-89,88,-11,-85,-60,19,81,-96,75,82,-40,124,89,-36,-117,-100,-2,-34,112,101,39,-101,-106,60,59,-126,-32,96,68,-53,87,20,54,-24,46,-95,65,-112,22,60,122,-22,-106,-124,97,-37,-86,95,-110,-8,44,58,-12,-120,-45,-86,-32,-86,-94,-14,15,29,-8,-114,71,70,-93,-69,100,-123,-18,-47,-12,127,104,-102,93,-11,-73,121,87,-79,-92,46,92,-108,-107,79,121,-71,-89,16,-11,-52,72,-114,-32,-60,-9,-57,-4,10,-81,-22,68,74,76,-68,-127,96,-84,69,-3,-26,-106,-3,-87,-65,105,109,122,-103,31,-108,-86,-5,-39,85,88,67,-82,0,-25,93,61,-62,5,-54,-114,-51,-9,-114,20,49,-26,38,19,39,-103,33,-120,37,-97,32,-89,119,111,-124,-99,78,-49,-128,76,-18,-12,-109,96,90,-73,-104,59,-59,-92,123,55,54,-120,-80,-48,-16,-95,96,36,118,-119,-58,93,45,-43,-75,64,38,-2,-72,-111,22,-89,-75,-120,-42,45,108,59,-105,40,27,32,-66,121,-22,-71,-9,118,124,60,-96,47,4,14,-27,64,70,47,-91,-70,1,-44,94,-46,53,4,23,-124,-92,-95,83,-49,-81,40,-80,48,0,39,1,-113,32,40,-21,-1,-110,102,1,-74,-51,40,108,-35,-36,89,84,123,-48,-115,-115,83,-61,114,-127,-61,114,100,-82,-45,60,87,60,19,86,97,-68,40,-66,75,86,-32,-128,88,-57,-27,77,3,-27,43,-39,-62,66,5,-82,45,-104,-78,34,57,96,89,-90,66,-10,37,-110,-30,82,-58,13,94,12,115,35,117,0,80,61,-7,107,-104,-21,21,-70,-93,-94,-51,-61,39,-62,64,-82,-109,76,84,58,-47,-100,52,46,-51,88,91,8,-47,108,-80,25,-58,111,-59,-83,-75,92,98,110,54,106,65,-47,-120,-5,90,-123,101,-61,-85,-93,109,88,0,8,59,86,56,126,17,-26,58,-101,-25,35,0,-123,-3,-56,112,-128,8,17,-52,88,31,-3,105,-56,68,-1,-94,96,-19,10,-22,-88,-10,119,-44,19,42,75,-86,18,-107,89,-82,-120,76,40,84,-122,29,33,-47,17,-50,-13,23,-66,-46,85,-29,-110,42,-68,8,99,-93,-29,101,16,52,-13,127,0,86,-117,-92,-70,-32,-27,127,-123,1,34,-13,92,114,-11,29,-103,-121,-54,20,73,16,74,108,16,-61,89,50,-30,-14,116,44,-31,16,96,24,-51,7,39,-87,-69,-61,-98,61,-46,113,85,-95,103,67,99,-66,-45,-42,-70,96,104,5,-111,69,-25,99,-118,23,109,11,4,-41,-94,73,100,96,6,90,-75,-25,79,-13,-43,-6,-12,51,12,40,124,-56,81,-8,59,-60,-26,-54,33,122,85,53,-99,125,19,-26,94,41,-5,46,-48,-70,-10,41,102,-1,-98,-9,15,29,46,-66,-118,-53,45,119,-127,94,53,-58,90,124,5,-110,-98,-80,-77,77,29,19,105,-121,92,9,-124,50,-119,59,40,67,104,-12,13,103,101,47,-51,34,-66,-101,-117,112,-5,118,-48,-60,-114,38,-71,2,51,114,80,115,-5,116,20,16,-47,-19,30,24,-68,7,-30,-3,-64,-7,-34,-12,44,34,-91,-97,116,112,-99,108,-75,17,26,-14,-61,80,22,-7,34,47,-93,45,106,121,78,43,-97,39,-99,-68,-72,-7,64,-49,-82,-127,78,-64,48,18,15,126,-125,-111,-69,-111,10,-46,111,-75,123,-44,-67,-31,-96,-67,-53,-53,-106,67,-101,23,62,30,9,-114,-12,-57,-38,-78,95,-10,-3,110,88,123,-26,78,-125,114,53,10,-57,26,38,-51,73,92,-124,79,15,75,-62,109,-113,-67,1,35,52,-36,55,7,111,-43,109,101,88,122,-21,-32,-87,59,16,-122,-109,-118,17,-22,-39,53,-105,77,90,-24,-65,43,-27,113,30,-117,-30,106,37,55,59,54,-70,99,99,-73,120,97,-39,-88,-54,101,51,-76,70,-121,-68,23,-73,-31,75,-8,-63,-123,-93,96,-81,99,-95,28,-36,55,-104,32,-64,41,-97,95,-89,126,-26,-25,126,2,-26,-54,110,-86,110,74,-3,-110,56,-60,-49,117,-82,-55,-103,-112,70,-85,85,-63,82,7,75,-61,90,32,35,-115,72,73,-121,63,-84,-52,-29,-59,-4,29,64,119,127,58,-117,48,126,120,-115,-15,-10,27,27,-81,117,-5,121,-72,113,31,-13,10,27,-106,-51,81,-96,-22,19,-78,6,71,-34,123,118,75,-23,-72,-97,111,-121,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+ +#define HIDDEN_STATE_WEIGHT_X4 {-3,69,-33,102,76,60,80,19,59,-2,21,-4,-59,-59,11,-52,117,-25,70,121,-18,44,-74,-14,0,-1,44,-28,15,77,-102,92,108,-48,108,-100,99,-69,-19,121,-47,0,-80,-128,117,-123,99,-27,-118,60,34,-73,65,119,-50,-84,88,42,-91,-32,-108,79,-121,87,-123,118,-108,-88,-9,24,-104,85,8,-113,51,-112,33,118,94,1,26,-113,82,70,-95,-51,110,-96,-80,-98,107,118,-48,60,-97,102,-100,95,-69,77,76,-6,36,15,97,-52,-90,123,1,96,-58,120,17,-99,19,72,86,-109,-115,6,63,26,111,-102,45,35,-88,11,-40,-32,-125,120,38,-119,51,-109,110,113,24,22,123,-18,-23,16,58,6,-69,-68,-20,-112,-43,91,26,84,-31,-33,-37,-126,15,71,-65,103,-37,66,91,-29,-85,121,-47,111,-41,60,-88,-21,6,-120,-109,-76,106,33,-96,37,58,57,-100,10,108,25,78,-117,13,-39,-99,-43,108,93,23,93,1,56,116,41,104,-79,-43,-73,62,-104,86,110,-50,13,-70,77,-108,-107,-45,67,10,107,44,-52,30,111,-53,-113,112,90,74,-61,90,-4,34,58,96,64,79,44,-80,-119,-10,-125,-39,79,-20,67,71,72,-32,-85,-25,-18,-21,-66,0,36,-127,-96,-113,120,49,76,-117,-33,-124,-113,123,87,-49,106,-126,-76,21,-46,98,68,17,-96,-98,20,84,64,86,102,37,-117,92,63,76,-86,23,-60,55,-33,-116,-5,78,13,7,-71,-70,11,-50,-121,-127,56,-4,-105,77,-51,120,63,1,90,-46,-9,47,-56,124,59,-107,-35,59,27,78,-16,114,-33,-21,103,53,120,67,114,-48,74,-65,39,-99,23,6,124,-42,73,-15,-39,-98,-1,-115,99,85,-50,53,-85,-31,-95,116,51,-114,-71,7,-6,64,119,-46,118,-50,106,7,-41,105,-2,-13,30,70,-92,51,-69,-75,102,-101,26,110,-40,50,102,-52,-119,-55,119,20,-121,48,-3,101,-11,-51,2,125,-45,-126,-125,-120,-111,-19,9,-9,0,5,40,34,-115,-15,-5,46,-2,3,-41,81,-117,30,-89,-27,88,-39,-44,70,-7,-123,-11,114,-85,41,83,112,123,-50,-60,-30,19,25,-21,30,23,-72,81,76,-96,79,99,-6,-107,-83,75,71,82,107,43,-11,100,47,-40,-45,124,-97,-99,92,-3,74,89,102,-36,-84,89,67,3,44,-117,108,-100,49,-113,107,103,-26,-2,108,-34,60,47,101,-94,-113,112,-43,101,-37,-69,27,-38,110,39,-91,-101,-91,-28,-61,-37,37,-106,-69,60,59,121,-126,-71,-97,47,32,4,-32,-89,96,16,-89,14,119,-27,68,-11,-53,-52,111,64,-124,70,87,72,20,-114,-99,47,78,-91,54,-32,-24,-60,-49,-70,-128,1,46,-9,-95,-57,76,-44,-18,94,65,-4,-112,10,-12,-46,-109,53,22,-81,60,-22,96,4,90,23,122,68,-22,74,-73,-124,-104,-92,-106,76,-124,-68,59,-95,-59,83,97,-127,-37,96,-92,-49,123,-81,-86,-84,95,69,55,40,54,-80,-110,-3,-8,-26,-120,48,-80,0,44,-106,58,-3,-48,39,-16,1,-12,-87,-120,-65,-95,-113,96,32,-45,105,-86,109,36,40,118,-21,-32,122,-86,-103,-119,-1,-58,-110,-94,31,-14,-108,93,102,45,1,15,-86,29,-5,-43,-74,-75,-51,-8,-39,-114,85,64,40,38,108,71,88,70,67,-2,-35,-72,-36,-93,-82,-69,0,-111,89,22,84,100,-25,-123,93,-89,123,-75,-48,-18,61,-47,-62,-120,-115,-42,-115,-12,5,127,-54,45,83,108,-61,104,-114,-102,-51,59,114,-105,-127,93,-9,-11,-114,40,-61,27,114,-73,20,121,49,32,100,-66,-82,87,-26,-79,38,121,-45,-22,60,-92,19,46,39,-71,87,-9,60,92,-103,-108,33,118,19,124,86,-107,-120,79,37,60,97,-96,-68,40,-51,-66,88,-10,-61,119,89,75,91,86,8,-44,50,19,-30,-32,-47,-128,108,42,-14,75,116,88,-80,-57,25,-86,44,18,-31,-27,-58,77,111,-107,16,89,96,3,-59,-27,-83,-82,24,-120,-51,43,-75,-39,92,76,7,40,39,-62,98,66,110,84,-87,-122,-69,5,54,-82,106,29,-61,33,-98,45,65,-104,-47,-47,61,17,-46,-78,-120,34,-5,-50,113,-13,85,57,90,96,-123,23,-95,-66,103,89,101,-90,-61,-46,67,85,99,66,-85,-10,-93,-29,-66,-110,-45,37,109,-110,88,42,-42,-68,-70,-30,0,82,8,8,96,99,104,-58,59,13,86,-93,5,-29,-111,94,56,12,126,101,69,16,-25,115,17,35,-26,52,99,-13,-118,117,58,0,-101,127,23,0,109,80,-25,61,35,86,11,-117,4,-7,0,107,-123,-92,-41,-70,-94,-104,-3,-21,-56,-32,73,-27,100,21,112,-70,-128,127,96,-123,6,-93,8,-94,17,1,90,34,-75,-51,-52,-61,88,-13,-25,92,79,39,31,-62,-3,114,-13,-11,-43,64,105,-82,-56,29,-6,-103,-12,-109,68,76,-1,-121,51,-54,12,84,-94,58,96,20,40,73,124,-47,-19,-100,10,16,-56,74,81,52,-22,46,-88,108,-8,16,59,-60,-101,-26,-117,-127,-36,78,55,-54,112,33,-5,-64,7,48,111,122,118,85,-48,18,-43,15,109,53,-60,-99,-114,126,101,-125,88,125,38,19,-71,-111,122,-69,-21,-26,2,94,51,-111,-32,10,-87,41,114,-5,80,-46,59,111,16,46,115,-48,-5,-75,-122,123,-109,-70,116,-10,20,-44,-118,-67,17,41,16,102,-47,-31,-22,-96,-39,-1,-19,-98,30,-67,53,-53,-105,-9,24,15,-68,-53,77,-106,90,29,7,46,-30,67,-24,-101,-65,-66,-3,-118,-64,23,43,62,-27,-53,-7,45,-34,30,113,9,30,119,-12,-127,44,-114,-117,-12,-30,94,34,53,-91,-57,106,-38,37,-58,-97,90,116,-78,55,95,59,124,112,5,-99,-10,54,-3,-70,-110,108,-98,-75,110,99,88,99,-80,17,-77,26,123,-73,-26,120,77,-14,29,-61,78,97,-125,-39,19,80,105,22,114,-88,53,-54,-121,-7,92,34,10,101,-57,51,9,47,-124,-93,26,-76,38,70,50,45,-119,106,-51,-121,73,-68,59,121,40,78,92,23,-124,-73,67,43,104,-97,79,-31,15,75,-12,39,13,-99,75,-8,-62,-63,103,-68,101,-72,109,-123,-113,-93,47,-7,-51,64,-67,96,1,-81,34,-49,-66,-82,35,99,52,-95,28,27,-36,27,-93,-15,52,-68,55,-81,-104,117,67,-3,53,102,32,-5,-64,121,-31,-10,19,-123,41,-72,-97,113,45,-10,-111,-71,95,31,-89,-13,36,-111,39,86,126,10,-26,27,-91,48,-77,-45,-25,-106,126,-51,104,101,71,81,2,81,-26,-96,7,-114,-44,-94,-54,-22,110,19,-76,77,3,-127,-86,-78,110,6,-62,-96,121,-100,74,71,-3,-34,43,86,37,109,-110,123,56,118,-7,-33,-96,15,-60,75,-49,-23,-6,-34,57,60,117,-72,-82,-97,-104,88,30,-86,-55,111,-103,-121,-126,-63,-94,-103,-112,0,70,80,118,-46,-44,101,-85,28,85,52,91,-127,29,-88,-63,95,82,59,124,90,-86,-37,7,-116,75,72,-13,82,55,-125,-61,80,90,-75,41,-28,-41,-6,32,-62,35,88,91,61,-112,-104,-115,23,72,-102,-25,77,103,0,73,13,-121,6,81,-52,-70,59,63,113,-84,-85,-112,-9,113,-82,-52,98,-29,45,-25,59,-73,-78,-59,-96,-4,-32,-82,79,16,80,29,94,64,-7,67,-77,-5,-125,119,12,127,-9,104,-95,56,16,58,86,-117,18,66,26,-115,-55,48,59,126,-15,-90,-16,-126,15,120,75,-115,13,106,-76,80,-9,-15,-70,-10,50,-78,56,-51,110,85,-29,-102,20,15,-56,-73,-64,-23,-66,-12,-80,-128,-6,-121,-103,-6,-122,-97,40,46,-36,30,-2,-34,-2,32,116,-93,-59,-109,34,-79,126,-95,-120,-15,-40,-86,-64,71,-48,126,124,-2,-39,75,-64,127,57,30,-107,1,-74,-32,-105,-112,104,-115,80,-27,50,-86,-86,75,-13,-8,81,-13,-66,-38,-14,125,118,103,33,48,-71,10,35,-118,88,65,119,-36,-116,-107,-20,-43,-110,107,33,-27,15,-48,-119,46,-35,96,-75,88,-12,-7,90,-41,-6,-87,89,-88,-117,98,-29,-64,-41,-18,99,-83,13,61,-8,126,46,82,127,-81,-75,20,57,10,-36,81,54,-123,67,18,124,45,-55,95,50,-41,-38,-127,66,61,24,9,51,-55,113,-66,-80,28,49,-113,-71,24,113,-107,105,-71,37,47,-117,73,45,30,-74,117,114,26,6,-42,-80,-74,108,-81,110,73,88,124,-24,-43,-3,49,84,-55,-30,-125,36,102,62,-126,-45,-33,-50,98,-8,6,109,62,113,-84,-12,32,-40,24,-101,-87,-57,-56,59,-123,106,32,12,-71,-18,97,49,113,-47,105,-113,49,99,-124,-124,-81,-118,117,-12,-76,46,-9,-48,-41,-3,-54,-86,97,88,119,-82,-113,-52,-126,-93,-23,-121,127,-97,-28,-24,31,-62,-119,52,-93,75,7,33,-101,-67,67,-45,39,74,-83,127,-115,-66,4,-6,-18,-29,29,-23,68,-123,-103,31,24,117,49,8,-70,41,1,20,71,99,-40,-21,-116,-30,93,66,95,27,63,117,-49,20,-113,-92,-7,127,115,-85,97,-39,34,-67,-10,-53,123,-87,119,2,-77,68,-74,-66,22,96,-13,-12,96,-26,86,35,47,-128,-4,83,52,114,-2,-84,-14,67,-94,-53,-45,-74,-71,-94,94,-101,-122,3,-48,-14,124,-43,56,-3,58,-22,-97,-106,1,-32,57,-16,-127,51,23,-67,-59,-27,-60,125,-46,-125,-117,28,-74,29,29,-76,94,25,58,-32,-31,-101,-105,42,49,101,-115,-60,114,-55,-72,101,94,35,-14,-6,-115,-101,20,-36,-8,103,77,-42,82,61,104,85,35,-71,100,111,67,107,-90,-24,19,6,117,-87,-16,-67,-26,26,24,105,-64,102,105,-36,-7,60,109,112,-19,119,59,-81,10,-91,-9,69,124,-54,124,52,80,13,-105,21,-116,-114,-33,5,0,10,126,-93,22,-26,-115,115,94,22,105,-111,30,-7,102,44,63,0,85,-38,91,-30,98,-21,43,4,-63,-34,-124,-67,38,33,-2,45,-32,-86,12,-92,-38,29,39,121,-119,-42,-23,-30,-106,3,-12,-54,-108,7} + +#define UPDATE_GATE_BIAS {-85,78,113,70,33,38,8,114,70,-35,-67,65,31,-24,-70,-124,-89,104,124,-122,111,61,-87,75,-61,-98,83,-69,-63,45,-11,103} + +#define RESET_GATE_BIAS {-77,67,-93,-3,98,59,-121,33,49,50,41,91,-115,-33,71,47,-70,45,89,-115,72,106,-22,100,97,-100,-95,108,-33,3,14,30} + +#define HIDDEN_STATE_BIAS {-85,78,113,70,33,38,8,114,70,-35,-67,65,31,-24,-70,-124,-89,104,124,-122,111,61,-87,75,-61,-98,83,-69,-63,45,-11,103} + +#define INPUT_DATA1 {-367,-338,0,-89,453,-413,-343,-16,42,418,201,274,-352,477,-290,-92,266,-49,342,453,-398,247,-153,328,217,342,85,69,-38,351,73,128} + +#define INPUT_DATA2 {280,41,-322,61,315,350,504,-227,-221,-483,352,252,455,-236,344,364,-378,229,-187,-498,295,357,-511,58,-349,-458,-420,-66,-400,-379,477,-60} + +#define HISTORY_DATA {-38,53,105,-79,-463,51,-343,-226,-435,-282,218,441,-299,-215,-109,335,340,-471,-109,273,33,-245,-469,170,-26,-59,192,-119,76,-6,236,-145} diff --git a/NN/Examples/IAR/iar_nn_examples/NN-example-gru/readme_iar.txt b/NN/Examples/IAR/iar_nn_examples/NN-example-gru/readme_iar.txt new file mode 100644 index 0000000..a73e193 --- /dev/null +++ b/NN/Examples/IAR/iar_nn_examples/NN-example-gru/readme_iar.txt @@ -0,0 +1,7 @@ +CMSIS NN Lib example arm_nnexample_gru0 for + Cortex-M0, Cortex-M3, Cortex-M4 and Cortex-M7. + +The example is configured for IAR Embedded Workbench for ARM Simulator. + +When changing target, remember to change the ARM_MATH_CMx and __FPU_PRESENT +Preprocessor defines for C/C++ Compiler
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