* Copyright (c) 2025 Huawei Technologies Co., Ltd.
* This program is free software, you can redistribute it and/or modify it under the terms and conditions of
* CANN Open Software License Agreement Version 2.0 (the "License").
* Please refer to the License for details. You may not use this file except in compliance with the License.
* THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
* INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
* See LICENSE in the root of the software repository for the full text of the License.
*/
#include "aicpu_test_utils.h"
using namespace std;
uint64_t CalTotalElements(std::vector<std::vector<int64_t>> &shapes,
uint32_t index) {
if(index < 0U) {
return 0;
}
uint64_t nums = 1;
for(auto shape : shapes[index]) {
nums = nums * shape;
}
return nums;
}
template <>
bool CompareResult(float output[], float expect_output[], uint64_t num) {
bool result = true;
for (uint64_t i = 0; i < num; ++i) {
double absolute_error = std::fabs(output[i] - expect_output[i]);
double relative_error = 0;
if (expect_output[i] == 0) {
relative_error = 2e-6;
} else {
relative_error = absolute_error / std::fabs(expect_output[i]);
}
if ((absolute_error > 1e-6) && (relative_error > 1e-6)) {
std::cout << "output[" << i << "] = ";
std::cout << output[i];
std::cout << ", expect_output[" << i << "] = ";
std::cout << expect_output[i] << std::endl;
result = false;
}
}
return result;
}
bool CompareResultAllClose(float output[], float expect_output[], uint64_t num) {
bool result = true;
for (uint64_t i = 0; i < num; ++i) {
double absolute_error = std::fabs(output[i] - expect_output[i]);
float atol = 1e-4;
float rtol = 1e-4;
double relative_error = 0;
if (!(absolute_error <= (atol + rtol * std::fabs(expect_output[i])))) {
std::cout << "output[" << i << "] = ";
std::cout << output[i];
std::cout << ", expect_output[" << i << "] = ";
std::cout << expect_output[i] << std::endl;
result = false;
}
}
return result;
}
template <>
bool CompareResult(double output[], double expect_output[], uint64_t num) {
bool result_code = true;
for (uint64_t i = 0; i < num; ++i) {
double absolute_error = std::fabs(output[i] - expect_output[i]);
double relative_error = 0;
if (expect_output[i] == 0) {
relative_error = 2e-10;
} else {
relative_error = absolute_error / std::fabs(expect_output[i]);
}
if ((absolute_error > 1e-12) && (relative_error > 1e-10)) {
std::cout << "output[" << i << "] = ";
std::cout << output[i];
std::cout << ", expect_output[" << i << "] = ";
std::cout << expect_output[i] << std::endl;
result_code = false;
}
}
return result_code;
}
template <>
bool CompareResult(complex<float> output[], complex<float> expect_output[], uint64_t num) {
bool result = true;
for (uint64_t i = 0; i < num; ++i) {
double absolute_real_error = std::fabs(output[i].real() - expect_output[i].real());
double relative_real_error = 0;
if (expect_output[i].real() == 0) {
relative_real_error = 2e-6;
} else {
relative_real_error = absolute_real_error / std::fabs(expect_output[i].real());
}
double absolute_imag_error = std::fabs(output[i].imag() - expect_output[i].imag());
double relative_imag_error = 0;
if (expect_output[i].imag() == 0) {
relative_imag_error = 2e-6;
} else {
relative_imag_error = absolute_imag_error / std::fabs(expect_output[i].imag());
}
if ((absolute_real_error > 1e-6) && (relative_real_error > 1e-6) ||
(absolute_imag_error > 1e-6) && (relative_imag_error > 1e-6)) {
result = false;
std::cout << "output[" << i << "] = ";
std::cout << output[i];
std::cout << ", expect_output[" << i << "] = ";
std::cout << expect_output[i] << std::endl;
}
}
return result;
}
template <>
bool CompareResult(complex<double> output[], complex<double> expect_output[], uint64_t num) {
bool result = true;
for (uint64_t i = 0; i < num; ++i) {
double absolute_real_error = std::fabs(output[i].real() - expect_output[i].real());
double relative_real_error = 0;
if (expect_output[i].real() == 0) {
relative_real_error = 2e-10;
} else {
relative_real_error = absolute_real_error / std::fabs(expect_output[i].real());
}
double absolute_imag_error = std::fabs(output[i].imag() - expect_output[i].imag());
double relative_imag_error = 0;
if (expect_output[i].imag() == 0) {
relative_imag_error = 2e-10;
} else {
relative_imag_error = absolute_imag_error / std::fabs(expect_output[i].imag());
}
if ((absolute_real_error > 10e-8) && (relative_real_error > 10e-8) ||
(absolute_imag_error > 10e-8) && (relative_imag_error > 10e-8)) {
std::cout << "output[" << i << "] = ";
std::cout << output[i];
std::cout << ", expect_output[" << i << "] = ";
std::cout << expect_output[i] << std::endl;
result = false;
}
}
return result;
}
bool CompareResult(Eigen::half output[], Eigen::half expect_output[],
uint64_t num) {
bool result = true;
for (uint64_t i = 0; i < num; ++i) {
Eigen::half absolute_error = (output[i] - expect_output[i]);
absolute_error =
absolute_error >= Eigen::half(0) ? absolute_error : -absolute_error;
Eigen::half relative_error(0);
if (expect_output[i] == Eigen::half(0)) {
relative_error = Eigen::half(2e-3);
} else {
relative_error = absolute_error / expect_output[i];
relative_error =
relative_error >= Eigen::half(0) ? relative_error : -relative_error;
}
if ((absolute_error > Eigen::half(1e-3)) &&
(relative_error > Eigen::half(1e-3))) {
std::cout << "output[" << i << "] = ";
std::cout << output[i];
std::cout << ", expect_output[" << i << "] = ";
std::cout << expect_output[i] << std::endl;
result = false;
}
}
return result;
}