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TheRock/rocm-libraries/projects/rocsolver/clients/gtest/testing_managed_malloc.hpp
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C++

/* **************************************************************************
* Copyright (C) 2020-2025 Advanced Micro Devices, Inc. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
*
* 1. Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
*
* 2. 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.
*
* THIS SOFTWARE IS PROVIDED BY THE AUTHOR 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 AUTHOR 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.
* *************************************************************************/
#pragma once
#include "common/misc/clientcommon.hpp"
#include "common/misc/lapack_host_reference.hpp"
#include "common/misc/norm.hpp"
#include "common/misc/rocsolver.hpp"
#include "common/misc/rocsolver_arguments.hpp"
#include "common/misc/rocsolver_test.hpp"
#include "common/misc/rocsolver_timer.hpp"
/*
* ===========================================================================
* testing_managed_malloc is a modified version of testing_labrd that tests
* the unified memory model/HMM. checkBadArgs has been removed as the memory
* model has no impact on the bad arg check.
* ===========================================================================
*/
template <bool CPU, bool GPU, typename T>
void managed_malloc_initData(const rocblas_handle handle,
const rocblas_int m,
const rocblas_int n,
const rocblas_int nb,
T* dA,
T* dARes,
const rocblas_int lda)
{
if(CPU)
{
rocblas_init<T>(dA, m, n, lda);
// scale A to avoid singularities
for(rocblas_int i = 0; i < m; i++)
{
for(rocblas_int j = 0; j < n; j++)
{
if(i == j || (m >= n && j == i + 1) || (m < n && i == j + 1))
dA[i + j * lda] += 400;
else
dA[i + j * lda] -= 4;
}
}
}
if(GPU)
{
// copy A
for(rocblas_int i = 0; i < m; i++)
{
for(rocblas_int j = 0; j < n; j++)
{
dARes[i + j * lda] = dA[i + j * lda];
}
}
}
}
template <typename T, typename S>
void managed_malloc_getError(const rocblas_handle handle,
const rocblas_int m,
const rocblas_int n,
const rocblas_int nb,
T* dA,
T* dARes,
const rocblas_int lda,
S* dD,
S* dE,
T* dTauq,
T* dTaup,
T* dX,
T* dXRes,
const rocblas_int ldx,
T* dY,
T* dYRes,
const rocblas_int ldy,
double* max_err)
{
// input data initialization
managed_malloc_initData<true, true, T>(handle, m, n, nb, dA, dARes, lda);
// execute computations
// GPU lapack
CHECK_ROCBLAS_ERROR(rocsolver_labrd(handle, m, n, nb, dARes, lda, dD, dE, dTauq, dTaup, dXRes,
ldx, dYRes, ldy));
CHECK_HIP_ERROR(hipDeviceSynchronize());
// CPU lapack
cpu_labrd(m, n, nb, dA, lda, dD, dE, dTauq, dTaup, dX, ldx, dY, ldy);
// error is max(||hA - hARes|| / ||hA||, ||hX - hXRes|| / ||hX||, ||hY -
// hYRes|| / ||hY||) (THIS DOES NOT ACCOUNT FOR NUMERICAL REPRODUCIBILITY
// ISSUES. IT MIGHT BE REVISITED IN THE FUTURE) using frobenius norm
double err;
*max_err = 0;
err = norm_error('F', m, n, lda, dA, dARes);
*max_err = err > *max_err ? err : *max_err;
err = norm_error('F', m - nb, nb, ldx, dX + nb, dXRes + nb);
*max_err = err > *max_err ? err : *max_err;
err = norm_error('F', n - nb, nb, ldy, dY + nb, dYRes + nb);
*max_err = err > *max_err ? err : *max_err;
}
template <typename T, typename S>
void managed_malloc_getPerfData(const rocblas_handle handle,
const rocblas_int m,
const rocblas_int n,
const rocblas_int nb,
T* dA,
T* dARes,
const rocblas_int lda,
S* dD,
S* dE,
T* dTauq,
T* dTaup,
T* dX,
T* dXRes,
const rocblas_int ldx,
T* dY,
T* dYRes,
const rocblas_int ldy,
double* gpu_time_used,
double* cpu_time_used,
const rocblas_int hot_calls,
const int profile,
const bool profile_kernels,
const bool perf)
{
if(!perf)
{
managed_malloc_initData<true, false, T>(handle, m, n, nb, dA, dARes, lda);
// cpu-lapack performance
*cpu_time_used = get_time_us_no_sync();
cpu_labrd(m, n, nb, dA, lda, dD, dE, dTauq, dTaup, dX, ldx, dY, ldy);
*cpu_time_used = get_time_us_no_sync() - *cpu_time_used;
}
managed_malloc_initData<true, false, T>(handle, m, n, nb, dA, dARes, lda);
// cold calls
for(int iter = 0; iter < 2; iter++)
{
managed_malloc_initData<false, true, T>(handle, m, n, nb, dA, dARes, lda);
CHECK_ROCBLAS_ERROR(rocsolver_labrd(handle, m, n, nb, dARes, lda, dD, dE, dTauq, dTaup,
dXRes, ldx, dYRes, ldy));
CHECK_HIP_ERROR(hipDeviceSynchronize());
}
// gpu-lapack performance
hipStream_t stream;
CHECK_ROCBLAS_ERROR(rocblas_get_stream(handle, &stream));
rocsolver_timer timer;
if(profile > 0)
{
if(profile_kernels)
rocsolver_log_set_layer_mode(rocblas_layer_mode_log_profile
| rocblas_layer_mode_ex_log_kernel);
else
rocsolver_log_set_layer_mode(rocblas_layer_mode_log_profile);
rocsolver_log_set_max_levels(profile);
}
for(rocblas_int iter = 0; iter < hot_calls; iter++)
{
managed_malloc_initData<false, true, T>(handle, m, n, nb, dA, dARes, lda);
timer.start(stream);
rocsolver_labrd(handle, m, n, nb, dARes, lda, dD, dE, dTauq, dTaup, dXRes, ldx, dYRes, ldy);
CHECK_HIP_ERROR(hipDeviceSynchronize());
timer.end(stream);
}
*gpu_time_used = timer.get_combined();
}
template <typename T>
void testing_managed_malloc(Arguments& argus)
{
using S = decltype(std::real(T{}));
// get arguments
rocblas_local_handle handle;
rocblas_int m = argus.get<rocblas_int>("m");
rocblas_int n = argus.get<rocblas_int>("n", m);
rocblas_int nb = argus.get<rocblas_int>("k", std::min(m, n));
rocblas_int lda = argus.get<rocblas_int>("lda", m);
rocblas_int ldx = argus.get<rocblas_int>("ldx", m);
rocblas_int ldy = argus.get<rocblas_int>("ldy", n);
rocblas_int hot_calls = argus.iters;
// check managed memory enablement
int deviceID, hmm_enabled;
CHECK_HIP_ERROR(hipGetDevice(&deviceID));
CHECK_HIP_ERROR(hipDeviceGetAttribute(&hmm_enabled, hipDeviceAttributeManagedMemory, deviceID));
if(!hmm_enabled)
{
std::puts("Managed memory not enabled on device. Skipping test...");
std::fflush(stdout);
return;
}
// check non-supported values
// N/A
// determine sizes
size_t size_A = lda * n;
size_t size_D = nb;
size_t size_E = nb;
size_t size_Q = nb;
size_t size_P = nb;
size_t size_X = ldx * nb;
size_t size_Y = ldy * nb;
double max_error = 0, gpu_time_used = 0, cpu_time_used = 0;
// check invalid sizes
bool invalid_size
= (m < 0 || n < 0 || nb < 0 || nb > std::min(m, n) || lda < m || ldx < m || ldy < n);
if(invalid_size)
{
EXPECT_ROCBLAS_STATUS(rocsolver_labrd(handle, m, n, nb, (T*)nullptr, lda, (S*)nullptr,
(S*)nullptr, (T*)nullptr, (T*)nullptr, (T*)nullptr,
ldx, (T*)nullptr, ldy),
rocblas_status_invalid_size);
if(argus.timing)
rocsolver_bench_inform(inform_invalid_size);
return;
}
// memory size query is necessary
if(argus.mem_query)
{
CHECK_ROCBLAS_ERROR(rocblas_start_device_memory_size_query(handle));
CHECK_ALLOC_QUERY(rocsolver_labrd(handle, m, n, nb, (T*)nullptr, lda, (S*)nullptr,
(S*)nullptr, (T*)nullptr, (T*)nullptr, (T*)nullptr, ldx,
(T*)nullptr, ldy));
size_t size;
CHECK_ROCBLAS_ERROR(rocblas_stop_device_memory_size_query(handle, &size));
rocsolver_bench_inform(inform_mem_query, size);
return;
}
// memory allocations
S *dD, *dE;
T *dA, *dARes, *dTauq, *dTaup, *dX, *dXRes, *dY, *dYRes;
CHECK_HIP_ERROR(hipMallocManaged(&dA, sizeof(T) * size_A));
CHECK_HIP_ERROR(hipMallocManaged(&dARes, sizeof(T) * size_A));
CHECK_HIP_ERROR(hipMallocManaged(&dD, sizeof(S) * size_D));
CHECK_HIP_ERROR(hipMallocManaged(&dE, sizeof(S) * size_E));
CHECK_HIP_ERROR(hipMallocManaged(&dTauq, sizeof(T) * size_Q));
CHECK_HIP_ERROR(hipMallocManaged(&dTaup, sizeof(T) * size_P));
CHECK_HIP_ERROR(hipMallocManaged(&dX, sizeof(T) * size_X));
CHECK_HIP_ERROR(hipMallocManaged(&dXRes, sizeof(T) * size_X));
CHECK_HIP_ERROR(hipMallocManaged(&dY, sizeof(T) * size_Y));
CHECK_HIP_ERROR(hipMallocManaged(&dYRes, sizeof(T) * size_Y));
// check quick return
if(m == 0 || n == 0 || nb == 0)
{
EXPECT_ROCBLAS_STATUS(rocsolver_labrd(handle, m, n, nb, dARes, lda, dD, dE, dTauq, dTaup,
dXRes, ldx, dYRes, ldy),
rocblas_status_success);
if(argus.timing)
rocsolver_bench_inform(inform_quick_return);
return;
}
// check computations
if(argus.unit_check || argus.norm_check)
managed_malloc_getError<T>(handle, m, n, nb, dA, dARes, lda, dD, dE, dTauq, dTaup, dX,
dXRes, ldx, dY, dYRes, ldy, &max_error);
// collect performance data
if(argus.timing && hot_calls > 0)
managed_malloc_getPerfData<T>(handle, m, n, nb, dA, dARes, lda, dD, dE, dTauq, dTaup, dX,
dXRes, ldx, dY, dYRes, ldy, &gpu_time_used, &cpu_time_used,
hot_calls, argus.profile, argus.profile_kernels, argus.perf);
// free memory
CHECK_HIP_ERROR(hipFree(dA));
CHECK_HIP_ERROR(hipFree(dARes));
CHECK_HIP_ERROR(hipFree(dD));
CHECK_HIP_ERROR(hipFree(dE));
CHECK_HIP_ERROR(hipFree(dTauq));
CHECK_HIP_ERROR(hipFree(dTaup));
CHECK_HIP_ERROR(hipFree(dX));
CHECK_HIP_ERROR(hipFree(dXRes));
CHECK_HIP_ERROR(hipFree(dY));
CHECK_HIP_ERROR(hipFree(dYRes));
// validate results for rocsolver-test
// using nb * max(m,n) * machine_precision as tolerance
if(argus.unit_check)
ROCSOLVER_TEST_CHECK(T, max_error, nb * std::max(m, n));
// output results for rocsolver-bench
if(argus.timing)
{
if(!argus.perf)
{
rocsolver_bench_header("Arguments:");
rocsolver_bench_output("m", "n", "nb", "lda", "ldx", "ldy");
rocsolver_bench_output(m, n, nb, lda, ldx, ldy);
rocsolver_bench_header("Results:");
if(argus.norm_check)
{
rocsolver_bench_output("cpu_time_us", "gpu_time_us", "error");
rocsolver_bench_output(cpu_time_used, gpu_time_used, max_error);
}
else
{
rocsolver_bench_output("cpu_time_us", "gpu_time_us");
rocsolver_bench_output(cpu_time_used, gpu_time_used);
}
rocsolver_bench_endl();
}
else
{
if(argus.norm_check)
rocsolver_bench_output(gpu_time_used, max_error);
else
rocsolver_bench_output(gpu_time_used);
}
}
// ensure all arguments were consumed
argus.validate_consumed();
}