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610 lines
18 KiB
C++
610 lines
18 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (C) 2022-2024 Advanced Micro Devices, Inc.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*
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*******************************************************************************/
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#pragma once
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#include "datatype_interface.hpp"
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#include "hipblaslt_arguments.hpp"
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#include "hipblaslt_init.hpp"
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#include "hipblaslt_test.hpp"
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#include "singletons.hpp"
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#include <cinttypes>
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#include <hipblaslt/hipblaslt.h>
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#ifdef _WIN32
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#include <windows.h>
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#else
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#include <sys/sysinfo.h>
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#endif
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#define MEM_MAX_GUARD_PAD 8192
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#define MAX_DTYPE_SIZE sizeof(double)
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/* ============================================================================================ */
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/*! \brief (abstract class) wrapper around a pointer to hip device or pinned host memory, including allocation size in bytes */
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class hip_memory
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{
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public:
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size_t bytes() const
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{
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return m_size;
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}
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size_t capacity() const
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{
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return m_capacity;
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}
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void resize(size_t s)
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{
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assert(s <= m_capacity);
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m_size = s;
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}
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bool is_managed() const
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{
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return m_managed;
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}
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bool operator<(size_t s) const
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{
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return capacity() < s;
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}
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size_t get_available_host_memory()
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{
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#ifdef __linux__
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struct sysinfo info;
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if(sysinfo(&info) == 0)
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{
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// In the linux system, the host memory(pinned memory)'s capacity is the same as the free memory
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return info.freeram;
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}
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else
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{
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hipblaslt_cerr << "Error getting available host memory" << std::endl;
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return 0;
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}
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#elif defined(_WIN32)
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MEMORYSTATUSEX memStatus = {};
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memStatus.dwLength = sizeof(memStatus);
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if(GlobalMemoryStatusEx(&memStatus))
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{
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// In the windows system, the host memory's capacity is the half of the physical memory
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// And previous allocation of host memory is got cleared before
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return memStatus.ullTotalPhys / 2;
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}
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else
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{
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hipblaslt_cerr << "Error getting available host memory" << std::endl;
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return 0;
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}
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#else
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hipblaslt_cerr << "Error getting available host memory: unsupported platform" << std::endl;
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return 0;
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#endif
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}
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protected:
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hip_memory(size_t size, size_t capacity, bool use_HMM = false, size_t allocated_capacity = 0)
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: m_size(size)
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, m_capacity(capacity)
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, m_managed(use_HMM)
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, m_allocated_capacity(allocated_capacity)
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{
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}
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virtual ~hip_memory() = default;
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size_t m_size = 0;
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size_t m_capacity = 0;
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bool m_managed = false;
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size_t m_allocated_capacity = 0;
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};
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/* ============================================================================================ */
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/*! \brief wrapper around a pointer to device memory, including allocation size in bytes */
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class d_memory : public hip_memory
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{
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public:
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d_memory()
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: hip_memory(0, 0, false)
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{
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}
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d_memory(size_t size, size_t capacity, bool use_HMM = false)
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: hip_memory(size, capacity, use_HMM)
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{
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char* d = nullptr;
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if(use_HMM)
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{
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size_t available_host_memory = get_available_host_memory();
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// Need to ensure sufficient host memory, otherwise hipMallocManaged may OOM and hip api won't return error code,
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// and will cause the gtest get aborted
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if(available_host_memory < capacity || hipMallocManaged(&d, capacity) != hipSuccess)
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{
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hipblaslt_cerr << "Error allocating (" << (capacity >> 30) << " GB) unified memory, m_size is (" << (m_size >> 30) << " GB)"
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<< std::endl;
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d = nullptr;
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m_size = m_capacity = 0;
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}
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}
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else if(hipMalloc(&d, capacity) != hipSuccess)
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{
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size_t free_device_mem, total_device_mem;
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(void)hipMemGetInfo(&free_device_mem, &total_device_mem);
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hipblaslt_cerr << "Insufficient device memory to allocate (" << (m_size >> 30) << " GB) as the available device memory is (" << (free_device_mem >> 30) << " GB) "
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<< std::endl;
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d = nullptr;
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m_size = m_capacity = 0;
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}
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m_d.reset(d);
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}
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char* get()
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{
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return m_d.get();
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}
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const char* get() const
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{
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return m_d.get();
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}
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private:
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std::unique_ptr<char, decltype(&hipFree)> m_d{nullptr, &hipFree};
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};
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/* ============================================================================================ */
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/*! \brief wrapper around a pointer to pinned host memory (hipHostMalloc), including allocation size in bytes */
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class h_memory : public hip_memory
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{
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public:
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h_memory()
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: hip_memory(0, 0, false)
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{
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}
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h_memory(size_t size, size_t capacity, bool use_HMM = false)
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: hip_memory(size, capacity, false)
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{
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char* d = nullptr;
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size_t available_host_memory = get_available_host_memory();
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// Need to ensure sufficient host memory, otherwise hipHostMalloc may OOM and hip api won't return error code,
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// and will cause the gtest get aborted
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if(available_host_memory < capacity || hipHostMalloc(&d, capacity) != hipSuccess)
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{
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hipblaslt_cerr << "Error allocating (" << (capacity >> 30) << " GB) host memory, m_size is (" << (m_size >> 30) << " GB)"
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<< std::endl;
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d = nullptr;
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m_size = m_capacity = 0;
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}
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m_d.reset(d);
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}
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char* get()
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{
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return m_d.get();
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}
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const char* get() const
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{
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return m_d.get();
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}
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private:
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std::unique_ptr<char, decltype(&hipHostFree)> m_d{nullptr, &hipHostFree};
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};
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/* ============================================================================================ */
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/*! \brief memory pool class to keep track of memory in either M = d_memory, or M = h_memory objects */
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template <typename M>
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class memory_pool
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{
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public:
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static M Get(size_t m_bytes, bool use_HMM = false)
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{
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std::lock_guard<std::mutex> lock(Instance().m_mutex);
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return Instance().get(m_bytes, use_HMM);
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}
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static void Restore(M& dm)
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{
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std::lock_guard<std::mutex> lock(Instance().m_mutex);
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Instance().restore(dm);
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}
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private:
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std::vector<M> m_pool, m_pool_managed;
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std::mutex m_mutex;
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static memory_pool& Instance()
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{
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static memory_pool buffer;
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return buffer;
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}
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M get(size_t bytes, bool use_HMM = false)
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{
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auto& pool = use_HMM ? m_pool_managed : m_pool;
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// For Windows system with not enough system memory,
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// not suitable for memory pool management when it needs another allocation
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#ifdef _WIN32
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MEMORYSTATUSEX memStatus = {};
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memStatus.dwLength = sizeof(memStatus);
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if(GlobalMemoryStatusEx(&memStatus))
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{
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// If the shared memory is less than 64GB(128 / 2), may not enough for the hipblaslt-test to run
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if(memStatus.ullTotalPhys <= (128ULL << 30))
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{
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pool.clear();
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}
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}
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#endif
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auto it = std::lower_bound(pool.begin(), pool.end(), bytes);
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if(it != pool.end() && // found a buffer that is large enough ..
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it->capacity() < 2 * bytes) // but not way too large
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{
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auto p = std::move(*it);
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p.resize(bytes);
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pool.erase(it);
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return p;
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}
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else
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{
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size_t free_device_mem, total_device_mem;
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(void)hipMemGetInfo(&free_device_mem, &total_device_mem);
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// Threshold for "huge" allocations — skip 20% extra allocation
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const size_t big_thresh = total_device_mem / 4;
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bool huge_request = (bytes >= big_thresh);
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// remove the (largest) buffer that was too small
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if(it != pool.begin())
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pool.erase(it - 1);
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// Allocate 20% extra if it is not huge_request for later reuse
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size_t alloc_capacity = huge_request ? bytes : static_cast<size_t>(bytes * 1.2);
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auto e = M(bytes, alloc_capacity, use_HMM);
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if(e.get())
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return e;
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hipblaslt_cerr << "Clearing memory pool and retrying" << std::endl;
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// allocation failed, so clear the pool and try again (without the 20%)
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pool.clear();
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// reset the error code from previous hipMalloc failure and try again to allocate memory
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hipError_t err = hipPeekAtLastError();
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if(err == hipErrorOutOfMemory || err == hipErrorMemoryAllocation )
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(void)hipGetLastError();
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return M(bytes, bytes, use_HMM);
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}
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}
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void restore(M& dm)
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{
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if(!dm.get() || !dm.capacity())
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return;
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auto& pool = dm.is_managed() ? m_pool_managed : m_pool;
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// insert in (sorted) pool
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pool.insert(std::lower_bound(pool.begin(), pool.end(), dm.capacity()), std::move(dm));
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}
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};
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/* ============================================================================================ */
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/*! \brief base-class to allocate/deallocate device memory */
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template <typename T>
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class d_vector
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{
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private:
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size_t m_size;
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size_t m_pad, m_guard_len;
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size_t m_bytes;
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d_memory m_mem;
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static bool m_init_guard;
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protected:
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inline size_t nmemb() const noexcept
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{
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return m_size;
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}
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public:
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bool use_HMM = false;
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public:
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static T m_guard[MEM_MAX_GUARD_PAD];
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#ifdef GOOGLE_TEST
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d_vector(size_t s, bool HMM = false)
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: m_size(s)
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, m_pad(std::min(g_DVEC_PAD, size_t(MEM_MAX_GUARD_PAD)))
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, m_guard_len(m_pad * sizeof(T))
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, m_bytes((s + m_pad * 2) * sizeof(T))
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, use_HMM(HMM)
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{
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// Initialize m_guard with random data
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if(!m_init_guard)
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{
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hipblaslt_init_nan(m_guard, MEM_MAX_GUARD_PAD);
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m_init_guard = true;
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}
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}
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#else
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d_vector(size_t s, bool HMM = false)
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: m_size(s)
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, m_pad(0) // save current pad length
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, m_guard_len(0 * sizeof(T))
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, m_bytes(s ? s * sizeof(T) : sizeof(T))
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, use_HMM(HMM)
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{
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}
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#endif
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T* device_vector_setup()
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{
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m_mem = memory_pool<d_memory>::Get(m_bytes, use_HMM);
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T* d = reinterpret_cast<T*>(m_mem.get());
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#ifdef GOOGLE_TEST
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if(d)
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{
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if(m_guard_len > 0)
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{
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// Copy m_guard to device memory before allocated memory
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EXPECT_EQ(hipMemcpy(d, m_guard, m_guard_len, hipMemcpyHostToDevice), hipSuccess);
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// Point to allocated block
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d += m_pad;
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// Copy m_guard to device memory after allocated memory
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EXPECT_EQ(hipMemcpy(d + m_size, m_guard, m_guard_len, hipMemcpyHostToDevice),
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hipSuccess);
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}
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}
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#endif
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return d;
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}
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void device_vector_check(T* d)
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{
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#ifdef GOOGLE_TEST
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if(m_guard_len > 0)
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{
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T* host = new T[m_pad];
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// Copy device memory after allocated memory to host
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EXPECT_EQ(hipMemcpy(host, d + this->m_size, m_guard_len, hipMemcpyDeviceToHost),
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hipSuccess);
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// Make sure no corruption has occurred
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EXPECT_EQ(memcmp(host, m_guard, m_guard_len), 0);
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// Point to m_guard before allocated memory
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d -= m_pad;
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// Copy device memory after allocated memory to host
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EXPECT_EQ(hipMemcpy(host, d, m_guard_len, hipMemcpyDeviceToHost), hipSuccess);
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// Make sure no corruption has occurred
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EXPECT_EQ(memcmp(host, m_guard, m_guard_len), 0);
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delete[] host;
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}
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#endif
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}
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void device_vector_teardown(T* d)
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{
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if(d != nullptr)
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{
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#ifdef GOOGLE_TEST
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if(m_pad > 0)
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{
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T* host = new T[m_pad];
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// Copy device memory after allocated memory to host
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EXPECT_EQ(hipMemcpy(host, d + this->m_size, m_guard_len, hipMemcpyDeviceToHost),
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hipSuccess);
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// Make sure no corruption has occurred
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EXPECT_EQ(memcmp(host, m_guard, m_guard_len), 0);
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// Point to m_guard before allocated memory
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d -= m_pad;
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// Copy device memory after allocated memory to host
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EXPECT_EQ(hipMemcpy(host, d, m_guard_len, hipMemcpyDeviceToHost), hipSuccess);
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// Make sure no corruption has occurred
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EXPECT_EQ(memcmp(host, m_guard, m_guard_len), 0);
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delete[] host;
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}
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#endif
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}
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memory_pool<d_memory>::Restore(m_mem);
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}
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};
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|
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/* ============================================================================================ */
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/*! \brief base-class to allocate/deallocate device memory */
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class d_vector_type
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{
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private:
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size_t m_size;
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hipDataType m_dtype;
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size_t m_pad, m_guard_len;
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size_t m_bytes;
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d_memory m_mem;
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inline static bool m_init_guard_type;
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protected:
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inline size_t nmemb() const noexcept
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|
{
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return m_size;
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}
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|
|
public:
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bool use_HMM = false;
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|
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public:
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inline static char m_guard_type[MEM_MAX_GUARD_PAD * MAX_DTYPE_SIZE];
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|
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#ifdef GOOGLE_TEST
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d_vector_type(hipDataType dtype, size_t s, bool HMM = false)
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: m_size(s)
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, m_dtype(dtype)
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, m_pad(std::min(g_DVEC_PAD, size_t(MEM_MAX_GUARD_PAD)))
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, m_guard_len(m_pad * realDataTypeSize(dtype))
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, m_bytes((s + m_pad * 2) * realDataTypeSize(dtype))
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, use_HMM(HMM)
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|
{
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// Initialize m_guard with random data
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|
if(!m_init_guard_type)
|
|
{
|
|
hipblaslt_init_nan(m_guard_type, MEM_MAX_GUARD_PAD);
|
|
m_init_guard_type = true;
|
|
}
|
|
}
|
|
#else
|
|
d_vector_type(hipDataType dtype, size_t s, bool HMM = false)
|
|
: m_size(s)
|
|
, m_dtype(dtype)
|
|
, m_pad(0) // save current pad length
|
|
, m_guard_len(0 * realDataTypeSize(dtype))
|
|
, m_bytes(s ? s * realDataTypeSize(dtype) : realDataTypeSize(dtype))
|
|
, use_HMM(HMM)
|
|
{
|
|
}
|
|
#endif
|
|
|
|
char* device_vector_setup()
|
|
{
|
|
m_mem = memory_pool<d_memory>::Get(m_bytes, use_HMM);
|
|
char* d = m_mem.get();
|
|
#ifdef GOOGLE_TEST
|
|
if(d)
|
|
{
|
|
if(m_guard_len > 0)
|
|
{
|
|
// Copy m_guard to device memory before allocated memory
|
|
EXPECT_EQ(hipMemcpy(d, m_guard_type, m_guard_len, hipMemcpyHostToDevice),
|
|
hipSuccess);
|
|
|
|
// Point to allocated block
|
|
d += m_pad * realDataTypeSize(m_dtype);
|
|
|
|
// Copy m_guard to device memory after allocated memory
|
|
EXPECT_EQ(hipMemcpy(d + this->m_size * realDataTypeSize(m_dtype),
|
|
m_guard_type,
|
|
m_guard_len,
|
|
hipMemcpyHostToDevice),
|
|
hipSuccess);
|
|
}
|
|
}
|
|
#endif
|
|
return d;
|
|
}
|
|
|
|
void device_vector_check(char* d)
|
|
{
|
|
#ifdef GOOGLE_TEST
|
|
if(m_guard_len > 0)
|
|
{
|
|
char* host = new char[m_pad * realDataTypeSize(m_dtype)];
|
|
|
|
// Copy device memory after allocated memory to host
|
|
EXPECT_EQ(hipMemcpy(host,
|
|
d + this->m_size * realDataTypeSize(m_dtype),
|
|
m_guard_len,
|
|
hipMemcpyDeviceToHost),
|
|
hipSuccess);
|
|
|
|
// Make sure no corruption has occurred
|
|
EXPECT_EQ(memcmp(host, m_guard_type, m_guard_len), 0);
|
|
|
|
// Point to m_guard before allocated memory
|
|
d -= m_pad * realDataTypeSize(m_dtype);
|
|
|
|
// Copy device memory after allocated memory to host
|
|
EXPECT_EQ(hipMemcpy(host, d, m_guard_len, hipMemcpyDeviceToHost), hipSuccess);
|
|
|
|
// Make sure no corruption has occurred
|
|
EXPECT_EQ(memcmp(host, m_guard_type, m_guard_len), 0);
|
|
|
|
delete[] host;
|
|
}
|
|
#endif
|
|
}
|
|
|
|
void device_vector_teardown(char* d)
|
|
{
|
|
if(d != nullptr)
|
|
{
|
|
#ifdef GOOGLE_TEST
|
|
if(m_pad > 0)
|
|
{
|
|
char* host = new char[m_pad * realDataTypeSize(m_dtype)];
|
|
|
|
// Copy device memory after allocated memory to host
|
|
EXPECT_EQ(hipMemcpy(host,
|
|
d + this->m_size * realDataTypeSize(m_dtype),
|
|
m_guard_len,
|
|
hipMemcpyDeviceToHost),
|
|
hipSuccess);
|
|
|
|
// Make sure no corruption has occurred
|
|
EXPECT_EQ(memcmp(host, m_guard_type, m_guard_len), 0);
|
|
|
|
// Point to m_guard before allocated memory
|
|
d -= m_pad * realDataTypeSize(m_dtype);
|
|
|
|
// Copy device memory after allocated memory to host
|
|
EXPECT_EQ(hipMemcpy(host, d, m_guard_len, hipMemcpyDeviceToHost), hipSuccess);
|
|
|
|
// Make sure no corruption has occurred
|
|
EXPECT_EQ(memcmp(host, m_guard_type, m_guard_len), 0);
|
|
|
|
delete[] host;
|
|
}
|
|
#endif
|
|
}
|
|
memory_pool<d_memory>::Restore(m_mem);
|
|
}
|
|
};
|
|
|
|
template <typename T>
|
|
T d_vector<T>::m_guard[MEM_MAX_GUARD_PAD] = {};
|
|
|
|
template <typename T>
|
|
bool d_vector<T>::m_init_guard = false;
|
|
|
|
#undef MEM_MAX_GUARD_PAD
|
|
#undef MAX_DTYPE_SIZE
|