diff options
Diffstat (limited to 'fw/hid-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.cpp')
| -rw-r--r-- | fw/hid-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.cpp | 801 |
1 files changed, 0 insertions, 801 deletions
diff --git a/fw/hid-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.cpp b/fw/hid-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.cpp deleted file mode 100644 index 41088fe..0000000 --- a/fw/hid-dials/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.cpp +++ /dev/null @@ -1,801 +0,0 @@ -/* ----------------------------------------------------------------------
-* Copyright (C) 2010-2018 Arm Limited. All rights reserved.
-*
-*
-* Project: CMSIS NN Library
-* Title: arm_nnexamples_nn_test.cpp
-*
-* Description: Example code for NN kernel testing.
-*
-* Target Processor: Cortex-M cores
-*
-* 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.
-* -------------------------------------------------------------------- */
-
-#include "arm_nnexamples_nn_test.h"
-
-//#define TEST_SIGMOID
-//#define TEST_TANH
-#define TEST_POOL
-#define TEST_RELU
-#define TEST_IP
-#define TEST_CONV
-#define TEST_NONSQUARE
-#define TEST_NNMULT
-
-int test_index = 0;
-q7_t test_flags[50];
-bool test_pass;
-
-int main()
-{
- printf("start tests\n");
-
- srand(1);
-
- // common pointers for testing data
- q7_t *test1;
- q15_t *test2;
- q7_t *test3;
- q15_t *test4;
-
- for (test_index = 0; test_index<50; test_index++) {
- test_flags[test_index] = -1;
- }
- test_index = 0;
-
-#ifdef TEST_NNMULT
-#define NNMULT_DIM 128
- test1 = new q7_t[NNMULT_DIM*2];
- test2 = new q15_t[NNMULT_DIM*2];
- test3 = new q7_t[NNMULT_DIM*2];
- test4 = new q15_t[NNMULT_DIM*2];
-
- q7_t * mult_out_q7 = test3;
- q7_t * mult_ref_q7 = test3 + NNMULT_DIM;
- q15_t * mult_out_q15 = test4;
- q15_t * mult_ref_q15 = test4 + NNMULT_DIM;
-
- for (int i=0;i<NNMULT_DIM*2;i++) {
- test1[i] = (rand() % 256 - 128);
- test2[i] = (rand() % 65536 - 32768);
- }
-
- // Test q7
- arm_nn_mult_q7(test1, test1+NNMULT_DIM, mult_out_q7, 5, NNMULT_DIM);
-
- arm_nn_mult_q7_ref(test1, test1+NNMULT_DIM, mult_ref_q7, 5, NNMULT_DIM);
-
- verify_results_q7(mult_out_q7, mult_ref_q7, NNMULT_DIM);
-
- arm_nn_mult_q7(test1, test1+NNMULT_DIM, mult_out_q7, 9, NNMULT_DIM);
-
- arm_nn_mult_q7_ref(test1, test1+NNMULT_DIM, mult_ref_q7, 9, NNMULT_DIM);
-
- verify_results_q7(mult_out_q7, mult_ref_q7, NNMULT_DIM);
-
- // Test q15
- arm_nn_mult_q15(test2, test2+NNMULT_DIM, mult_out_q15, 13, NNMULT_DIM);
-
- arm_nn_mult_q15_ref(test2, test2+NNMULT_DIM, mult_ref_q15, 13, NNMULT_DIM);
-
- verify_results_q15(mult_out_q15, mult_ref_q15, NNMULT_DIM);
-
- arm_nn_mult_q15(test2, test2+NNMULT_DIM, mult_out_q15, 18, NNMULT_DIM);
-
- arm_nn_mult_q15_ref(test2, test2+NNMULT_DIM, mult_ref_q15, 18, NNMULT_DIM);
-
- verify_results_q15(mult_out_q15, mult_ref_q15, NNMULT_DIM);
-
-#endif
-
-#ifdef TEST_SIGMOID
-
-#define SIGMOID_DIM 128
-
- /* This part tests the running of sigmoid functions */
-
- test1 = new q7_t[SIGMOID_DIM];
- test2 = new q15_t[SIGMOID_DIM];
- test3 = new q7_t[SIGMOID_DIM];
- test4 = new q15_t[SIGMOID_DIM];
-
- srand(1);
-
- for (int i = 0; i < SIGMOID_DIM; i++)
- {
- test1[i] = (rand() % 256 - 128);
- test2[i] = (rand() % 65536 - 32768);
- test3[i] = test1[i];
- test4[i] = test2[i];
- }
-
- arm_nn_activations_direct_q7(test3, SIGMOID_DIM, 3, ARM_SIGMOID);
-
- for (int i = 0; i < SIGMOID_DIM; i++)
- {
- printf("in: %d out: %d\n", test1[i], test3[i]);
- }
-
- printf("start testing q15_t sigmoid\n\n");
-
- arm_nn_activations_direct_q15(test4, SIGMOID_DIM, 3, ARM_SIGMOID);
-
- for (int i = 0; i < SIGMOID_DIM; i++)
- {
- printf("in: %d out: %d\n", test2[i], test4[i]);
- }
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
-#ifdef TEST_TANH
-
-#define TANH_DIM 128
-
- /* This part tests the running of sigmoid functions */
-
- test1 = new q7_t[TANH_DIM];
- test2 = new q15_t[TANH_DIM];
- test3 = new q7_t[TANH_DIM];
- test4 = new q15_t[TANH_DIM];
-
- srand(1);
-
- for (int i = 0; i < TANH_DIM; i++)
- {
- test1[i] = (rand() % 256 - 128);
- test2[i] = (rand() % 65536 - 32768);
- test3[i] = test1[i];
- test4[i] = test2[i];
- }
-
- arm_nn_activations_direct_q7(test3, TANH_DIM, 3, ARM_TANH);
-
- printf("start testing q7_t tanh\n\n");
-
- for (int i = 0; i < TANH_DIM; i++)
- {
- printf("in: %d out: %d\n", test1[i], test3[i]);
- }
-
- printf("start testing q15_t tanh\n\n");
-
- arm_nn_activations_direct_q15(test4, TANH_DIM, 3, ARM_TANH);
-
- for (int i = 0; i < TANH_DIM; i++)
- {
- printf("in: %d out: %d\n", test2[i], test4[i]);
- }
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
-#ifdef TEST_POOL
-
-#define POOL_IM_DIM 32
-#define POOL_IM_CH 8
-
- test1 = new q7_t[POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH * 2];
- test2 = new q15_t[POOL_IM_DIM * POOL_IM_CH];
- test3 = new q7_t[POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH];
-
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- test1[i] = (rand() % 256 - 128);
- }
-
- q7_t *img_in = test1 + POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH;
- q7_t *pool_out_ref = test3;
- q7_t *pool_out_opt = test3 + POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH / 2;
-
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- test3[i] = 0;
- }
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- initialize_results_q7(pool_out_ref, pool_out_opt, POOL_IM_DIM / 2 * POOL_IM_DIM / 2 * POOL_IM_CH);
-
- printf("Start maxpool reference implementation\n");
-
- arm_maxpool_q7_HWC_ref(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_ref);
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- printf("Start maxpool opt implementation\n");
-
- arm_maxpool_q7_HWC(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_opt);
-
- verify_results_q7(pool_out_ref, pool_out_opt, POOL_IM_DIM / 2 * POOL_IM_DIM / 2 * POOL_IM_CH);
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- printf("Start avepool ref implementation\n");
-
- arm_avepool_q7_HWC_ref(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_ref);
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- printf("Start avepool opt implementation\n");
-
- arm_avepool_q7_HWC(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_opt);
-
- // special check here
- bool if_ave_pool_match = true;
- for (int i = 0; i < POOL_IM_DIM / 2 * POOL_IM_DIM / 2 * POOL_IM_CH; i++)
- {
- // we tolerate at most difference of 1 here because of rounding errors
- if (pool_out_ref[i] - pool_out_opt[i] >= 2 || pool_out_opt[i] - pool_out_ref[i] >= 2)
- {
- printf("Output mismatch at %d, expected %d, actual %d\n", i, pool_out_ref[i], pool_out_opt[i]);
- if_ave_pool_match = false;
- }
- }
- if (if_ave_pool_match == true)
- {
- printf("Outputs match.\n");
- }
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
-
-#endif
-
-#ifdef TEST_RELU
-
-#define RELU_DIM 127
-
- test1 = new q7_t[RELU_DIM];
- test2 = new q15_t[RELU_DIM];
- test3 = new q7_t[RELU_DIM];
- test4 = new q15_t[RELU_DIM];
-
- for (int i = 0; i < RELU_DIM; i++)
- {
- test1[i] = (rand() % 256 - 128);
- test2[i] = (rand() % 65536 - 32768);
- test3[i] = test1[i];
- test4[i] = test2[i];
- }
-
- q7_t *relu_ref_data_q7 = test1;
- q7_t *relu_opt_data_q7 = test3;
- q15_t *relu_ref_data_q15 = test2;
- q15_t *relu_opt_data_q15 = test4;
-
- printf("Start ref relu q7 implementation\n");
-
- arm_relu_q7_ref(relu_ref_data_q7, RELU_DIM);
-
- printf("Start opt relu q7 implementation\n");
-
- arm_relu_q7(relu_opt_data_q7, RELU_DIM);
-
- verify_results_q7(relu_ref_data_q7, relu_opt_data_q7, RELU_DIM);
-
- printf("Start ref relu q15 implementation\n");
-
- arm_relu_q15_ref(relu_ref_data_q15, RELU_DIM);
-
- printf("Start opt relu q15 implementation\n");
-
- arm_relu_q15(relu_opt_data_q15, RELU_DIM);
-
- verify_results_q15(relu_ref_data_q15, relu_opt_data_q15, RELU_DIM);
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
-#ifdef TEST_IP
-
-#define IP_ROW_DIM 127
-#define IP_COL_DIM 127
-
- q7_t ip_weights[IP_ROW_DIM * IP_COL_DIM] = IP2_WEIGHT;
- q7_t ip_q7_opt_weights[IP_ROW_DIM * IP_COL_DIM] = IP4_WEIGHT;
- q7_t ip_q7_q15_opt_weights[IP_ROW_DIM * IP_COL_DIM] = IP4_q7_q15_WEIGHT;
- q15_t ip_q15_weights[IP_ROW_DIM * IP_COL_DIM] = IP2_WEIGHT;
- q15_t ip_q15_opt_weights[IP_ROW_DIM * IP_COL_DIM] = IP4_WEIGHT_Q15;
-
- test1 = new q7_t[IP_COL_DIM + IP_ROW_DIM];
- test2 = new q15_t[IP_COL_DIM];
- test3 = new q7_t[IP_ROW_DIM * 3];
- test4 = new q15_t[IP_COL_DIM + IP_ROW_DIM * 2];
-
- for (int i = 0; i < IP_ROW_DIM + IP_COL_DIM; i++)
- {
- test1[i] = rand() % 256 - 100;
- }
- for (int i = 0; i < IP_ROW_DIM * 3; i++)
- {
- test3[i] = 0;
- }
-
- q7_t *ip_bias_q7 = test1 + IP_COL_DIM;
-
- q7_t *ip_out_q7_ref = test3;
- q7_t *ip_out_q7_opt = test3 + IP_ROW_DIM;
- q7_t *ip_out_q7_opt_fast = test3 + 2 * IP_ROW_DIM;
- q15_t *ip_out_q15_ref = test4 + IP_COL_DIM;
- q15_t *ip_out_q15_opt = test4 + IP_COL_DIM + IP_ROW_DIM;
-
- initialize_results_q7(ip_out_q7_ref, ip_out_q7_opt, IP_ROW_DIM);
- initialize_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
- initialize_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
-
- printf("Start ref q7 implementation\n");
-
- arm_fully_connected_q7_ref(test1, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q7_ref, test2);
-
- printf("Start q7 implementation\n");
-
- arm_fully_connected_q7(test1, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q7_opt, test2);
-
- verify_results_q7(ip_out_q7_ref, ip_out_q7_opt, IP_ROW_DIM);
-
- printf("Start q7 ref opt implementation\n");
-
- arm_fully_connected_q7_opt_ref(test1, ip_q7_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7,
- ip_out_q7_opt_fast, test2);
-
- verify_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
-
- printf("Start q7 opt implementation\n");
-
- arm_fully_connected_q7_opt(test1, ip_q7_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q7_opt_fast,
- test2);
-
- verify_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
-
- for (int i = 0; i < IP_ROW_DIM + IP_COL_DIM; i++)
- {
- test4[i] = (rand() % 65536 - 32768);
- }
-
- initialize_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start ref q15 implementation\n");
-
- arm_fully_connected_q15_ref(test4, ip_q15_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_ref, NULL);
-
- printf("Start q15 implementation\n");
-
- arm_fully_connected_q15(test4, ip_q15_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_opt, NULL);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start ref opt q15 implementation\n");
-
- arm_fully_connected_q15_opt_ref(test4, ip_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_opt,
- NULL);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start opt q15 implementation\n");
-
- arm_fully_connected_q15_opt(test4, ip_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_opt, NULL);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- initialize_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start ref q7_q15 implementation\n");
-
- arm_fully_connected_mat_q7_vec_q15_ref(test4, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q15_ref,
- test2);
-
- printf("Start q7_q15 implementation\n");
-
- arm_fully_connected_mat_q7_vec_q15(test4, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q15_opt,
- test2);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start ref opt q7_q15 implementation\n");
-
- arm_fully_connected_mat_q7_vec_q15_opt_ref(test4, ip_q7_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7,
- ip_out_q15_opt, test2);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start opt q7_q15 implementation\n");
-
- arm_fully_connected_mat_q7_vec_q15_opt(test4, ip_q7_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7,
- ip_out_q15_opt, test2);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
-#ifdef TEST_NONSQUARE
-
-/* Use RCONV to differential with square CONV */
-
-#define RCONV_IM_DIM_X 10
-#define RCONV_IM_DIM_Y 8
-#define RCONV_IM_CH 4
-#define RCONV_KER_DIM_X 5
-#define RCONV_KER_DIM_Y 3
-#define RCONV_STRIDE_X 1
-#define RCONV_STRIDE_Y 1
-#define RCONV_PADDING_X 2
-#define RCONV_PADDING_Y 1
-#define RCONV_OUT_CH 4
-#define RCONV_OUT_DIM_X 10
-#define RCONV_OUT_DIM_Y 8
-
- test1 = new q7_t[RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH];
- test2 = new q15_t[2 * RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH];
- test3 =
- new q7_t[RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH];
-
- for (int i = 0; i < RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH; i++)
- {
- test1[i] = rand() % 256 - 100;
- }
-
- for (int i = 0;
- i < RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH; i++)
- {
- test3[i] = rand() % 256 - 100;
- }
-
- q7_t *rconv_weight_q7 = test1;
- q7_t *rconv_bias_q7 = test1 + RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH;
-
- q15_t *rconv_buf = test2;
-
- q7_t *rconv_im_in_q7 = test3;
- q7_t *rconv_im_out_ref_q7 = test3 + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH;
- q7_t *rconv_im_out_opt_q7 =
- test3 + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH;
-
- initialize_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start conv q7 nonsquare ref implementation\n");
- arm_convolve_HWC_q7_ref_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_ref_q7,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start conv q7 nonsquare opt implementation\n");
- arm_convolve_HWC_q7_fast_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_opt_q7,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- initialize_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start conv q7 nonsquare ref implementation\n");
- arm_convolve_HWC_q7_ref_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_ref_q7,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start conv q7 nonsquare basic implementation\n");
- arm_convolve_HWC_q7_basic_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_opt_q7,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- initialize_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start 1x1 conv q7 nonsquare fast implementation\n");
- arm_convolve_HWC_q7_fast_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, 1, 1, 0, 0, RCONV_STRIDE_X,
- RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_ref_q7, RCONV_OUT_DIM_X,
- RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start 1x1 conv q7 nonsquare dedicated function implementation\n");
- arm_convolve_1x1_HWC_q7_fast_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, 1, 1, 0, 0, RCONV_STRIDE_X,
- RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_opt_q7, RCONV_OUT_DIM_X,
- RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start depthwise separable conv q7 nonsquare ref implementation\n");
- arm_depthwise_separable_conv_HWC_q7_ref_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH,
- rconv_weight_q7, RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y,
- RCONV_PADDING_X, RCONV_PADDING_Y, RCONV_STRIDE_X, RCONV_STRIDE_Y,
- rconv_bias_q7, 1, 7, rconv_im_out_ref_q7, RCONV_OUT_DIM_X,
- RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start depthwise separable conv q7 nonsquare opt implementation\n");
- arm_depthwise_separable_conv_HWC_q7_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH,
- rconv_weight_q7, RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y,
- RCONV_PADDING_X, RCONV_PADDING_Y, RCONV_STRIDE_X, RCONV_STRIDE_Y,
- rconv_bias_q7, 1, 7, rconv_im_out_opt_q7, RCONV_OUT_DIM_X,
- RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
-
- test2 = new q15_t[RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH]; // weights + bias
- test4 = new q15_t[2 * RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH //buffer
- + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH]; // i/o
-
- for (int i = 0; i < RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH; i++)
- {
- test2[i] = rand() % 256 - 100;
- }
-
- for (int i = 0;
- i < 2 * RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH
- + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH;
- i++)
- {
- test4[i] = rand() % 256 - 100;
- }
-
- q15_t *rconv_weight_q15 = test2;
- q15_t *rconv_bias_q15 = test2 + RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH;
-
- rconv_buf = test4;
-
- q15_t *rconv_im_in_q15 = test4 + 2 * RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH;
- q15_t *rconv_im_out_ref_q15 = rconv_im_in_q15 + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH;
- q15_t *rconv_im_out_opt_q15 = rconv_im_out_ref_q15 + RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH;
-
- initialize_results_q15(rconv_im_out_ref_q15, rconv_im_out_opt_q15, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start conv q15 nonsquare ref implementation\n");
- arm_convolve_HWC_q15_nonsquare_ref(rconv_im_in_q15, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q15,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q15, 1, 7, rconv_im_out_ref_q15,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start conv q5 nonsquare opt implementation\n");
- arm_convolve_HWC_q15_fast_nonsquare(rconv_im_in_q15, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q15,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q15, 1, 7, rconv_im_out_opt_q15,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q15(rconv_im_out_ref_q15, rconv_im_out_opt_q15, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- delete [] test2;
- delete [] test4;
-#endif
-
-#ifdef TEST_CONV
-
-#define CONV_IM_DIM 16
-#define CONV_IM_CH 16
-#define CONV_KER_DIM 5
-#define CONV_OUT_CH 16
-#define CONV_OUT_DIM 16
-
- test1 = new q7_t[CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH];
- test2 =
- new q15_t[CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH +
- 2 * CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH];
- test3 = new q7_t[CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH];
- test4 = new q15_t[CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH];
-
- for (int i = 0; i < CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH; i++)
- {
- test1[i] = rand() % 256 - 100;
- }
-
- for (int i = 0;
- i <
- CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH +
- 2 * CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH; i++)
- {
- test2[i] = (rand() % 65536 - 32768);
- }
-
- for (int i = 0; i < CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH; i++)
- {
- test3[i] = rand() % 256 - 100;
- }
-
- for (int i = 0; i < CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH; i++)
- {
- test4[i] = (rand() % 65536 - 32768);
- }
-
- q7_t *conv_weight_q7 = test1;
- q7_t *conv_bias_q7 = test1 + CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH;
-
- q15_t *conv_weight_q15 = test2;
- q15_t *conv_buf = test2 + CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH;
- q15_t *conv_bias_q15 =
- test2 + CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH +
- 2 * CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH;
-
- q7_t *conv_im_in_q7 = test3;
- q7_t *conv_im_out_ref_q7 = test3 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH;
- q7_t *conv_im_out_opt_q7 =
- test3 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH;
-
- q15_t *conv_im_in_q15 = test4;
- q15_t *conv_im_out_ref_q15 = test4 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH;
- q15_t *conv_im_out_opt_q15 =
- test4 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH;
-
- initialize_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q7 ref implementation\n");
-
- arm_convolve_HWC_q7_ref(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_ref_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- printf("start q7 basic implementation\n");
-
- arm_convolve_HWC_q7_basic(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q7 fast implementation\n");
-
- arm_convolve_HWC_q7_fast(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- // testing with RGB
- printf("start q7 ref implementation for RGB\n");
-
- arm_convolve_HWC_q7_ref(conv_im_in_q7, CONV_IM_DIM, 3, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_ref_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- printf("start q7 basic implementation for RGB\n");
-
- arm_convolve_HWC_q7_basic(conv_im_in_q7, CONV_IM_DIM, 3, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q7 RGB implementation for RGB\n");
-
- arm_convolve_HWC_q7_RGB(conv_im_in_q7, CONV_IM_DIM, 3, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- // testing q15
- initialize_results_q15(conv_im_out_ref_q15, conv_im_out_opt_q15, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q15 ref implementation\n");
-
- arm_convolve_HWC_q15_ref(conv_im_in_q15, CONV_IM_DIM, CONV_IM_CH, conv_weight_q15,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q15, 0, 15, conv_im_out_ref_q15,
- CONV_OUT_DIM, conv_buf, NULL);
-
- printf("start q15 basic implementation\n");
-
- arm_convolve_HWC_q15_basic(conv_im_in_q15, CONV_IM_DIM, CONV_IM_CH, conv_weight_q15,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q15, 0, 15, conv_im_out_opt_q15,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q15(conv_im_out_ref_q15, conv_im_out_opt_q15, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q15 fast implementation\n");
-
- arm_convolve_HWC_q15_fast(conv_im_in_q15, CONV_IM_DIM, CONV_IM_CH, conv_weight_q15,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q15, 0, 15, conv_im_out_opt_q15,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q15(conv_im_out_ref_q15, conv_im_out_opt_q15, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- // depthwise separable conv
- initialize_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q7 depthwise_separable_conv ref implementation\n");
-
- arm_depthwise_separable_conv_HWC_q7_ref(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_ref_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- printf("start q7 depthwise_separable_conv implementation\n");
-
- arm_depthwise_separable_conv_HWC_q7(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
- test_pass = true;
- test_index = 0;
- while (test_flags[test_index] != -1) {
- if (test_flags[test_index]) {
- test_pass = false;
- }
- test_index ++;
- }
- if (test_pass) {
- printf("All tests passed\n");
- } else {
- printf("Test failed passed\n");
- }
-
- return 0;
-}
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