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-rw-r--r--Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Compiler/EventRecorderConf.h44
-rw-r--r--Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM0/RTE_Components.h24
-rw-r--r--Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM3/RTE_Components.h22
-rw-r--r--Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM4_FP/RTE_Components.h22
-rw-r--r--Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM7_SP/RTE_Components.h22
-rw-r--r--Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/arm_nnexamples_gru.cpp221
-rw-r--r--Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/arm_nnexamples_gru_test_data.h23
7 files changed, 378 insertions, 0 deletions
diff --git a/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Compiler/EventRecorderConf.h b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Compiler/EventRecorderConf.h
new file mode 100644
index 0000000..5958233
--- /dev/null
+++ b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/Compiler/EventRecorderConf.h
@@ -0,0 +1,44 @@
+/*------------------------------------------------------------------------------
+ * MDK - Component ::Event Recorder
+ * Copyright (c) 2016 ARM Germany GmbH. All rights reserved.
+ *------------------------------------------------------------------------------
+ * Name: EventRecorderConf.h
+ * Purpose: Event Recorder Configuration
+ * Rev.: V1.0.0
+ *----------------------------------------------------------------------------*/
+
+//-------- <<< Use Configuration Wizard in Context Menu >>> --------------------
+
+// <h>Event Recorder
+
+// <o>Number of Records
+// <8=>8 <16=>16 <32=>32 <64=>64 <128=>128 <256=>256 <512=>512 <1024=>1024
+// <2048=>2048 <4096=>4096 <8192=>8192 <16384=>16384 <32768=>32768
+// <65536=>65536 <131072=>131072 <262144=>262144 <524288=>524288
+// <1048576=>1048576
+// <i>Configure size of Event Record Buffer (each record is 16 bytes)
+// <i>Must be 2^n (min=8, max=1048576)
+#define EVENT_RECORD_COUNT 64U
+
+// <o>Time Stamp Source
+// <0=> DWT Cycle Counter <1=> SysTick
+// <3=> User Timer (Normal Reset) <4=> User Timer (Power-On Reset)
+// <i>Selects source for 32-bit time stamp
+#define EVENT_TIMESTAMP_SOURCE 1
+
+// <h>SysTick Configuration
+// <i>Configure values when Time Stamp Source is set to SysTick
+
+// <o>SysTick Input Clock Frequency [Hz] <1-1000000000>
+// <i>Defines SysTick input clock (typical identical with processor clock)
+#define SYSTICK_CLOCK 100000000U
+
+// <o>SysTick Interrupt Period [us] <1-1000000000>
+// <i>Defines time period of the SysTick timer interrupt
+#define SYSTICK_PERIOD_US 1000U
+
+// </h>
+
+// </h>
+
+//------------- <<< end of configuration section >>> ---------------------------
diff --git a/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM0/RTE_Components.h b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM0/RTE_Components.h
new file mode 100644
index 0000000..73f80ad
--- /dev/null
+++ b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM0/RTE_Components.h
@@ -0,0 +1,24 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ * *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_gru'
+ * Target: 'ARMCM0'
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File:
+ */
+#define CMSIS_device_header "ARMCM0.h"
+
+#define RTE_Compiler_EventRecorder
+ #define RTE_Compiler_EventRecorder_DAP
+#define RTE_Compiler_IO_STDOUT /* Compiler I/O: STDOUT */
+ #define RTE_Compiler_IO_STDOUT_EVR /* Compiler I/O: STDOUT EVR */
+
+#endif /* RTE_COMPONENTS_H */
diff --git a/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM3/RTE_Components.h b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM3/RTE_Components.h
new file mode 100644
index 0000000..1f91822
--- /dev/null
+++ b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM3/RTE_Components.h
@@ -0,0 +1,22 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ * *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_gru'
+ * Target: 'ARMCM3'
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File:
+ */
+#define CMSIS_device_header "ARMCM3.h"
+
+#define RTE_Compiler_IO_STDOUT /* Compiler I/O: STDOUT */
+ #define RTE_Compiler_IO_STDOUT_ITM /* Compiler I/O: STDOUT ITM */
+
+#endif /* RTE_COMPONENTS_H */
diff --git a/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM4_FP/RTE_Components.h b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM4_FP/RTE_Components.h
new file mode 100644
index 0000000..3df85a0
--- /dev/null
+++ b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM4_FP/RTE_Components.h
@@ -0,0 +1,22 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ * *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_gru'
+ * Target: 'ARMCM4_FP'
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File:
+ */
+#define CMSIS_device_header "ARMCM4_FP.h"
+
+#define RTE_Compiler_IO_STDOUT /* Compiler I/O: STDOUT */
+ #define RTE_Compiler_IO_STDOUT_ITM /* Compiler I/O: STDOUT ITM */
+
+#endif /* RTE_COMPONENTS_H */
diff --git a/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM7_SP/RTE_Components.h b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM7_SP/RTE_Components.h
new file mode 100644
index 0000000..04bee02
--- /dev/null
+++ b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/RTE/_ARMCM7_SP/RTE_Components.h
@@ -0,0 +1,22 @@
+
+/*
+ * Auto generated Run-Time-Environment Component Configuration File
+ * *** Do not modify ! ***
+ *
+ * Project: 'arm_nnexamples_gru'
+ * Target: 'ARMCM7_SP'
+ */
+
+#ifndef RTE_COMPONENTS_H
+#define RTE_COMPONENTS_H
+
+
+/*
+ * Define the Device Header File:
+ */
+#define CMSIS_device_header "ARMCM7_SP.h"
+
+#define RTE_Compiler_IO_STDOUT /* Compiler I/O: STDOUT */
+ #define RTE_Compiler_IO_STDOUT_ITM /* Compiler I/O: STDOUT ITM */
+
+#endif /* RTE_COMPONENTS_H */
diff --git a/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/arm_nnexamples_gru.cpp b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/arm_nnexamples_gru.cpp
new file mode 100644
index 0000000..efb3257
--- /dev/null
+++ b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/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 &sdot; {h[t-1],x[t]} )
+ * r[t] = sigmoid( W_r &sdot; {h[t-1],x[t]} )
+ * n[t] = tanh( W_n &sdot; [r[t] &times; {h[t-1], x[t]} )
+ * h[t] = (1 - z[t]) &times; h[t-1] + z[t] &times; 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/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/arm_nnexamples_gru_test_data.h b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/gru/arm_nnexamples_gru_test_data.h
new file mode 100644
index 0000000..e0ccbe1
--- /dev/null
+++ b/Blink/Drivers/CMSIS/NN/Examples/ARM/arm_nn_examples/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 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+
+#define RESET_GATE_WEIGHT_X4 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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,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+
+#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}