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/* ----------------------------------------------------------------------
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* Copyright (C) 2010-2018 Arm Limited. All rights reserved.
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*
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*
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* Project: CMSIS NN Library
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* Title: arm_nnexamples_cifar10.cpp
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*
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* Description: Convolutional Neural Network Example
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*
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* Target Processor: Cortex-M4/Cortex-M7
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions
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* are met:
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* - Redistributions of source code must retain the above copyright
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* notice, this list of conditions and the following disclaimer.
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* - Redistributions in binary form must reproduce the above copyright
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* notice, this list of conditions and the following disclaimer in
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* the documentation and/or other materials provided with the
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* distribution.
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* - Neither the name of Arm LIMITED nor the names of its contributors
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* may be used to endorse or promote products derived from this
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* software without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
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* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
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* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
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* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
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* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
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* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
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* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
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* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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* POSSIBILITY OF SUCH DAMAGE.
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* -------------------------------------------------------------------- */
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/**
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* @ingroup groupExamples
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*/
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/**
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* @defgroup CNNExample Convolutional Neural Network Example
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*
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* \par Description:
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* \par
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* Demonstrates a convolutional neural network (CNN) example with the use of convolution,
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* ReLU activation, pooling and fully-connected functions.
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*
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* \par Model definition:
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* \par
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* The CNN used in this example is based on CIFAR-10 example from Caffe [1].
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* The neural network consists
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* of 3 convolution layers interspersed by ReLU activation and max pooling layers, followed by a
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* fully-connected layer at the end. The input to the network is a 32x32 pixel color image, which will
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* be classified into one of the 10 output classes.
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* This example model implementation needs 32.3 KB to store weights, 40 KB for activations and
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* 3.1 KB for storing the \c im2col data.
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*
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* \image html CIFAR10_CNN.gif "Neural Network model definition"
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*
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* \par Variables Description:
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* \par
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* \li \c conv1_wt, \c conv2_wt, \c conv3_wt are convolution layer weight matrices
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* \li \c conv1_bias, \c conv2_bias, \c conv3_bias are convolution layer bias arrays
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* \li \c ip1_wt, ip1_bias point to fully-connected layer weights and biases
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* \li \c input_data points to the input image data
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* \li \c output_data points to the classification output
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* \li \c col_buffer is a buffer to store the \c im2col output
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* \li \c scratch_buffer is used to store the activation data (intermediate layer outputs)
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*
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* \par CMSIS DSP Software Library Functions Used:
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* \par
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* - arm_convolve_HWC_q7_RGB()
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* - arm_convolve_HWC_q7_fast()
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* - arm_relu_q7()
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* - arm_maxpool_q7_HWC()
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* - arm_avepool_q7_HWC()
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* - arm_fully_connected_q7_opt()
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* - arm_fully_connected_q7()
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*
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* <b> Refer </b>
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* \link arm_nnexamples_cifar10.cpp \endlink
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*
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* \par [1] https://github.com/BVLC/caffe
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*/
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#include <stdint.h>
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#include <stdio.h>
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#include "arm_math.h"
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#include "arm_nnexamples_cifar10_parameter.h"
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#include "arm_nnexamples_cifar10_weights.h"
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#include "arm_nnfunctions.h"
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#include "arm_nnexamples_cifar10_inputs.h"
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#ifdef _RTE_
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#include "RTE_Components.h"
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#ifdef RTE_Compiler_EventRecorder
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#include "EventRecorder.h"
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#endif
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#endif
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// include the input and weights
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static q7_t conv1_wt[CONV1_IM_CH * CONV1_KER_DIM * CONV1_KER_DIM * CONV1_OUT_CH] = CONV1_WT;
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static q7_t conv1_bias[CONV1_OUT_CH] = CONV1_BIAS;
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static q7_t conv2_wt[CONV2_IM_CH * CONV2_KER_DIM * CONV2_KER_DIM * CONV2_OUT_CH] = CONV2_WT;
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static q7_t conv2_bias[CONV2_OUT_CH] = CONV2_BIAS;
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static q7_t conv3_wt[CONV3_IM_CH * CONV3_KER_DIM * CONV3_KER_DIM * CONV3_OUT_CH] = CONV3_WT;
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static q7_t conv3_bias[CONV3_OUT_CH] = CONV3_BIAS;
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static q7_t ip1_wt[IP1_DIM * IP1_OUT] = IP1_WT;
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static q7_t ip1_bias[IP1_OUT] = IP1_BIAS;
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/* Here the image_data should be the raw uint8 type RGB image in [RGB, RGB, RGB ... RGB] format */
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uint8_t image_data[CONV1_IM_CH * CONV1_IM_DIM * CONV1_IM_DIM] = IMG_DATA;
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q7_t output_data[IP1_OUT];
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//vector buffer: max(im2col buffer,average pool buffer, fully connected buffer)
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q7_t col_buffer[2 * 5 * 5 * 32 * 2];
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q7_t scratch_buffer[32 * 32 * 10 * 4];
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int main()
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{
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#ifdef RTE_Compiler_EventRecorder
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EventRecorderInitialize (EventRecordAll, 1); // initialize and start Event Recorder
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#endif
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printf("start execution\n");
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/* start the execution */
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q7_t *img_buffer1 = scratch_buffer;
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q7_t *img_buffer2 = img_buffer1 + 32 * 32 * 32;
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/* input pre-processing */
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int mean_data[3] = INPUT_MEAN_SHIFT;
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unsigned int scale_data[3] = INPUT_RIGHT_SHIFT;
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for (int i=0;i<32*32*3; i+=3) {
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img_buffer2[i] = (q7_t)__SSAT( ((((int)image_data[i] - mean_data[0])<<7) + (0x1<<(scale_data[0]-1)))
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>> scale_data[0], 8);
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img_buffer2[i+1] = (q7_t)__SSAT( ((((int)image_data[i+1] - mean_data[1])<<7) + (0x1<<(scale_data[1]-1)))
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>> scale_data[1], 8);
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img_buffer2[i+2] = (q7_t)__SSAT( ((((int)image_data[i+2] - mean_data[2])<<7) + (0x1<<(scale_data[2]-1)))
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>> scale_data[2], 8);
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}
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// conv1 img_buffer2 -> img_buffer1
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arm_convolve_HWC_q7_RGB(img_buffer2, CONV1_IM_DIM, CONV1_IM_CH, conv1_wt, CONV1_OUT_CH, CONV1_KER_DIM, CONV1_PADDING,
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CONV1_STRIDE, conv1_bias, CONV1_BIAS_LSHIFT, CONV1_OUT_RSHIFT, img_buffer1, CONV1_OUT_DIM,
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(q15_t *) col_buffer, NULL);
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arm_relu_q7(img_buffer1, CONV1_OUT_DIM * CONV1_OUT_DIM * CONV1_OUT_CH);
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// pool1 img_buffer1 -> img_buffer2
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arm_maxpool_q7_HWC(img_buffer1, CONV1_OUT_DIM, CONV1_OUT_CH, POOL1_KER_DIM,
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POOL1_PADDING, POOL1_STRIDE, POOL1_OUT_DIM, NULL, img_buffer2);
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// conv2 img_buffer2 -> img_buffer1
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arm_convolve_HWC_q7_fast(img_buffer2, CONV2_IM_DIM, CONV2_IM_CH, conv2_wt, CONV2_OUT_CH, CONV2_KER_DIM,
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CONV2_PADDING, CONV2_STRIDE, conv2_bias, CONV2_BIAS_LSHIFT, CONV2_OUT_RSHIFT, img_buffer1,
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CONV2_OUT_DIM, (q15_t *) col_buffer, NULL);
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arm_relu_q7(img_buffer1, CONV2_OUT_DIM * CONV2_OUT_DIM * CONV2_OUT_CH);
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// pool2 img_buffer1 -> img_buffer2
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arm_maxpool_q7_HWC(img_buffer1, CONV2_OUT_DIM, CONV2_OUT_CH, POOL2_KER_DIM,
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POOL2_PADDING, POOL2_STRIDE, POOL2_OUT_DIM, col_buffer, img_buffer2);
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// conv3 img_buffer2 -> img_buffer1
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arm_convolve_HWC_q7_fast(img_buffer2, CONV3_IM_DIM, CONV3_IM_CH, conv3_wt, CONV3_OUT_CH, CONV3_KER_DIM,
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CONV3_PADDING, CONV3_STRIDE, conv3_bias, CONV3_BIAS_LSHIFT, CONV3_OUT_RSHIFT, img_buffer1,
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CONV3_OUT_DIM, (q15_t *) col_buffer, NULL);
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arm_relu_q7(img_buffer1, CONV3_OUT_DIM * CONV3_OUT_DIM * CONV3_OUT_CH);
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// pool3 img_buffer-> img_buffer2
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arm_maxpool_q7_HWC(img_buffer1, CONV3_OUT_DIM, CONV3_OUT_CH, POOL3_KER_DIM,
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POOL3_PADDING, POOL3_STRIDE, POOL3_OUT_DIM, col_buffer, img_buffer2);
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arm_fully_connected_q7_opt(img_buffer2, ip1_wt, IP1_DIM, IP1_OUT, IP1_BIAS_LSHIFT, IP1_OUT_RSHIFT, ip1_bias,
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output_data, (q15_t *) img_buffer1);
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arm_softmax_q7(output_data, 10, output_data);
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for (int i = 0; i < 10; i++)
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{
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printf("%d: %d\n", i, output_data[i]);
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}
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return 0;
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}
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+6
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/* Here are two different test images */
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//#define IMG_DATA {158,112,49,159,111,47,165,116,51,166,118,53,160,112,46,156,109,41,162,115,47,159,113,45,158,111,44,159,113,41,161,116,41,160,111,52,161,111,49,166,117,41,169,117,45,170,119,44,167,117,40,162,113,38,160,111,39,160,112,43,156,109,44,149,107,45,150,107,45,148,106,43,149,107,44,143,101,39,140,98,43,141,97,41,143,97,38,137,95,36,126,91,36,116,85,33,152,112,51,151,110,40,159,114,45,166,116,56,162,112,49,160,113,43,164,117,47,162,114,45,163,116,46,156,110,38,155,111,41,159,110,54,163,113,52,170,119,41,171,117,40,171,115,33,169,115,30,160,111,33,154,112,41,151,115,50,145,110,53,139,104,55,140,102,52,141,100,48,149,105,50,147,102,46,145,102,45,142,97,38,143,98,34,136,95,31,125,91,32,119,88,34,151,110,47,151,109,33,158,111,36,167,111,48,160,106,42,163,115,44,165,117,45,165,117,45,163,115,43,162,115,43,158,114,48,157,109,57,161,111,51,166,115,38,167,114,37,169,113,35,170,116,39,159,114,47,145,111,54,121,96,49,110,90,52,98,78,50,101,77,47,114,85,50,120,86,48,134,96,55,143,103,51,140,99,39,142,99,35,139,98,34,130,95,34,120,89,33,155,107,40,155,110,32,160,109,31,174,112,44,167,110,43,167,117,46,169,120,48,169,119,48,165,115,44,165,117,45,167,123,57,191,146,95,177,130,75,157,111,41,162,115,47,164,114,54,158,112,58,149,111,67,104,80,47,103,87,65,98,90,76,92,90,84,80,75,66,74,63,50,86,70,52,83,62,39,113,85,45,132,98,46,140,102,43,140,101,39,136,99,39,127,94,36,155,107,41,156,114,48,161,115,49,170,114,47,169,114,43,163,113,40,169,120,47,166,116,44,164,113,41,164,116,42,173,128,59,246,214,164,195,156,107,151,114,56,146,111,60,142,108,71,111,80,50,78,53,31,85,69,56,113,103,98,112,110,111,106,114,118,97,102,105,93,94,93,74,72,67,84,78,70,85,73,47,105,83,45,128,96,48,138,101,46,133,94,36,129,93,36,148,109,54,133,104,64,130,100,57,147,112,53,161,115,44,165,113,39,167,116,41,167,115,41,163,111,37,165,116,39,163,118,42,180,138,85,157,122,78,128,102,58,97,75,43,66,50,31,69,58,43,66,56,45,89,83,76,118,113,110,122,121,120,119,122,122,114,116,116,94,96,96,99,100,97,91,91,86,58,58,47,67,58,37,108,84,49,140,105,58,138,98,44,134,95,40,127,100,57,109,95,80,47,37,17,88,74,28,153,117,48,170,118,43,168,115,40,170,118,43,169,117,42,166,116,37,164,120,39,147,107,52,129,98,59,127,108,75,100,87,70,68,67,57,78,83,72,72,75,64,83,84,74,132,130,121,146,142,132,124,118,108,105,99,90,107,102,94,115,111,103,85,83,77,63,71,69,46,47,39,79,61,36,132,98,58,141,99,48,134,93,39,131,115,90,99,96,92,42,43,38,70,64,41,143,111,56,167,117,42,165,114,36,168,116,39,171,119,49,161,113,51,140,109,51,120,94,49,130,110,77,144,131,107,116,106,93,88,87,79,91,95,88,85,88,82,77,77,69,124,118,107,163,153,140,136,124,112,102,93,81,106,98,88,100,93,84,85,81,74,54,60,58,49,53,49,57,47,32,107,83,50,138,103,51,136,97,39,170,161,144,103,105,105,54,58,59,124,121,113,153,124,82,161,113,43,163,117,41,166,122,50,165,121,66,174,135,95,113,89,59,125,105,78,157,141,121,156,143,128,121,111,101,86,80,74,82,81,77,84,85,82,80,78,73,81,71,61,138,125,112,146,135,123,113,103,93,87,79,70,83,77,69,86,82,76,71,73,67,56,57,53,40,35,27,74,59,35,133,106,59,137,103,45,180,176,163,134,139,143,94,100,105,154,154,149,174,149,112,158,116,51,156,116,47,153,118,60,207,180,146,237,214,198,207,180,166,156,131,119,174,153,145,148,131,125,125,110,107,93,85,79,86,84,79,74,74,71,59,57,53,76,68,58,137,125,112,143,133,122,133,124,114,106,98,89,86,81,74,87,85,78,84,85,78,75,76,71,50,49,43,40,30,15,95,75,44,132,103,57,183,183,175,108,116,122,142,151,158,165,169,168,177,156,122,155,112,50,159,118,51,122,89,47,213,197,179,237,224,226,220,191,188,164,135,131,183,159,155,156,137,132,125,108,104,120,111,104,78,76,69,80,80,77,45,44,40,91,85,77,175,165,154,157,147,137,155,147,138,107,100,92,87,83,77,103,102,96,88,88,79,78,79,73,59,59,59,41,36,33,59,46,31,104,81,46,188,191,189,100,108,116,135,144,153,170,175,178,187,167,136,166,120,59,173,123,55,134,93,44,117,95,80,194,182,188,199,171,164,170,142,133,185,161,151,189,171,159,134,119,106,117,107,95,102,98,89,84,84,79,38,38,34,125,121,113,210,201,192,160,152,142,146,139,130,93,89,82,83,80,75,94,93,88,104,104,94,85,87,81,73,75,78,55,53,55,62,55,48,76,56,26,189,194,194,90,96,105,127,134,144,175,180,185,174,156,133,166,123,68,178,123,53,159,109,47,97,68,44,168,154,152,168,144,126,137,114,94,186,166,148,216,202,183,160,149,129,123,113,98,120,114,105,115,114,109,50,50,47,150,147,140,194,187,178,155,149,140,123,118,111,91,88,83,84,83,79,84,84,80,95,95,85,86,87,81,84,87,89,73,73,73,79,74,64,73,55,24,189,192,193,93,95,103,152,154,163,185,188,192,119,110,98,136,106,66,173,124,58,167,116,50,103,72,39,147,132,120,145,125,103,167,149,127,189,174,155,226,216,200,180,172,157,141,131,117,126,117,107,117,114,109,71,71,68,154,152,147,186,181,174,149,144,136,114,110,104,87,85,80,80,80,76,72,73,70,80,80,72,99,100,94,100,101,99,90,88,81,97,89,69,94,73,34,194,196,196,108,107,112,168,167,172,186,186,188,105,109,109,99,89,67,156,119,62,167,122,55,100,74,34,115,106,88,138,123,103,198,185,169,190,180,169,172,165,159,145,140,140,154,143,134,146,136,125,103,100,95,71,71,70,152,152,14
Line truncated
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||||
#define IMG_DATA {235,235,235,231,231,231,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,232,233,233,233,233,233,233,233,233,233,233,233,233,233,233,233,233,232,233,233,231,233,232,231,233,231,233,233,230,233,232,232,232,234,232,231,234,232,232,232,233,233,230,232,233,231,233,233,233,232,232,232,232,232,232,232,232,232,233,233,233,233,233,233,232,232,232,238,238,238,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,236,236,236,236,236,236,236,236,236,236,236,236,236,236,236,236,236,236,237,234,233,236,234,233,236,236,234,234,236,234,234,235,237,234,234,238,235,236,237,236,236,235,236,236,234,236,236,236,235,235,235,235,235,235,235,235,235,236,236,236,236,236,236,235,235,235,237,237,237,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,235,235,235,235,234,234,236,233,231,236,234,231,235,235,234,234,235,236,227,230,233,231,235,238,231,233,235,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,235,235,235,235,235,235,234,234,234,238,238,238,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,234,235,235,235,235,235,234,233,233,230,232,232,231,228,230,232,223,226,231,186,192,197,209,216,219,207,210,213,228,228,230,236,235,235,234,234,234,234,234,234,234,234,234,234,234,234,235,235,235,235,235,235,235,235,235,237,237,237,234,234,234,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,235,234,234,234,234,234,234,235,235,235,235,235,235,234,234,234,234,234,234,235,235,235,235,235,235,236,238,236,233,237,237,219,225,230,203,210,219,163,172,179,195,205,208,214,218,221,230,229,232,237,235,237,235,235,235,235,235,235,235,235,235,235,236,236,236,236,236,236,236,236,236,236,236,239,239,238,236,235,235,236,235,235,236,235,235,236,235,235,236,235,235,235,236,235,235,235,235,234,234,234,235,235,235,237,236,236,237,236,236,234,235,236,232,233,234,235,237,237,229,231,232,208,216,218,194,205,210,185,198,207,174,188,200,165,179,189,184,196,202,207,215,220,226,228,232,236,235,237,236,236,235,236,236,235,236,236,235,236,236,236,237,237,237,237,237,237,237,237,237,228,229,229,228,227,228,232,230,231,231,228,230,234,232,233,237,236,236,237,237,235,236,237,235,237,235,236,237,235,236,239,236,237,239,237,238,225,229,230,224,228,229,233,237,238,221,226,228,183,197,204,161,180,190,159,180,191,154,176,190,144,163,177,143,159,171,156,169,177,198,206,211,233,238,239,236,237,234,235,236,233,235,235,235,235,236,236,236,238,237,237,237,237,239,237,238,212,220,222,224,230,233,230,234,238,227,232,234,229,234,234,234,237,236,237,238,235,238,237,236,239,237,238,239,237,238,239,236,237,240,238,239,201,204,203,219,222,221,233,236,235,214,218,218,193,204,210,185,201,210,184,201,211,173,191,203,165,182,196,159,174,187,162,176,185,186,199,204,229,239,240,234,239,238,233,238,237,233,238,238,234,239,238,236,239,238,237,239,238,238,238,238,216,234,241,221,236,243,225,238,246,225,239,243,227,240,240,231,238,237,236,237,235,238,236,235,238,236,237,238,236,237,237,237,237,239,239,239,197,198,196,220,221,218,233,234,231,230,231,229,209,213,217,209,216,222,219,228,235,208,218,227,209,221,234,210,224,235,217,233,240,218,235,241,225,240,243,228,238,240,228,239,240,230,240,240,230,240,239,235,240,239,237,240,239,238,238,238,118,140,149,119,138,148,124,142,153,136,155,161,172,188,191,225,234,233,235,236,233,237,234,232,236,233,234,235,235,235,235,237,236,233,237,235,214,216,214,226,228,226,232,234,232,236,237,236,228,230,232,227,230,235,231,236,241,225,232,239,225,237,247,217,233,243,201,219,226,185,204,211,172,189,195,167,179,186,167,180,185,186,199,201,223,235,235,235,241,239,236,240,239,238,240,239,109,130,141,103,121,133,108,125,137,111,127,137,146,159,165,222,229,231,227,228,225,229,226,224,236,232,233,234,234,234,231,236,234,230,237,235,229,234,235,231,235,236,232,237,238,230,235,236,231,236,238,231,237,240,229,237,241,223,232,238,191,206,213,164,184,191,146,165,172,137,156,163,134,149,159,128,140,153,121,133,143,149,162,166,216,228,229,234,241,239,235,240,238,237,240,239,195,212,224,188,202,215,199,211,224,200,211,223,209,217,227,223,227,231,213,213,211,211,209,206,216,213,214,220,222,222,219,226,225,210,221,219,209,219,223,211,221,225,216,225,230,220,229,233,225,234,237,226,236,239,225,237,241,218,231,237,183,204,208,175,198,203,181,200,207,178,194,202,186,197,211,170,178,196,142,151,164,185,195,202,219,230,233,231,240,238,234,241,239,236,240,239,193,207,222,191,202,217,202,211,224,214,217,234,223,225,241,214,219,227,203,208,208,171,174,174,177,180,183,207,213,214,174,184,188,98,112,121,93,114,126,101,121,132,111,129,139,122,138,147,137,152,161,153,167,174,202,216,220,223,236,237,218,232,235,220,233,238,223,234,240,217,226,233,221,228,237,212,219,229,196,203,212,222,230,237,219,227,234,221,230,233,232,239,242,235Line truncated
|
||||
+43
@@ -0,0 +1,43 @@
|
||||
#define CONV1_IM_DIM 32
|
||||
#define CONV1_IM_CH 3
|
||||
#define CONV1_KER_DIM 5
|
||||
#define CONV1_PADDING 2
|
||||
#define CONV1_STRIDE 1
|
||||
#define CONV1_OUT_CH 32
|
||||
#define CONV1_OUT_DIM 32
|
||||
|
||||
#define POOL1_KER_DIM 3
|
||||
#define POOL1_STRIDE 2
|
||||
#define POOL1_PADDING 0
|
||||
#define POOL1_OUT_DIM 16
|
||||
|
||||
#define CONV2_IM_DIM 16
|
||||
#define CONV2_IM_CH 32
|
||||
#define CONV2_KER_DIM 5
|
||||
#define CONV2_PADDING 2
|
||||
#define CONV2_STRIDE 1
|
||||
#define CONV2_OUT_CH 16
|
||||
#define CONV2_OUT_DIM 16
|
||||
|
||||
#define POOL2_KER_DIM 3
|
||||
#define POOL2_STRIDE 2
|
||||
#define POOL2_PADDING 0
|
||||
#define POOL2_OUT_DIM 8
|
||||
|
||||
#define CONV3_IM_DIM 8
|
||||
#define CONV3_IM_CH 16
|
||||
#define CONV3_KER_DIM 5
|
||||
#define CONV3_PADDING 2
|
||||
#define CONV3_STRIDE 1
|
||||
#define CONV3_OUT_CH 32
|
||||
#define CONV3_OUT_DIM 8
|
||||
|
||||
#define POOL3_KER_DIM 3
|
||||
#define POOL3_STRIDE 2
|
||||
#define POOL3_PADDING 0
|
||||
#define POOL3_OUT_DIM 4
|
||||
|
||||
#define IP1_DIM 4*4*32
|
||||
#define IP1_IM_DIM 4
|
||||
#define IP1_IM_CH 32
|
||||
#define IP1_OUT 10
|
||||
+26
@@ -0,0 +1,26 @@
|
||||
#define CONV1_WT {-9,-1,2,6,-4,6,4,-11,8,-9,-11,10,-12,5,15,11,-1,-1,33,-25,-18,47,-35,-23,25,-27,-5,0,-4,9,2,-5,0,34,-25,-21,55,-40,-33,34,-32,-16,5,-7,2,-21,16,14,-4,5,3,14,-10,-7,3,-10,-2,-8,5,8,-29,23,12,-25,15,8,-15,4,7,-16,5,8,-13,17,12,2,-4,-1,-1,-10,9,6,-4,21,11,0,12,-10,-9,-4,13,10,12,19,11,27,0,-5,11,-21,-26,-28,-7,3,-15,16,14,26,-22,-25,-8,-29,-24,-23,0,6,-13,13,25,0,-21,-18,-3,-21,-19,-13,11,14,4,13,18,-4,6,16,-1,-10,-14,-7,12,9,5,13,8,-4,9,10,-9,-4,7,-3,7,7,-12,7,3,0,-1,-7,2,-8,-5,9,-3,6,-4,7,-10,-25,7,-7,-7,10,2,14,-4,2,17,-9,5,-3,7,-10,-25,4,-10,-8,0,0,16,-7,11,25,-14,13,4,7,-12,-23,5,-16,-17,8,0,11,2,13,21,-11,9,-3,2,-9,-9,-3,-14,-11,1,-1,6,-6,6,14,-1,16,11,7,3,-14,21,6,-6,17,13,4,1,7,-3,-6,2,2,27,13,-5,18,0,-7,-6,-4,2,-24,-11,0,-18,-8,6,24,8,-14,11,-6,-8,-8,0,12,-22,-2,13,-15,-3,7,29,6,-16,10,-6,-4,-12,-7,11,-26,-14,3,-10,-8,0,16,5,-8,-5,-5,3,-15,-2,23,-17,-5,17,1,1,12,10,3,-5,-7,-18,-7,-3,-4,2,3,6,4,4,2,-7,17,20,12,-23,-27,-15,-3,3,6,5,15,6,-2,2,-5,22,22,11,-26,-30,-19,-6,-5,3,10,12,6,2,1,-3,20,14,4,-15,-26,-18,0,-9,1,14,8,6,1,-7,-9,8,11,6,-10,-13,-11,-4,-4,8,2,5,17,-9,0,11,-9,-11,21,6,13,39,-7,1,30,2,12,36,-11,-1,28,-2,-25,-6,6,-16,-6,-9,-34,-24,3,-17,-15,2,-20,-11,0,-13,-11,25,13,6,0,-15,-20,16,7,-11,7,-3,-10,-5,-2,-6,14,22,12,-16,-5,-12,7,23,7,-10,5,-2,-10,-1,-9,7,21,8,-19,-2,-13,2,21,3,-15,9,-2,-4,-2,-2,-12,2,13,-19,1,6,0,16,-1,5,8,-28,11,-2,-4,-10,-1,21,-30,-4,22,-8,14,9,11,14,-21,20,-9,-23,0,-4,19,-28,-9,31,-30,-1,12,3,14,-11,30,3,-24,3,-8,6,-22,-9,31,-29,2,26,-5,11,8,24,2,-36,24,3,-9,-6,-17,4,-8,-8,12,1,-1,5,3,-12,15,-6,-2,-1,0,15,-11,-18,6,-18,-10,6,3,6,-3,3,-12,13,-14,-1,43,-23,-3,52,-16,-11,28,-8,4,-6,5,-11,16,-6,-20,32,-28,-24,38,-31,-22,20,-16,5,-13,7,-2,5,3,-6,17,-10,-8,22,-13,-5,13,0,11,-16,14,-3,-14,6,3,-4,4,4,-2,2,-3,-9,5,2,1,-2,-10,-6,-3,-17,-2,1,-19,2,1,-14,8,11,14,3,7,1,-13,-13,2,-1,-3,-9,0,-5,-18,4,0,18,3,9,15,-10,-8,10,-12,-18,5,-3,-16,-10,0,-14,5,4,14,14,-1,10,16,-6,-2,14,-1,-12,8,2,-18,-13,-1,17,-2,2,24,-4,-3,17,8,-1,12,9,-6,-3,-2,-9,3,-2,-13,-1,-5,-17,-5,-7,-16,-7,-8,-14,-9,3,-9,-1,0,-13,-7,4,-9,-7,3,-6,-8,-2,-4,-7,5,-7,-4,1,-8,-11,10,6,-3,14,12,-1,6,10,-2,0,-12,-16,-3,-9,-19,0,1,-12,9,12,-2,1,10,-1,10,4,-8,6,3,-11,11,14,1,12,19,8,3,16,9,-7,-1,4,-11,-1,3,1,12,8,7,15,13,-5,-2,4,-7,-5,1,-8,-3,2,1,10,9,-1,8,9,-11,-9,-2,0,-1,6,-14,-13,-6,1,3,10,3,4,11,-1,-5,5,7,4,10,-14,-17,-10,-12,-13,-6,-11,-14,-6,1,-6,1,2,-1,1,-5,-7,-3,-2,-4,1,-11,-13,-9,-12,-16,-12,-2,-1,-2,-9,-5,-4,-7,-3,3,-1,-3,8,9,-2,1,8,11,13,5,14,17,1,10,17,-1,3,18,0,-6,0,-1,0,3,4,13,16,-1,8,14,-4,2,14,-16,-20,-14,-3,-3,0,13,21,25,5,11,14,-5,-2,9,1,-5,2,-6,-9,-14,-7,-4,-8,-10,-9,-13,-10,-12,-12,7,-1,-2,-5,2,-14,-5,3,-6,1,9,3,-8,3,-1,-9,2,0,-12,-4,-21,6,17,8,17,28,22,-5,6,2,-15,-8,-7,8,21,-3,2,20,-5,-1,16,-8,7,17,3,0,6,1,11,26,0,-22,-4,-33,-36,-16,-40,-2,14,1,2,10,5,1,17,-10,-16,3,-22,-22,-1,-14,-9,10,6,-7,7,7,10,-8,5,-3,-4,-1,-7,-7,-7,1,0,-2,-7,11,9,5,-2,2,12,14,16,12,7,2,0,-9,-23,-14,-8,-23,-1,-11,-14,-7,-9,-7,14,11,7,44,35,19,34,38,12,1,3,9,-6,-4,8,-32,-28,-19,-41,-45,-37,-14,-17,-17,-7,4,-3,-5,8,8,3,16,21,8,14,24,-3,-5,6,-11,-15,-18,-8,-12,-12,-6,-14,-8,9,-6,1,16,3,11,3,3,-8,-5,0,-6,-13,-13,-13,-6,-15,-15,6,-5,-4,9,16,5,1,14,5,-4,7,-1,-12,-11,-18,0,-6,-12,5,14,0,-1,13,2,2,18,6,-9,-4,-16,0,-3,-17,4,12,0,-1,13,2,0,16,6,-6,1,-9,-5,-8,-19,18,-1,-4,16,-2,-6,18,-1,-4,9,-4,1,-12,-13,-4,9,-3,-9,6,-4,-14,15,5,-2,-5,-5,-1,-20,-9,-3,16,2,-5,12,3,-7,15,7,1,-12,-7,-2,-15,-2,2,18,7,-1,10,2,-5,-1,-8,-8,-18,-15,-7,-2,7,9,-15,-15,-17,-7,-6,-7,-12,-12,-6,-17,-12,-6,9,14,12,13,7,6,3,-3,2,-6,-7,1,-7,-4,3,-11,-12,-6,12,11,6,-4,-3,-2,-15,-12,-4,-7,-4,3,-9,-9,-4,15,17,12,-3,1,2,-18,-13,-6,4,5,10,6,1,5,9,14,8,-6,1,3,-21,-15,-7,-2,-1,5,4,-1,2,4,17,14,-4,4,9,-24,-20,-11,-7,-7,3,-2,-6,1,5,9,-10,6,9,-12,12,11,-7,4,1,-15,11,9,-6,25,15,5,21,13,5,23,14,7,13,2,-3,17,10,6,-1,-10,-2,-20,-21,-14,-11,-11,-2,-11,-12,-3,-16,-15,-3,-4,-14,6,-16,-19,-1,-3,-2,13,-1,-3,12,-6,-10,8,0,-5,10,-11,-10,4,-4,-1,8,-11,-5,3,-6,-1,8,-8,-15,0,-3,0,9,4,11,14,-3,3,4,-15,-9,-6,-12,-14,-1,-18,-8,-1,-26,-12,-8,-28,-12,-9,-30,-13,-8,10,-1,-6,15,17,5,11,22,8,15,24,8,17,25,12,10,-5,-9,4,4,-5,1,10,1,2,4,-8,6,7,-7,5,-10,-6,-1,-5,-3,3,8,10,1,4,-2,-1,0,-8,2,-8,3,0,-6,9,1,-2,-8,6,1,-3,1,-10,6,5,-6,7,-8,-12,0,11,17,-4,-7,-1,-12,1,-2,9,11,2,17,-35,-32,-21,38,52,20,-27,-17,-30,4,2,17,18,10,19,-44,-34,-34,43,59,28,-25,-17,-31,6,0,16,10,4,18,-31,-27,-22,27,31,16,-10,-9,-16,3,-6,6,-2,-11,15,10,0,14,-2,-8,-8,0,-7,-7,13,0,11,2,-7,3,10,4,3,0,-2,-14,-1,-1,-16,-1,3,-6,8,-4,3,12,4,2,4,1,-17,7,10,-8,0,10,-2,-3,-15,0,10,4,8,-10,-13,-24,-7,-2,-16,0,8,-3,-6,-6,7,7,11,13,2,9,-6,-4,11,-15,2,22,0,2,-4,-2,-10,-12,-5,24,15,25,-1,-4,-2,-11,-1,-3,7,11,5,-16,-17,-23,-29,-35,-30,53,45,54,-11,-9,-12,-3,5,4,44,39,36,-45,-51,-51,-19,-28,-16,25,24,28,-15,0,-12,7,1,2,44,42,40,-36,-41,-41,5,0,3,-1,18,5,-17,-15,-15,7,8,14,11,3,4,1,-11,-8,10,-1,-2,-5,-10,-3,6,6,10,5,9,9,-6,3,0,-14,-21,-16,-40,-39,-26,0,4,16,15,20,24,-14,-7,-5,3,-5,1,-13,-12,0,-16,-11,6,4,7,20,-11,-9,-1,11,-4,7,14,7,22,-14,-14,5,-7,-6,12,Line truncated
|
||||
|
||||
#define CONV1_BIAS {-49,-18,-7,-20,-12,-15,7,2,-10,-84,-72,-65,-53,-6,-87,-63,-64,-28,-28,-4,-3,-10,-52,-15,-5,-7,-31,-44,-102,-19,-5,-65}
|
||||
|
||||
#define CONV2_WT {-3,-9,-16,-14,8,-17,-10,-9,-20,37,-11,-5,-21,9,-22,-10,-11,18,4,12,8,22,11,6,-14,-6,14,15,8,-15,-6,-10,-23,-32,-11,-11,34,29,-5,-14,-13,14,-31,-17,-12,8,-19,-9,11,12,-8,31,35,24,-35,7,16,-16,-6,20,3,0,9,-28,-36,-21,-12,-35,-6,-2,-10,23,10,-2,8,7,-16,26,-13,-15,-11,17,-3,16,15,-2,-23,-9,-23,-13,6,-21,7,-4,-40,-38,-24,-20,-3,-47,19,26,-3,4,21,-4,-4,9,1,24,14,-17,-26,-1,-12,38,19,13,-7,-18,49,1,1,-11,8,-7,-26,-8,-30,14,-28,-49,11,-15,-16,-8,39,1,6,-16,-23,35,4,-8,-7,-15,-15,33,14,8,-9,-2,42,27,4,15,0,-25,-13,-22,14,-10,-44,-35,-10,3,-16,14,-10,15,8,14,6,26,0,10,19,23,15,5,-8,12,-23,7,-18,14,8,19,-4,-9,4,-5,18,-31,-44,-35,9,7,-23,7,13,0,-15,-17,-2,25,-6,13,9,24,-12,26,16,35,-34,-14,19,10,-8,8,-8,16,14,-17,5,-21,4,-17,-20,6,7,43,26,-4,-2,-10,-1,30,-17,-9,-16,6,9,24,15,-21,-41,16,-4,34,11,-8,-6,-4,-39,-19,-3,-39,-21,-9,-5,-1,8,27,10,-21,-7,-3,-5,-10,-11,-11,-36,5,-14,12,6,25,-21,0,2,43,12,-13,3,-14,-36,-11,-10,-35,-37,-49,-7,-13,4,24,22,-16,-4,-16,-17,-18,-8,-13,-22,7,-30,34,6,23,-15,-22,26,3,-7,-5,-3,-20,-8,-22,21,-44,-34,3,-18,11,-27,15,15,4,25,12,-5,33,-4,-3,-5,26,-4,-8,-17,-1,-43,7,-17,13,2,-23,-23,-13,-21,-9,26,-46,-47,-5,-5,8,-34,2,28,-4,33,-23,-24,41,-15,-9,-15,5,-12,-17,6,-21,-20,-22,-6,8,-8,-22,-26,8,-1,-17,25,-28,6,-6,-35,15,-21,48,30,-5,24,-12,-48,70,-13,-12,-1,11,13,3,17,-4,-25,-9,-33,1,13,-18,-16,-15,4,-24,37,-26,11,-39,-17,8,-4,22,23,-7,21,-1,-31,44,-7,2,-37,-5,13,-16,1,2,-37,-20,-3,3,5,-14,-5,-32,-26,-2,10,16,20,-51,-9,12,4,13,9,-24,-19,13,-15,50,9,6,-16,-27,19,23,14,35,-12,-30,39,-18,2,2,-10,8,-17,29,9,-15,-12,14,-19,23,-7,-28,8,6,3,-15,-12,-26,20,-3,13,35,23,-25,-59,-32,10,36,-40,12,8,-8,15,-22,-20,1,-2,-54,-32,-14,-16,10,-30,-54,-3,0,-2,-10,-22,-10,5,-15,-5,26,23,-40,-60,-6,-12,9,-28,-21,4,-29,11,4,-28,8,4,-26,-17,-25,-44,30,-4,-24,18,4,13,-5,-23,15,22,-7,3,33,48,-28,-22,-20,-22,-3,-58,-2,32,5,22,2,-10,-20,-5,-23,15,-36,-28,42,-1,-41,12,1,18,6,-35,-4,14,1,-27,44,35,-36,-21,3,-21,-11,-50,-7,14,7,21,34,-24,1,-2,-12,3,-27,-8,54,1,-10,16,-24,-13,-27,-35,-10,7,-12,-5,21,-19,6,12,4,9,-42,-6,-16,7,-20,4,35,-9,63,-7,7,35,16,-10,49,13,-26,55,-28,17,-35,16,-40,17,4,19,32,-2,-20,-51,-21,5,38,-8,26,-2,-17,25,-6,0,21,-11,-20,8,-1,0,27,8,-38,14,-28,11,-44,3,-32,-19,-8,-25,15,-9,-16,-47,1,7,-10,-8,7,-4,1,20,-9,-34,16,-9,-26,22,-3,-15,49,11,5,21,-27,28,-31,15,54,10,-16,-21,-1,8,-2,-10,19,3,-1,-24,4,15,10,24,17,7,-13,-25,-27,26,-12,-3,9,-2,-5,34,-12,15,-23,-16,26,-2,-10,-1,-11,6,23,-21,15,6,20,-19,17,-2,-20,11,34,-8,16,-19,-3,38,-2,9,28,-9,11,21,-8,-22,-48,-15,-15,-13,-7,24,-7,-3,35,-9,18,-8,13,-1,27,-21,6,-10,36,41,32,11,12,-3,22,-10,13,-2,-16,7,-16,25,31,14,-11,6,7,6,7,-5,35,-22,3,37,18,54,-9,2,-17,-5,-6,2,-7,-1,2,21,8,5,14,8,-48,-18,-3,-3,7,-17,-11,7,23,-6,-21,-25,22,-26,21,-19,13,77,7,-29,-2,-12,1,23,-18,-4,-18,34,-1,2,19,53,6,3,9,5,4,-7,36,5,-6,-11,-18,-5,49,-15,9,15,-5,17,2,-14,12,8,42,59,-40,39,-9,7,-13,-3,-22,47,-9,-7,8,32,2,-27,0,-33,14,-10,-27,0,39,-15,23,-3,0,10,22,-7,-23,5,17,1,17,26,26,37,15,3,18,21,-20,3,-4,23,29,-7,-21,-32,34,-6,-2,42,22,-7,34,11,2,30,34,-4,-14,-7,10,14,4,6,-9,-9,37,-39,0,2,-14,21,-45,-5,28,-2,-6,8,0,16,37,-8,3,-25,30,57,15,-16,-28,-8,-17,4,-2,-45,1,-8,10,-18,1,19,-17,-11,-39,3,-27,-6,14,-19,-14,12,16,-25,-24,-41,-26,-11,57,20,-12,16,-3,-17,-1,-9,-3,-1,-5,-38,43,4,16,1,-14,38,-3,17,-5,-2,16,-16,17,26,-2,4,-17,-16,0,-10,47,25,9,22,13,-15,-16,14,13,-1,-17,-5,32,-13,5,5,-33,4,-34,9,12,10,18,-1,-27,-21,-1,1,7,11,-21,-13,4,6,12,46,24,-25,-4,-1,9,-25,18,-1,43,12,17,-15,0,-11,-22,-2,-3,-4,17,-30,3,-22,7,-12,22,34,-48,-22,-8,2,2,-6,18,-14,15,-5,16,-2,1,14,-22,-14,4,-42,-19,-30,11,16,10,-28,10,22,-7,5,-30,-14,46,29,-53,1,-37,29,2,-74,12,13,20,0,21,-40,-2,20,-10,-60,-16,-38,-4,-24,-13,0,-6,-12,-14,-1,-16,5,-20,-42,4,30,-110,-3,-6,5,-6,-85,-1,6,8,-12,-2,-49,1,-14,24,-17,11,-50,21,18,25,38,-22,-3,-16,-1,-15,24,-19,3,-16,39,-52,3,-24,3,27,-64,37,18,26,8,-4,-43,2,2,-14,-70,-15,-58,-6,-23,2,2,-8,-2,-4,15,-18,3,-27,-20,-21,3,-115,3,-33,31,14,-50,28,-13,20,8,-55,-51,34,19,-16,-42,17,-62,-9,-24,11,5,5,22,1,12,34,16,-19,-19,23,18,-103,-13,-34,29,12,-57,-2,3,17,0,-17,-25,8,9,-22,-36,-20,-34,15,-9,12,32,31,-18,17,-3,-23,-8,-8,-1,31,15,-37,-3,-29,24,1,-34,24,28,-7,11,21,-18,-21,18,-54,-68,-35,-63,-1,-19,-1,-16,8,-19,0,-19,-18,-2,-17,-39,16,3,-68,-21,-75,-17,-3,-80,-12,24,-46,4,-7,-45,-6,5,-26,4,-1,-44,39,20,18,4,-8,-2,12,-5,-16,12,-5,-17,15,6,-17,1,-75,-25,3,-51,12,46,24,19,-3,-31,1,23,-11,-58,-23,-88,8,-5,-24,-6,18,8,7,1,-27,21,-2,-32,11,-18,-88,2,-74,-6,-15,-52,-7,24,6,11,-36,-48,19,19,41,-13,3,-67,6,20,-13,31,33,5,-7,-4,4,20,11,-2,23,17,-43,-6,-49,-12,-15,24,19,34,42,8,-9,-27,-5,20,39,12,-17,-18,20,6,3,31,-11,-5,-26,26,16,-7,-5,-2,23,29,47,11,28,13,8,35,21,-7,21,3,50,1,-23,2,3,-10,-8,-36,-9,-25,-4,28,-23,-25,-17,-11,-1,2,-11,-2,-7,32,-5,1,-16,4,8,-12,-12,-5,3,1,-4,-19,-6,-28,5,17,-1,-2,19,9,32,17,-17,-18,13,-17,10,8,-5,1,-23,8,27,34,-42,-25,-8,-4,16,10,18,23,9,29,-5,3,6,-46,-26,-50,-37,-13,6,-27,6,1,-8,15,0,-7,5,-10,-18,4,-9,28,-14,-30,6,36,19,1,6,15,-35,-17,10,26,21,-1,15,6,-25,3Line truncated
|
||||
|
||||
#define CONV2_BIAS {55,50,34,43,-37,35,-21,10,35,-53,-76,7,14,-1,92,20}
|
||||
|
||||
#define CONV3_WT {15,10,3,1,-20,-11,5,-18,-9,-1,-4,-11,-5,-19,-26,-15,13,5,1,7,6,16,1,-20,3,35,0,-2,8,12,-41,-5,-20,4,6,3,-3,0,-28,-13,6,16,-4,-4,1,8,17,2,-4,-10,-9,-11,3,-2,-4,-9,-21,-10,-18,2,-6,-18,27,5,2,5,-5,-3,-4,-2,-16,17,1,-17,-13,-12,-1,-18,10,6,7,-4,-1,7,1,-4,7,-8,0,4,12,-4,-5,-13,8,-17,0,-22,-2,5,12,20,3,-6,4,10,16,4,-3,-7,0,-15,-17,-1,14,25,2,3,-15,-11,1,-4,-2,-14,-2,5,12,-2,5,-13,8,-1,-4,0,-6,12,-3,-22,-20,7,3,11,8,6,6,2,10,7,-5,-6,-6,18,-2,-23,2,1,-12,-9,-3,-2,0,-3,-9,4,-16,-3,-7,-23,-10,-8,-1,-26,-3,9,30,-16,-11,-13,-9,-11,-14,5,5,-9,-16,1,10,-5,-18,-14,31,-6,-1,1,5,-7,1,2,-17,3,8,1,2,-3,-4,3,-6,7,23,-10,-6,-3,-9,-9,-38,14,-3,9,-10,-3,17,13,-6,12,22,8,8,-6,9,9,-6,13,-1,-11,12,-2,-4,-3,-2,17,2,-8,-15,-2,-9,-10,-9,-19,2,-11,6,-5,-5,8,28,2,-23,12,-19,-12,-33,2,-8,-17,-3,-15,-1,23,-18,9,23,2,-9,18,-17,-29,17,9,21,6,13,3,13,32,-4,0,-7,10,-2,-2,-10,-5,-4,-5,8,-1,-1,-9,-20,11,1,4,-10,1,-1,-6,-24,-1,-6,-2,11,6,7,-9,2,8,-6,-8,-19,11,6,-10,5,-5,0,-14,18,-11,13,5,3,-7,0,6,-21,4,2,12,-14,3,-14,0,-10,-6,10,0,-21,17,3,19,-19,-2,13,21,-10,-11,-5,-18,-10,6,25,1,-19,0,2,-11,-36,-13,11,-24,4,-16,-3,-28,0,1,-9,-6,-3,-1,6,-11,-19,3,5,-6,-7,16,-22,-19,-11,-20,6,-2,-1,-12,24,3,-27,-2,-15,-18,-2,-3,5,-12,-8,-4,-23,1,5,19,-30,12,-5,-4,-1,10,-1,13,2,-4,-12,6,-3,2,13,5,-18,-3,2,1,4,20,13,8,22,-6,-3,8,-12,-10,-28,12,-12,-5,5,-12,-6,13,1,-17,-32,-11,20,-14,-9,-6,-11,-1,-8,-2,-13,-10,-1,31,-12,21,-32,-2,-14,-1,0,11,-1,-1,-13,16,-10,-8,-10,20,-2,1,3,-7,-17,-1,-12,-4,-14,-16,-20,-1,-2,-4,-3,11,16,6,-12,-11,3,0,2,-1,-2,-18,-21,-4,5,-9,12,16,7,21,9,13,-4,2,4,0,-21,-17,-3,2,-10,-24,-10,7,3,-15,3,-11,1,1,5,-8,0,-7,3,0,-3,2,0,31,-5,7,0,6,-13,-7,11,-15,-1,-13,2,13,-2,8,25,-6,-1,-16,-3,7,3,-21,10,0,-14,13,17,7,0,-7,14,10,-1,-6,-8,-14,-6,-16,4,-26,-11,-5,-1,-14,15,10,26,-1,-27,-22,6,23,-16,-14,-1,-12,-26,-21,-3,-5,1,-9,-13,-9,-9,-12,0,-6,-3,-6,-9,-2,-10,-3,-13,5,-4,4,-2,1,-3,1,-3,-13,6,-5,3,-18,-11,-6,-19,-2,-13,12,4,-10,23,-8,-23,15,10,-3,18,4,-5,2,5,10,1,-16,15,-14,2,33,-5,-4,5,-11,-19,-4,6,5,16,-14,20,12,6,-14,-24,-29,-11,1,16,-6,11,-8,-25,7,-9,-6,7,20,-19,-3,-7,-19,2,-8,15,-7,-5,2,-11,-11,-6,-4,4,-7,-1,-4,15,-2,-3,-2,7,-9,-16,-6,-4,-19,5,-6,6,12,14,-2,-3,-1,17,3,-11,-5,25,4,15,-7,8,7,1,-19,9,-32,19,17,6,4,8,2,-5,29,28,-9,14,14,-13,-3,5,-9,-20,-17,4,-12,0,-4,-2,14,9,5,9,-28,-15,8,-8,11,-16,-34,8,-3,-2,4,8,-20,-1,-11,-19,-14,-1,-14,-5,-3,25,-16,12,13,14,22,6,-4,1,-12,3,-15,3,-14,-12,-5,23,4,-13,3,-22,19,8,-3,-29,9,-12,-21,-12,-18,-15,-9,8,-6,1,-5,-21,7,-2,1,3,-9,-16,27,-11,-19,8,0,0,-1,-2,-9,-28,-25,-24,2,-7,-5,-20,1,-27,-15,2,8,-13,-1,-1,3,-21,-6,-10,9,4,15,-15,12,-12,-10,-6,-15,2,0,5,0,-2,-18,4,-8,-3,4,1,-9,-1,16,-8,20,11,7,12,-4,-34,11,-21,-6,-9,-12,-18,-39,7,14,-14,-1,-11,4,4,-5,-21,2,-7,9,-5,-9,20,31,17,-18,-14,-1,-6,1,-6,-14,-21,-11,-6,3,8,-4,5,26,2,-18,0,19,0,4,3,-8,2,-10,-6,13,7,-3,3,16,-7,-11,9,-11,19,-9,-6,-5,2,-1,-1,-8,-10,13,7,-9,-12,-2,0,24,10,-7,13,13,14,19,-6,0,-19,-14,10,-21,15,-1,-11,-3,21,0,1,23,-37,1,3,-9,0,13,10,13,31,-29,-3,-1,9,-2,-8,-11,-11,-6,-5,-17,15,-20,0,11,7,12,6,13,0,-12,-8,-13,-2,-3,-5,-1,-10,-6,4,6,0,8,-8,-7,10,-5,-6,-2,-23,-4,-4,-13,3,16,-1,16,5,-3,-12,9,-5,-2,11,-16,13,15,7,-12,0,-4,-18,-9,-7,4,-25,-6,-6,6,-19,-5,13,9,-1,-5,3,4,-7,16,5,-8,-6,3,5,1,-6,4,14,-4,14,2,2,-10,13,23,7,3,5,11,3,-13,-4,9,12,-6,-7,-2,-11,-3,0,-6,2,-2,23,8,-4,-13,-1,-7,4,-9,4,9,-8,-3,-8,5,-12,-14,-15,-13,-1,3,14,1,-9,4,-2,-8,-2,18,-5,-5,10,-4,-2,-8,12,30,-10,17,1,-10,-1,-15,-17,17,6,-3,-4,0,1,-13,0,2,-14,3,-4,-18,6,-12,9,12,-12,3,13,5,-6,-4,-7,2,-17,11,-7,3,-7,-2,12,0,-9,21,1,9,24,13,11,-2,-18,2,-3,-1,-14,-13,-14,2,-1,0,-2,19,-8,-3,-9,6,-20,-9,-5,-5,-4,-9,-17,-4,-4,3,-3,14,11,3,1,6,-20,12,-9,-16,-12,1,4,-6,-7,6,3,-5,0,-14,-2,20,-12,-2,-29,-15,-10,6,14,-17,1,-23,4,-2,-5,0,3,5,4,12,-20,1,6,-2,-1,1,-7,2,-2,-23,0,0,3,8,0,1,-20,17,-16,-7,-12,-2,5,1,-6,-15,6,-8,3,5,-14,-11,-2,3,-1,7,-2,13,-13,4,6,21,-18,-1,9,-7,-12,2,-12,-9,-6,1,10,5,-12,-5,5,-1,-18,-15,-13,19,1,10,-21,1,-8,8,-2,-5,-13,-8,9,0,-17,-11,-9,0,6,13,-4,10,0,-19,0,15,-15,-3,15,-7,-9,-8,-3,-5,2,5,-8,17,-5,1,-11,3,-10,10,8,4,11,-1,4,-12,-10,-11,9,-1,2,-6,-3,16,2,14,-15,2,0,0,8,-3,-20,-16,13,-1,-14,2,8,4,13,5,2,14,7,-26,11,2,-1,-13,-5,2,-9,1,-9,-3,-6,-2,19,-2,-26,0,8,-19,14,2,-8,2,-13,-16,-1,2,-12,-8,32,9,-23,-3,15,19,-22,2,25,-4,-1,-16,10,8,-18,4,23,8,4,8,-9,-12,-7,2,21,-4,3,-13,-13,-10,-12,-2,-13,-20,11,5,-8,8,-2,14,13,-5,8,-2,-10,-16,-4,-2,7,-7,12,-13,-5,10,11,18,10,6,12,-9,-12,17,15,3,13,7,-26,-13,16,-8,18,-9,1,8,-7,-3,4,6,11,-19,10,6,-4,-10,13,5,-16,-2,32,-2,-11,-2,-4,15,-30,-5,13,17,-14,9,-4,10,-30,-14,16,-17,0,-11,-8,-37,-5,9,-36,-6,-8,11,3,18,-11,-6,-1,-8,5,-10,0,-9,-7,4,-20,-7,-1,16,-5,-8,-3,-10,-7,-5,9,-2,-15,-11,2,8,-9,-18,16,7,-13,-1,0,10,-12,-12,13,21,-20,7,8,-17,-6,-9,15,9,11,-7,-17,-4,-11,-34,-5,0,-19,9,-15,-28,-10,0,-13,13,19,-7,-10,-10,-4,-8,4,-7,-15,18,18,10,-27,-9,-14,3,7,20,-5,1,-10,10,-3,-16,-1,2,14,-18,-2,-3,-2,5,8,12,-7,7,-9,14,1,-12,2,7,-12,4,-6,-7,-21,-3,15,0,-14,-9,-11,-11,3,-7,0,-4,-22,-15,2,-8,-25,11,15,6,8,2,4,-7,5,-2,-4,-13,-13,-17,-3,9,-9,-5Line truncated
|
||||
|
||||
#define CONV3_BIAS {18,36,-46,-45,64,8,13,-19,28,1,14,-57,23,20,-2,32,48,-11,85,73,-7,52,125,33,125,13,92,-72,89,-1,11,70}
|
||||
|
||||
#define IP1_WT {38,-13,5,-20,15,-4,-3,13,36,-19,10,14,-18,-17,-11,15,25,-18,-16,-9,-9,-8,-4,21,-11,10,4,6,7,9,-14,-9,17,-6,1,8,18,5,14,12,0,2,9,-8,-3,15,-7,2,-18,-6,-26,20,-6,9,10,-2,12,11,-10,-7,18,-12,-12,41,18,6,11,-3,-1,2,11,24,1,22,9,6,4,33,-18,-12,-26,-22,7,3,-2,-8,-3,-8,19,-16,28,-18,1,2,16,-26,-30,-18,-12,-30,9,9,-7,13,7,12,-11,16,-2,-1,14,-10,15,11,4,-15,-5,-12,7,22,-15,-12,-7,1,22,1,-12,29,3,1,-3,-12,-5,-7,-1,22,20,-6,-20,25,3,5,1,2,-17,-2,-2,4,4,0,15,-19,6,-7,-20,11,-18,-26,14,1,0,-9,4,-8,11,-16,-1,15,-16,-7,17,-13,-10,1,2,8,14,-2,-16,32,-10,-10,12,-16,9,-11,-10,-15,3,9,-30,58,4,-20,6,-10,-6,11,0,-1,13,14,-14,0,-3,-12,-4,22,2,2,14,1,10,1,-12,-8,17,-12,-1,-10,-9,-9,-2,11,-28,-25,-6,-5,4,10,-3,11,6,16,13,-3,-6,5,35,-12,-1,5,26,-3,-29,2,-4,-6,-15,-6,-11,8,-8,-12,1,-13,-2,7,12,-16,7,-5,11,20,-6,-2,42,21,36,-4,-12,1,-4,25,6,0,-12,5,28,-5,1,5,-15,1,-2,1,-5,-4,-10,41,-14,9,-11,-23,0,33,0,-9,13,-9,-3,6,1,4,1,3,-9,4,2,-16,-2,21,-32,-9,6,-12,-2,3,-7,29,-8,-27,10,-3,-3,10,-20,-3,12,0,-4,-4,-11,7,-6,8,2,-11,6,7,-6,-13,-2,-4,17,-11,5,0,11,1,4,-6,-17,-9,-25,7,4,4,21,17,14,-5,4,-12,-17,5,46,-7,17,-10,22,0,-9,-13,-13,12,-4,1,-4,-17,-2,-7,-14,-14,-14,7,9,-11,-2,3,6,15,4,6,3,8,20,10,16,-4,-20,-10,25,7,-4,5,3,1,-2,-2,8,2,9,-2,-6,2,-5,-11,4,1,24,-10,-11,11,-17,-4,-5,-14,11,2,2,0,10,13,-31,9,-14,13,19,21,-29,-10,4,9,-33,3,9,0,-13,-16,-1,-3,-4,20,3,-2,12,-6,-38,-16,-17,-8,10,12,18,-10,-8,16,25,8,-4,-1,4,-12,-6,-8,-2,11,-10,2,-16,-11,40,-17,11,5,4,-21,-1,25,33,-5,12,-7,1,6,2,-4,5,-17,17,12,-18,3,6,-8,-9,33,-5,10,-22,-3,16,-3,-22,29,45,-5,-5,-19,11,13,-10,-12,-15,8,1,16,14,-3,-4,7,-9,-5,-6,1,2,5,-15,-32,-11,-9,8,-8,9,3,-18,-4,23,12,4,-14,36,3,-4,41,14,-3,-2,2,-3,12,4,-4,8,-15,-2,7,8,8,3,2,4,11,-1,10,-26,12,-7,11,-16,-1,28,-25,19,8,-5,-8,-3,-8,-4,16,-8,-14,-9,3,16,8,8,8,4,-12,3,-6,-12,3,22,-7,-21,-11,-14,-4,-1,7,-10,-3,6,13,-14,61,-10,-14,-15,-3,13,5,-30,-20,-15,-25,5,10,-9,12,8,-1,-7,5,-17,-1,-13,0,11,-6,60,5,0,-20,6,21,-22,6,-12,-9,1,-3,1,-19,-21,-7,-4,7,-15,-6,-9,11,-5,-5,12,-12,6,8,15,2,-6,-23,-23,0,-4,6,-8,-9,-21,31,-5,3,-5,1,5,-1,-7,-6,30,-14,-3,11,11,5,-4,0,15,-7,-8,-3,-4,2,-15,-4,-20,-7,13,-10,-15,-19,-25,-16,76,-15,17,26,2,7,-16,-17,-14,-1,-9,21,-4,-5,2,42,-6,2,-8,-6,6,6,-5,3,-10,-2,6,14,-12,0,4,22,26,-5,-12,-1,-4,28,19,2,11,-22,27,-20,-6,15,-9,1,-10,-9,4,-6,-5,4,0,2,5,-11,-9,-11,-6,16,22,-4,-3,2,1,-7,11,6,6,8,-13,-9,-16,7,1,7,-16,-15,-2,-3,11,3,-12,6,-17,-15,18,-5,11,8,-10,-8,22,5,-6,-4,-17,-10,-2,12,-16,2,-7,-5,12,4,-18,1,9,-14,-5,1,-4,13,-6,-2,11,-8,4,1,-8,-8,0,1,6,-4,23,4,-3,-7,1,20,-11,-8,1,-14,3,12,10,-6,-5,44,11,5,-2,-3,24,3,6,2,1,0,-13,7,2,13,-9,7,9,2,-14,2,27,-14,1,-10,3,1,23,-10,6,4,-5,12,11,-7,-3,-7,1,-11,-9,12,-21,7,-10,-9,-14,17,-2,-2,-4,2,24,-8,-12,-4,4,14,5,21,12,-7,0,-3,3,-12,0,2,5,-5,11,-4,6,-2,33,-10,-2,15,-6,-10,12,-10,5,6,7,-2,11,3,1,16,2,-11,-6,11,-10,-5,-3,6,-7,-27,5,1,-1,-2,-2,3,-18,0,4,-10,4,1,-3,-10,5,-7,13,-16,-15,22,2,8,-2,16,23,-11,19,-3,-12,-11,9,-11,-24,8,-17,-5,-3,-22,6,2,8,12,-17,10,4,-1,-6,0,-17,5,5,-1,-22,1,1,3,31,-7,6,-3,5,6,8,-4,-1,-11,11,-12,-10,31,-8,-2,-10,-9,28,2,-10,-8,-19,6,7,4,-16,17,-5,9,-17,-11,-3,13,15,-14,-5,10,-19,0,-2,7,-6,1,2,13,3,4,-14,-1,-14,-7,-11,46,18,2,6,-10,-18,55,14,-4,-1,3,7,-12,23,19,8,0,-12,9,-4,-11,-10,-21,7,9,4,-16,-2,-6,18,-14,-15,-9,-11,-10,-8,3,4,-21,3,-9,9,13,0,19,8,-12,-8,-30,1,6,6,9,-23,-1,3,-25,39,-27,11,-19,8,-12,7,17,0,10,-7,-5,-2,19,-3,-12,-20,9,4,18,4,4,10,-6,10,-20,1,6,-3,6,4,5,-7,-3,-6,-8,5,16,14,12,-20,2,-6,9,-14,-2,-26,2,12,12,-15,-16,14,6,3,-8,-5,-1,-4,0,-12,1,6,6,1,8,-4,-9,-13,-5,-16,42,-11,7,-8,-21,-2,-5,-13,-15,-11,-7,5,-11,15,32,-3,-10,6,-10,11,-8,10,19,-17,-28,-1,-14,-8,-12,-5,2,-12,3,31,5,-19,33,3,10,-9,-1,4,-15,1,12,0,-8,-20,2,2,-13,1,-5,11,0,-17,1,-8,5,4,3,15,27,4,-2,5,-36,2,-2,-16,0,12,-5,-3,6,31,-12,-14,0,-8,-1,-14,8,29,-8,-2,5,-3,1,-12,-4,10,12,-4,-8,19,-1,-15,-1,9,14,2,-16,-2,15,3,10,-11,-5,-2,2,9,2,-12,4,11,0,3,2,-10,-11,15,1,0,-23,3,-3,-23,0,-6,-12,-1,11,-12,-13,2,-4,-5,-3,17,0,0,0,9,-3,4,5,-9,-11,4,-5,7,-9,-1,-9,11,-7,-16,-3,-9,-7,-11,8,-2,-6,3,11,3,-4,-7,-14,1,12,-12,-1,-9,15,19,8,5,2,26,7,-19,-7,-17,-4,-7,-1,33,-15,1,-8,1,-4,-6,-5,-3,-14,10,-1,-2,12,6,8,-7,26,-6,-12,6,0,31,-9,19,-11,-2,14,-6,16,-1,1,5,6,-4,-13,4,11,-6,2,7,-6,-15,2,-3,7,-3,-13,2,-5,-6,6,4,-4,11,-2,32,-3,12,0,20,-1,-8,-1,-10,5,18,-37,-13,-5,16,-3,11,6,10,-3,-2,9,1,-17,1,-13,4,4,5,-6,2,1,11,-18,-7,-11,11,-2,-9,-3,7,0,-16,6,3,3,9,-9,1,26,-9,3,-6,-12,3,1,17,1,-5,4,2,3,-22,6,-18,-18,-17,-15,27,6,9,5,9,12,-9,-2,-13,-3,-12,10,0,-3,-8,-3,8,7,16,1,-9,38,14,-9,-8,0,-8,6,-11,-19,-3,-9,-18,13,5,-5,13,-4,-2,-8,-15,5,42,-14,-4,0,0,-3,12,-2,-5,5,18,-39,13,-6,12,7,13,6,8,0,7,2,-49,23,-15,-11,23,3,1,11,-1,-3,7,-1,-26,24,7,-2,-11,3,15,2,14,3,-5,21,-19,-17,4,-4,-16,-18,9,-11,25,1,5,-7,7,-2,-15,0,-5,6,10,-2,5,7,-12,-8,-4,10,16,0,-32,7,-7,-26,-24,20,-5,4,-6,2,-5,-4,-3,6,13,-17,10,14,-3,-11,-9,15,4,1,-11,-8,-10,0,20,18,19,-5,22,-11,23,-2,-8,5,9,11,2,-11,31,-14,0,-14,1,11,-6,28,30,-7,-7,9,14,-6,8,1,-5,22,17,-19,-18,-13,5,18,3,11,-1,3,3,-7,4,-11,-3,-9,-30,20,-18,14,8,11,-1,2Line truncated
|
||||
|
||||
#define IP1_BIAS {30,-121,-51,77,40,20,46,-35,28,-33}
|
||||
|
||||
#define CONV1_BIAS_LSHIFT 6
|
||||
#define CONV1_OUT_RSHIFT 9
|
||||
#define CONV2_BIAS_LSHIFT 4
|
||||
#define CONV2_OUT_RSHIFT 9
|
||||
#define CONV3_BIAS_LSHIFT 1
|
||||
#define CONV3_OUT_RSHIFT 7
|
||||
#define IP1_BIAS_LSHIFT 1
|
||||
#define IP1_OUT_RSHIFT 8
|
||||
#define INPUT_MEAN_SHIFT {125,123,114}
|
||||
#define INPUT_RIGHT_SHIFT {8,8,8}
|
||||
@@ -0,0 +1,7 @@
|
||||
CMSIS NN Lib example arm_nnexample_cifar10 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
|
||||
Reference in new issue
Block a user