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545 lines
20 KiB
C++
545 lines
20 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (C) 2022-2025 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 "hipblaslt_vector.hpp"
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#include <cstdio>
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#include <hipblaslt/hipblaslt.h>
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#include <iomanip>
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#include <iostream>
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#include <string>
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#include <type_traits>
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#include <vector>
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/*!\file
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* \brief provide common utilities
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*/
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// We use hipblaslt_cout and hipblaslt_cerr instead of std::cout, std::cerr, stdout and stderr,
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// for thread-safe IO.
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//
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// All stdio and std::ostream functions related to stdout and stderr are poisoned, as are
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// functions which can create buffer overflows, or which are inherently thread-unsafe.
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//
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// This must come after the header #includes above, to avoid poisoning system headers.
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//
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// This is only enabled for hipblaslt-test and hipblaslt-bench.
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//
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// If you are here because of a poisoned identifier error, here is the rationale for each
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// included identifier:
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//
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// cout, stdout: hipblaslt_cout should be used instead, for thread-safe and atomic line buffering
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// cerr, stderr: hipblaslt_cerr should be used instead, for thread-safe and atomic line buffering
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// clog: C++ stream which should not be used
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// gets: Always unsafe; buffer-overflows; removed from later versions of the language; use fgets
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// puts, putchar, fputs, printf, fprintf, vprintf, vfprintf: Use hipblaslt_cout or hipblaslt_cerr
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// sprintf, vsprintf: Possible buffer overflows; us snprintf or vsnprintf instead
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// strerror: Thread-unsafe; use snprintf / dprintf with %m or strerror_* alternatives
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// strsignal: Thread-unsafe; use sys_siglist[signal] instead
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// strtok: Thread-unsafe; use strtok_r
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// gmtime, ctime, asctime, localtime: Thread-unsafe
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// tmpnam: Thread-unsafe; use mkstemp or related functions instead
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// putenv: Use setenv instead
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// clearenv, fcloseall, ecvt, fcvt: Miscellaneous thread-unsafe functions
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// sleep: Might interact with signals by using alarm(); use nanosleep() instead
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// abort: Does not abort as cleanly as hipblaslt_abort, and can be caught by a signal handler
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#if defined(GOOGLE_TEST) || defined(HIPBLASLT_BENCH)
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#undef stdout
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#undef stderr
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#pragma GCC poison cout cerr clog stdout stderr gets puts putchar fputs fprintf printf sprintf \
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vfprintf vprintf vsprintf perror strerror strtok gmtime ctime asctime localtime tmpnam putenv \
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clearenv fcloseall ecvt fcvt sleep abort strsignal
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#else
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// Suppress warnings about hipMalloc(), hipFree() except in hipblaslt-test and hipblaslt-bench
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#undef hipMalloc
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#undef hipFree
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#endif
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#define LIMITED_MEMORY_STRING "Error: Attempting to allocate more memory than available."
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#define TOO_MANY_DEVICES_STRING "Error: Too many devices requested."
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#define HMM_NOT_SUPPORTED "Error: HMM not supported."
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#define KNOWN_BUG_STRING "Known bug for current GPU platform (see known_bugs.yaml)."
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// TODO: This is dependent on internal gtest behaviour.
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// Compared with result.message() when a test ended. Note that "Succeeded\n" is
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// added to the beginning of the message automatically by gtest, so this must be compared.
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#define LIMITED_MEMORY_STRING_GTEST "Succeeded\n" LIMITED_MEMORY_STRING
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#define TOO_MANY_DEVICES_STRING_GTEST "Succeeded\n" TOO_MANY_DEVICES_STRING
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#define HMM_NOT_SUPPORTED_GTEST "Succeeded\n" HMM_NOT_SUPPORTED
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// GTEST_SKIP() prefixes "Skipped\n"; the listener uses strstr() to detect this
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// substring, so trailing details (e.g. matched platforms) can be appended via <<.
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#define KNOWN_BUG_STRING_GTEST "Skipped\n" KNOWN_BUG_STRING
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inline bool is_bias_enabled(hipblasLtEpilogue_t value_)
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{
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switch(value_)
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{
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case HIPBLASLT_EPILOGUE_BIAS:
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case HIPBLASLT_EPILOGUE_GELU_BIAS:
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case HIPBLASLT_EPILOGUE_RELU_BIAS:
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case HIPBLASLT_EPILOGUE_GELU_AUX_BIAS:
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case HIPBLASLT_EPILOGUE_RELU_AUX_BIAS:
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case HIPBLASLT_EPILOGUE_DGELU_BGRAD:
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case HIPBLASLT_EPILOGUE_DRELU_BGRAD:
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case HIPBLASLT_EPILOGUE_BGRADA:
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case HIPBLASLT_EPILOGUE_BGRADB:
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case HIPBLASLT_EPILOGUE_SWISH_BIAS_EXT:
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case HIPBLASLT_EPILOGUE_CLAMP_BIAS_EXT:
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return true;
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default:
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return false;
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}
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};
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enum class hipblaslt_batch_type
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{
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none = 0,
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batched
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};
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/* ============================================================================================ */
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/*! \brief local handle which is automatically created and destroyed */
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class hipblaslt_local_handle
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{
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hipblasLtHandle_t m_handle;
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std::string m_sol_selec_saved_status = "";
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bool m_sol_selec_env_set{false};
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public:
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hipblaslt_local_handle();
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explicit hipblaslt_local_handle(const Arguments& arg);
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~hipblaslt_local_handle();
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hipblaslt_local_handle(const hipblaslt_local_handle&) = delete;
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hipblaslt_local_handle(hipblaslt_local_handle&&) = delete;
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hipblaslt_local_handle& operator=(const hipblaslt_local_handle&) = delete;
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hipblaslt_local_handle& operator=(hipblaslt_local_handle&&) = delete;
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// Allow hipblaslt_local_handle to be used anywhere hipblasLtHandle_t is expected
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operator hipblasLtHandle_t&()
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{
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return m_handle;
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}
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operator const hipblasLtHandle_t&() const
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{
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return m_handle;
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}
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operator hipblasLtHandle_t*()
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{
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return &m_handle;
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}
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operator const hipblasLtHandle_t*() const
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{
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return &m_handle;
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}
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};
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/* ============================================================================================ */
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/*! \brief local matrix descriptor which is automatically created and destroyed */
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class hipblaslt_local_matrix_layout
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{
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hipblasLtMatrixLayout_t m_descr;
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hipblasStatus_t m_status = HIPBLAS_STATUS_NOT_INITIALIZED;
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static constexpr int alignment = 16;
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public:
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hipblaslt_local_matrix_layout(int64_t row, int64_t col, int64_t ld, hipDataType type)
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{
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this->m_status = hipblasLtMatrixLayoutCreate(&this->m_descr, type, row, col, ld);
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}
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~hipblaslt_local_matrix_layout()
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{
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if(this->m_status == HIPBLAS_STATUS_SUCCESS)
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hipblasLtMatrixLayoutDestroy(this->m_descr);
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}
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hipblaslt_local_matrix_layout(const hipblaslt_local_matrix_layout&) = delete;
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hipblaslt_local_matrix_layout(hipblaslt_local_matrix_layout&&) = delete;
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hipblaslt_local_matrix_layout& operator=(const hipblaslt_local_matrix_layout&) = delete;
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hipblaslt_local_matrix_layout& operator=(hipblaslt_local_matrix_layout&&) = delete;
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hipblasStatus_t status()
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{
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return m_status;
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}
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// Allow hipblaslt_local_matrix_layout to be used anywhere hipblasLtMatrixLayout_t is expected
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operator hipblasLtMatrixLayout_t&()
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{
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return m_descr;
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}
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operator const hipblasLtMatrixLayout_t&() const
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{
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return m_descr;
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}
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operator hipblasLtMatrixLayout_t*()
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{
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return &m_descr;
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}
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operator const hipblasLtMatrixLayout_t*() const
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{
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return &m_descr;
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}
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};
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/* ============================================================================================ */
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/*! \brief local matrix multiplication descriptor which is automatically created and destroyed */
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class hipblaslt_local_matmul_descr
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{
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hipblasLtMatmulDesc_t m_descr;
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hipblasStatus_t m_status = HIPBLAS_STATUS_NOT_INITIALIZED;
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public:
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hipblaslt_local_matmul_descr(hipblasOperation_t opA,
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hipblasOperation_t opB,
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hipblasComputeType_t compute_type,
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hipDataType scale_type,
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hipDataType compute_input_typeA = HIPBLASLT_DATATYPE_INVALID,
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hipDataType compute_input_typeB = HIPBLASLT_DATATYPE_INVALID)
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{
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this->m_status = hipblasLtMatmulDescCreate(&this->m_descr, compute_type, scale_type);
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hipblasLtMatmulDescSetAttribute(
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this->m_descr, HIPBLASLT_MATMUL_DESC_TRANSA, &opA, sizeof(int32_t));
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hipblasLtMatmulDescSetAttribute(
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this->m_descr, HIPBLASLT_MATMUL_DESC_TRANSB, &opB, sizeof(int32_t));
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hipblasLtMatmulDescSetAttribute(this->m_descr,
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HIPBLASLT_MATMUL_DESC_COMPUTE_INPUT_TYPE_A_EXT,
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&compute_input_typeA,
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sizeof(void*));
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hipblasLtMatmulDescSetAttribute(this->m_descr,
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HIPBLASLT_MATMUL_DESC_COMPUTE_INPUT_TYPE_B_EXT,
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&compute_input_typeB,
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sizeof(void*));
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}
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~hipblaslt_local_matmul_descr()
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{
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if(this->m_status == HIPBLAS_STATUS_SUCCESS)
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hipblasLtMatmulDescDestroy(this->m_descr);
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}
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hipblaslt_local_matmul_descr(const hipblaslt_local_matmul_descr&) = delete;
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hipblaslt_local_matmul_descr(hipblaslt_local_matmul_descr&&) = delete;
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hipblaslt_local_matmul_descr& operator=(const hipblaslt_local_matmul_descr&) = delete;
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hipblaslt_local_matmul_descr& operator=(hipblaslt_local_matmul_descr&&) = delete;
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hipblasStatus_t status()
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{
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return m_status;
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}
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// Allow hipblaslt_local_matmul_descr to be used anywhere hipblasLtMatmulDesc_t is expected
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operator hipblasLtMatmulDesc_t&()
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{
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return m_descr;
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}
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operator const hipblasLtMatmulDesc_t&() const
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{
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return m_descr;
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}
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operator hipblasLtMatmulDesc_t*()
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{
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return &m_descr;
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}
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operator const hipblasLtMatmulDesc_t*() const
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{
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return &m_descr;
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}
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};
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/* ================================================================================================================= */
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/*! \brief local matrix multiplication preference descriptor which is automatically created and destroyed */
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class hipblaslt_local_preference
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{
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hipblasLtMatmulPreference_t m_pref;
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hipblasStatus_t m_status = HIPBLAS_STATUS_NOT_INITIALIZED;
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public:
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hipblaslt_local_preference()
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{
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this->m_status = hipblasLtMatmulPreferenceCreate(&this->m_pref);
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}
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~hipblaslt_local_preference()
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{
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if(this->m_status == HIPBLAS_STATUS_SUCCESS)
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hipblasLtMatmulPreferenceDestroy(this->m_pref);
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}
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hipblaslt_local_preference(const hipblaslt_local_preference&) = delete;
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hipblaslt_local_preference(hipblaslt_local_preference&&) = delete;
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hipblaslt_local_preference& operator=(const hipblaslt_local_preference&) = delete;
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hipblaslt_local_preference& operator=(hipblaslt_local_preference&&) = delete;
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hipblasStatus_t status()
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{
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return this->m_status;
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}
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operator hipblasLtMatmulPreference_t&()
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{
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return m_pref;
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}
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operator const hipblasLtMatmulPreference_t&() const
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{
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return m_pref;
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}
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operator hipblasLtMatmulPreference_t*()
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{
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return &m_pref;
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}
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operator const hipblasLtMatmulPreference_t*() const
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{
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return &m_pref;
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}
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};
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/* ============================================================================================ */
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/* device query and print out their ID and name */
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int64_t query_device_property(int device_id, hipDeviceProp_t &props);
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/* set current device to device_id */
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void set_device(int64_t device_id);
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/* ============================================================================================ */
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/* timing: HIP only provides very limited timers function clock() and not general;
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hipblaslt sync CPU and device and use more accurate CPU timer*/
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/*! \brief CPU Timer(in microsecond): synchronize with the default device and return wall time */
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double get_time_us_sync_device();
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/*! \brief CPU Timer(in microsecond): synchronize with given queue/stream and return wall time */
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double get_time_us_sync(hipStream_t stream);
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/*! \brief CPU Timer(in microsecond): no GPU synchronization and return wall time */
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double get_time_us_no_sync();
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/* ============================================================================================ */
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// Return path of this executable
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std::string hipblaslt_exepath();
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/* ============================================================================================ */
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// Temp directory rooted random path
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std::string hipblaslt_tempname();
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/* ============================================================================================ */
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/* Read environment variable */
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const char* read_env_var(const char* env_var);
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/* ============================================================================================ */
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/* Compute strided batched matrix allocation size allowing for strides smaller than full matrix */
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size_t strided_batched_matrix_size(int rows, int cols, int lda, int64_t stride, int batch_count);
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/* ============================================================================================ */
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/*! \brief Debugging purpose, print out CPU and GPU result matrix, not valid in complex number */
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template <typename T>
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inline void hipblaslt_print_matrix(
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std::vector<T> CPU_result, std::vector<T> GPU_result, size_t m, size_t n, size_t lda)
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{
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for(size_t i = 0; i < m; i++)
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for(size_t j = 0; j < n; j++)
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{
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hipblaslt_cout << "matrix col " << i << ", row " << j
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<< ", CPU result=" << CPU_result[j + i * lda]
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<< ", GPU result=" << GPU_result[j + i * lda] << "\n";
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}
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}
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template <typename T>
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void hipblaslt_print_matrix(const char* name, T* A, size_t m, size_t n, size_t lda)
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{
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hipblaslt_cout << "---------- " << name << " ----------\n";
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for(size_t i = 0; i < m; i++)
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{
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for(size_t j = 0; j < n; j++)
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hipblaslt_cout << std::setprecision(0) << std::setw(5) << A[i + j * lda] << " ";
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hipblaslt_cout << std::endl;
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}
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}
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/* ============================================================================= */
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/*! \brief For testing purposes, to convert a regular matrix to a banded matrix. */
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template <typename T>
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inline void regular_to_banded(
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bool upper, const T* A, int64_t lda, T* AB, int64_t ldab, int64_t n, int64_t k)
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{
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// convert regular hA matrix to banded hAB matrix
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for(int j = 0; j < n; j++)
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{
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int64_t min1 = upper ? std::max(0, static_cast<int>(j - k)) : j;
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int64_t max1 = upper ? j : std::min(static_cast<int>(n - 1), static_cast<int>(j + k));
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int64_t m = upper ? k - j : -j;
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// Move bands of hA into new banded hAB format.
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for(int i = min1; i <= max1; i++)
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AB[j * ldab + (m + i)] = A[j * lda + i];
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min1 = upper ? k + 1 : std::min(k + 1, n - j);
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max1 = ldab - 1;
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// fill in bottom with random data to ensure we aren't using it.
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// for !upper, fill in bottom right triangle as well.
|
|
for(int i = min1; i <= max1; i++)
|
|
hipblaslt_init<T>(AB + j * ldab + i, 1, 1, 1);
|
|
|
|
// for upper, fill in top left triangle with random data to ensure
|
|
// we aren't using it.
|
|
if(upper)
|
|
{
|
|
for(int i = 0; i < m; i++)
|
|
hipblaslt_init<T>(AB + j * ldab + i, 1, 1, 1);
|
|
}
|
|
}
|
|
}
|
|
|
|
/* =============================================================================== */
|
|
/*! \brief For testing purposes, zeros out elements not needed in a banded matrix. */
|
|
template <typename T>
|
|
inline void banded_matrix_setup(bool upper, T* A, int64_t lda, int64_t n, int64_t k)
|
|
{
|
|
// Made A a banded matrix with k sub/super-diagonals
|
|
for(int i = 0; i < n; i++)
|
|
{
|
|
for(int j = 0; j < n; j++)
|
|
{
|
|
if(upper && (j > k + i || i > j))
|
|
A[j * n + i] = T(0);
|
|
else if(!upper && (i > k + j || j > i))
|
|
A[j * n + i] = T(0);
|
|
}
|
|
}
|
|
}
|
|
|
|
/* ============================================================================================= */
|
|
/*! \brief For testing purposes, to convert a regular matrix to a packed matrix. */
|
|
template <typename T>
|
|
inline void regular_to_packed(bool upper, const T* A, T* AP, int64_t n)
|
|
{
|
|
int index = 0;
|
|
if(upper)
|
|
{
|
|
for(int i = 0; i < n; i++)
|
|
{
|
|
for(int j = 0; j <= i; j++)
|
|
{
|
|
AP[index++] = A[j + i * n];
|
|
}
|
|
}
|
|
}
|
|
else
|
|
{
|
|
for(int i = 0; i < n; i++)
|
|
{
|
|
for(int j = i; j < n; j++)
|
|
{
|
|
AP[index++] = A[j + i * n];
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
template <typename T>
|
|
void print_strided_batched(
|
|
const char* name, T* A, int64_t n1, int64_t n2, int64_t n3, int64_t s1, int64_t s2, int64_t s3)
|
|
{
|
|
constexpr bool is_int = std::is_same<T, int8_t>();
|
|
using Tp = std::conditional_t<is_int, int32_t, float>;
|
|
// n1, n2, n3 are matrix dimensions, sometimes called m, n, batch_count
|
|
// s1, s1, s3 are matrix strides, sometimes called 1, lda, stride_a
|
|
hipblaslt_cout << "---------- " << name << " ----------\n";
|
|
int max_size = 128;
|
|
|
|
for(int i3 = 0; i3 < n3 && i3 < max_size; i3++)
|
|
{
|
|
for(int i1 = 0; i1 < n1 && i1 < max_size; i1++)
|
|
{
|
|
for(int i2 = 0; i2 < n2 && i2 < max_size; i2++)
|
|
{
|
|
hipblaslt_cout << static_cast<Tp>(A[(i1 * s1) + (i2 * s2) + (i3 * s3)]) << "|";
|
|
}
|
|
hipblaslt_cout << "\n";
|
|
}
|
|
if(i3 < (n3 - 1) && i3 < (max_size - 1))
|
|
hipblaslt_cout << "\n";
|
|
}
|
|
hipblaslt_cout << std::flush;
|
|
}
|
|
|
|
/* ===================================================================== */
|
|
/*! \brief For special numerical types, to convert a value to such type. */
|
|
template <typename T, typename Accumulator>
|
|
typename std::enable_if<std::is_same<int8_t, T>::value, T>::type saturate_cast(Accumulator val)
|
|
{
|
|
if constexpr(std::is_same<Accumulator, hipblasLtHalf>::value
|
|
|| std::is_same<Accumulator, hip_bfloat16>::value)
|
|
{
|
|
float tmp = std::nearbyint((float)val); //round to even
|
|
if(tmp > static_cast<float>(127))
|
|
tmp = static_cast<float>(127);
|
|
else if(tmp < static_cast<float>(-128))
|
|
tmp = static_cast<float>(-128);
|
|
return static_cast<T>(tmp);
|
|
}
|
|
else
|
|
{
|
|
if constexpr(std::is_same<Accumulator, float>::value
|
|
|| std::is_same<Accumulator, double>::value)
|
|
val = std::nearbyint(val); //round to even
|
|
if(val > static_cast<Accumulator>(127))
|
|
val = static_cast<Accumulator>(127);
|
|
else if(val < static_cast<Accumulator>(-128))
|
|
val = static_cast<Accumulator>(-128);
|
|
return static_cast<T>(val);
|
|
}
|
|
}
|
|
|
|
/* ==================================================================== */
|
|
/*! \brief For common numerical types, to convert a value to such type. */
|
|
template <typename T, typename Accumulator>
|
|
typename std::enable_if<!std::is_same<int8_t, T>::value, T>::type saturate_cast(Accumulator val)
|
|
{
|
|
return static_cast<T>(val);
|
|
}
|
|
|
|
std::vector<void*> benchmark_allocation();
|
|
int32_t hipblaslt_get_arch();
|
|
int32_t hipblaslt_get_arch_major();
|
|
void hipblaslt_print_version();
|
|
|
|
/* ==================================================================== */
|
|
/*! \brief write a matrix to file. */
|
|
void hipblasltDispatchValuesToFile(hipblasOperation_t transA, hipDataType TiA,
|
|
int row, int col, int lda, void *hA,
|
|
std::string ADataFile);
|