Files
rocm-systems/projects/hip/docs/tools/example_codes/complex_math.hip
T
Istvan Kiss 197f73dac9 Sync HIP documentation 2025-10-20 (#1258)
* Add examples to tools folder
* Correct P2P memory access section
* Sync poriting guide
* Add HIP Graph tutorial
* Add hint about using amdgpu-dkms for IPC API
* Add a few more env variables
2025-10-29 07:42:06 +01:00

143 строки
4.8 KiB
Plaintext

// MIT License
//
// Copyright (c) 2025 Advanced Micro Devices, Inc. All rights reserved.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy
// of this software and associated documentation files (the "Software"), to deal
// in the Software without restriction, including without limitation the rights
// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
// copies of the Software, and to permit persons to whom the Software is
// furnished to do so, subject to the following conditions:
//
// The above copyright notice and this permission notice shall be included in all
// copies or substantial portions of the Software.
//
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
// SOFTWARE.
// [sphinx-start]
#include <hip/hip_runtime.h>
#include <hip/hip_complex.h>
#include <cmath>
#include <cstdlib>
#include <iostream>
#include <vector>
#define HIP_CHECK(expression) \
{ \
const hipError_t err = expression; \
if (err != hipSuccess) { \
std::cerr << "HIP error: " \
<< hipGetErrorString(err) \
<< " at " << __LINE__ << "\n"; \
exit(EXIT_FAILURE); \
} \
}
// Kernel to compute DFT
__global__ void computeDFT(const float* input, hipFloatComplex* output, const int N)
{
int k = blockIdx.x * blockDim.x + threadIdx.x;
if (k >= N) return;
hipFloatComplex sum = make_hipFloatComplex(0.0f, 0.0f);
for (int n = 0; n < N; n++)
{
float angle = -2.0f * M_PI * k * n / N;
hipFloatComplex w = make_hipFloatComplex(cosf(angle), sinf(angle));
hipFloatComplex x = make_hipFloatComplex(input[n], 0.0f);
sum = hipCaddf(sum, hipCmulf(x, w));
}
output[k] = sum;
}
// CPU implementation of DFT for verification
std::vector<hipFloatComplex> cpuDFT(const std::vector<float>& input)
{
const int N = input.size();
std::vector<hipFloatComplex> result(N);
for (int k = 0; k < N; k++)
{
hipFloatComplex sum = make_hipFloatComplex(0.0f, 0.0f);
for (int n = 0; n < N; n++)
{
float angle = -2.0f * M_PI * k * n / N;
hipFloatComplex w = make_hipFloatComplex(cosf(angle), sinf(angle));
hipFloatComplex x = make_hipFloatComplex(input[n], 0.0f);
sum = hipCaddf(sum, hipCmulf(x, w));
}
result[k] = sum;
}
return result;
}
int main()
{
const int N = 256; // Signal length
const int blockSize = 256;
// Generate input signal: sum of two sine waves
std::vector<float> signal(N);
for (int i = 0; i < N; i++)
{
float t = static_cast<float>(i) / N;
signal[i] = sinf(2.0f * M_PI * 10.0f * t) + // 10 Hz component
0.5f * sinf(2.0f * M_PI * 20.0f * t); // 20 Hz component
}
// Compute reference solution on CPU
std::vector<hipFloatComplex> cpu_output = cpuDFT(signal);
// Allocate device memory
float* d_signal;
hipFloatComplex* d_output;
HIP_CHECK(hipMalloc(&d_signal, N * sizeof(float)));
HIP_CHECK(hipMalloc(&d_output, N * sizeof(hipFloatComplex)));
// Copy input to device
HIP_CHECK(hipMemcpy(d_signal, signal.data(), N * sizeof(float), hipMemcpyHostToDevice));
// Launch kernel
dim3 grid((N + blockSize - 1) / blockSize);
dim3 block(blockSize);
computeDFT<<<grid, block>>>(d_signal, d_output, N);
HIP_CHECK(hipGetLastError());
// Get GPU results
std::vector<hipFloatComplex> gpu_output(N);
HIP_CHECK(hipMemcpy(gpu_output.data(), d_output, N * sizeof(hipFloatComplex), hipMemcpyDeviceToHost));
// Verify results
bool passed = true;
const float tolerance = 1e-5f; // Adjust based on precision requirements
for (int i = 0; i < N; i++)
{
float diff_real = std::abs(hipCrealf(gpu_output[i]) - hipCrealf(cpu_output[i]));
float diff_imag = std::abs(hipCimagf(gpu_output[i]) - hipCimagf(cpu_output[i]));
if (diff_real > tolerance || diff_imag > tolerance)
{
passed = false;
break;
}
}
std::cout << "DFT Verification: " << (passed ? "PASSED" : "FAILED") << "\n";
// Cleanup
HIP_CHECK(hipFree(d_signal));
HIP_CHECK(hipFree(d_output));
return passed ? EXIT_SUCCESS : EXIT_FAILURE;
}
// [sphinx-end]