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442 lines
11 KiB
C++
442 lines
11 KiB
C++
/* ************************************************************************
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* Copyright (C) 2020-2024 Advanced Micro Devices, Inc. All rights reserved.
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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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#ifndef _HIPBLAS_BYTES_H_
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#define _HIPBLAS_BYTES_H_
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#include "hipblas.h"
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/*!\file
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* \brief provides bandwidth measure as byte counts Basic Linear Algebra Subprograms (BLAS) of
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* Level 1, 2, 3. Where possible we are using the values of NOP from the legacy BLAS files
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* [sdcz]blas[23]time.f for byte counts.
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*/
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/*
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* ===========================================================================
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* Auxiliary
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* ===========================================================================
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*/
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/* \brief byte counts of SET/GET_MATRIX/_ASYNC calls done in pairs for timing */
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template <typename T>
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constexpr double set_get_matrix_gbyte_count(int m, int n)
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{
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return (sizeof(T) * m * n * 2.0) / 1e9;
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}
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/* \brief byte counts of SET/GET_VECTOR/_ASYNC */
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template <typename T>
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constexpr double set_get_vector_gbyte_count(int n)
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{
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// calls done in pairs for timing so x 2.0
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return (sizeof(T) * n * 2.0) / 1e9;
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}
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/*
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* ===========================================================================
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* level 1 BLAS
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* ===========================================================================
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*/
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/* \brief byte counts of ASUM */
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template <typename T>
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constexpr double asum_gbyte_count(int n)
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{
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return (sizeof(T) * n) / 1e9;
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}
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/* \brief byte counts of AXPY */
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template <typename T>
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constexpr double axpy_gbyte_count(int n)
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{
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return (sizeof(T) * 3.0 * n) / 1e9;
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}
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/* \brief byte counts of COPY */
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template <typename T>
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constexpr double copy_gbyte_count(int n)
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{
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return (sizeof(T) * 2.0 * n) / 1e9;
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}
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/* \brief byte counts of DOT */
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template <typename T>
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constexpr double dot_gbyte_count(int n)
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{
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return (sizeof(T) * 2.0 * n) / 1e9;
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}
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/* \brief byte counts of iamax/iamin */
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template <typename T>
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constexpr double iamax_gbyte_count(int n)
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{
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return (sizeof(T) * 2.0 * n) / 1e9;
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}
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/* \brief byte counts of NRM2 */
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template <typename T>
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constexpr double nrm2_gbyte_count(int n)
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{
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return (sizeof(T) * n) / 1e9;
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}
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/* \brief byte counts of ROT */
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template <typename T>
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constexpr double rot_gbyte_count(int n)
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{
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return (sizeof(T) * 4.0 * n) / 1e9; // 2 loads and 2 stores
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}
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/* \brief byte counts of ROTM */
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template <typename T>
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constexpr double rotm_gbyte_count(int n, T flag)
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{
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//No load and store operations when flag is set to -2.0
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if(flag != -2.0)
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{
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return (sizeof(T) * 4.0 * n) / 1e9; //2 loads and 2 stores
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}
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else
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{
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return 0;
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}
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}
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/* \brief byte counts of SCAL */
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template <typename T>
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constexpr double scal_gbyte_count(int n)
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{
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return (sizeof(T) * 2.0 * n) / 1e9;
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}
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/* \brief byte counts of SWAP */
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template <typename T>
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constexpr double swap_gbyte_count(int n)
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{
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return (sizeof(T) * 4.0 * n) / 1e9;
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}
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/*
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* ===========================================================================
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* level 2 BLAS
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* ===========================================================================
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*/
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inline size_t tri_count(int n)
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{
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return size_t(n) * (1 + n) / 2;
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}
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inline size_t hipblas_packed_matrix_size(int64_t n)
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{
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return (size_t(n) * (1 + n)) / 2;
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}
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/* \brief byte counts of GEMV */
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template <typename T>
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constexpr double gemv_gbyte_count(hipblasOperation_t transA, int m, int n)
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{
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return (sizeof(T) * (m * n + 2 * (transA == HIPBLAS_OP_N ? n : m))) / 1e9;
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}
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/* \brief byte counts of GBMV */
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template <typename T>
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constexpr double gbmv_gbyte_count(hipblasOperation_t transA, int m, int n, int kl, int ku)
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{
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size_t dim_x = transA == HIPBLAS_OP_N ? n : m;
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int k1 = dim_x < kl ? dim_x : kl;
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int k2 = dim_x < ku ? dim_x : ku;
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int d1 = ((k1 * dim_x) - (k1 * (k1 + 1) / 2));
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int d2 = ((k2 * dim_x) - (k2 * (k2 + 1) / 2));
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double num_els = double(d1 + d2 + dim_x);
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return (sizeof(T) * (num_els)) / 1e9;
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}
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/* \brief byte counts of GER */
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template <typename T>
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constexpr double ger_gbyte_count(int m, int n)
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{
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return (sizeof(T) * (m * n + m + n)) / 1e9;
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}
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/* \brief byte counts of HBMV */
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template <typename T>
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constexpr double hbmv_gbyte_count(int n, int k)
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{
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int k1 = k < n ? k : n;
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return (sizeof(T) * (n * k1 - ((k1 * (k1 + 1)) / 2.0) + 3 * n)) / 1e9;
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}
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/* \brief byte counts of HEMV */
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template <typename T>
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constexpr double hemv_gbyte_count(int n)
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{
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return (sizeof(T) * (((n * (n + 1.0)) / 2.0) + 3.0 * n)) / 1e9;
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}
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/* \brief byte counts of HPMV */
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template <typename T>
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constexpr double hpmv_gbyte_count(int n)
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{
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return (sizeof(T) * ((n * (n + 1.0)) / 2.0) + 3.0 * n) / 1e9;
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}
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/* \brief byte counts of HPR */
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template <typename T>
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constexpr double hpr_gbyte_count(int n)
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{
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return (sizeof(T) * (tri_count(n) + n)) / 1e9;
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}
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/* \brief byte counts of HPR2 */
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template <typename T>
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constexpr double hpr2_gbyte_count(int n)
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{
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return (sizeof(T) * (tri_count(n) + 2.0 * n)) / 1e9;
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}
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/* \brief byte counts of SYMV */
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template <typename T>
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constexpr double symv_gbyte_count(int n)
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{
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return (sizeof(T) * (tri_count(n) + n)) / 1e9;
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}
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/* \brief byte counts of SPMV */
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template <typename T>
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constexpr double spmv_gbyte_count(int n)
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{
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return (sizeof(T) * (tri_count(n) + n)) / 1e9;
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}
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/* \brief byte c ounts of SPR */
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template <typename T>
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constexpr double spr_gbyte_count(int n)
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{
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// read and write of A + read of x
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return (sizeof(T) * (tri_count(n) * 2 + n)) / 1e9;
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}
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/* \brief byte counts of SPR2 */
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template <typename T>
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constexpr double spr2_gbyte_count(int n)
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{
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// read and write of A + read of x and y
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return (sizeof(T) * (tri_count(n) * 2 + n * 2)) / 1e9;
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}
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/* \brief byte counts of SBMV */
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template <typename T>
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constexpr double sbmv_gbyte_count(int n, int k)
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{
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int k1 = k < n ? k : n - 1;
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return (sizeof(T) * (tri_count(n) - tri_count(n - (k1 + 1)) + n)) / 1e9;
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}
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/* \brief byte counts of HER */
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template <typename T>
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constexpr double her_gbyte_count(int n)
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{
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return (sizeof(T) * (tri_count(n) + n)) / 1e9;
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}
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/* \brief byte counts of HER2 */
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template <typename T>
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constexpr double her2_gbyte_count(int n)
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{
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return (sizeof(T) * (tri_count(n) + 2 * n)) / 1e9;
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}
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/* \brief byte counts of SYR */
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template <typename T>
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constexpr double syr_gbyte_count(int n)
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{
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// read and write of A + read of x
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return (sizeof(T) * (tri_count(n) * 2 + n)) / 1e9;
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}
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/* \brief byte counts of SYR2 */
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template <typename T>
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constexpr double syr2_gbyte_count(int n)
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{
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// read and write of A + read of x and y
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return (sizeof(T) * (tri_count(n) * 2 + n * 2)) / 1e9;
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}
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/* \brief byte counts of TBMV */
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template <typename T>
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constexpr double tbmv_gbyte_count(int m, int k)
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{
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int k1 = k < m ? k : m;
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return (sizeof(T) * (m * k1 - ((k1 * (k1 + 1)) / 2.0) + 3 * m)) / 1e9;
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}
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/* \brief byte counts of TPMV */
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template <typename T>
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constexpr double tpmv_gbyte_count(int m)
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{
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return (sizeof(T) * tri_count(m)) / 1e9;
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}
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/* \brief byte counts of TRMV */
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template <typename T>
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constexpr double trmv_gbyte_count(int m)
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{
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return (sizeof(T) * ((m * (m + 1.0)) / 2 + 2 * m)) / 1e9;
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}
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/* \brief byte coutns of TBSV */
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template <typename T>
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constexpr double tbsv_gbyte_count(int n, int k)
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{
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int k1 = k < n ? k : n;
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return (sizeof(T) * (n * k1 - ((k1 * (k1 + 1)) / 2.0) + 2 * n)) / 1e9;
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}
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/* \brief byte counts of TPSV */
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template <typename T>
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constexpr double tpsv_gbyte_count(int n)
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{
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return (sizeof(T) * (tri_count(n) + n)) / 1e9;
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}
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/* \brief byte c ounts or TRSV */
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template <typename T>
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constexpr double trsv_gbyte_count(int n)
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{
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return (sizeof(T) * (tri_count(n) + n)) / 1e9;
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}
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/*
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* ===========================================================================
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* level 3 BLAS
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* ===========================================================================
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*/
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/* \brief byte counts of GEMM */
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template <typename T>
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constexpr double gemm_gbyte_count(int m, int n, int k)
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{
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return (sizeof(T) * (m * k + n * k + m * n)) / 1e9;
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}
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/* \brief byte counts of TRMM */
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template <typename T>
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constexpr double trmm_gbyte_count(int m, int n, int k)
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{
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return (sizeof(T) * (m * n * 2 + k * k / 2)) / 1e9;
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}
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/* \brief byte counts of TRSM */
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template <typename T>
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constexpr double trsm_gbyte_count(int m, int n, int k)
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{
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return (sizeof(T) * (tri_count(k) + n * m)) / 1e9;
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}
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/* \brief byte counts of SYRK */
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template <typename T>
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constexpr double syrk_gbyte_count(int n, int k)
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{
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return (sizeof(T) * (tri_count(n) + n * k)) / 1e9;
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}
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/* \brief byte counts of SYR2K */
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template <typename T>
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constexpr double syr2k_gbyte_count(int n, int k)
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{
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// Read A, B, C, write C
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return (sizeof(T) * (2 * n * k + 2 * tri_count(n)));
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}
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/* \brief byte counts of HERK */
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template <typename T>
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constexpr double herk_gbyte_count(int n, int k)
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{
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return syrk_gbyte_count<T>(n, k);
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}
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/* \brief byte counts of SYRKX */
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template <typename T>
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constexpr double syrkx_gbyte_count(int n, int k)
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{
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return (sizeof(T) * (tri_count(n) + 2 * (n * k))) / 1e9;
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}
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/* \brief byte counts of HER2K */
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template <typename T>
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constexpr double her2k_gbyte_count(int n, int k)
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{
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return syr2k_gbyte_count<T>(n, k);
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}
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/* \brief byte counts of HERKX */
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template <typename T>
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constexpr double herkx_gbyte_count(int n, int k)
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{
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return syrkx_gbyte_count<T>(n, k);
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}
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/* \brief byte counts of DGMM */
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template <typename T>
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constexpr double dgmm_gbyte_count(int n, int m, int k)
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{
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// read A, read x, write C
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return (sizeof(T) * (2 * m * n) + (k));
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}
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/* \brief byte counts of GEAM */
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template <typename T>
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constexpr double geam_gbyte_count(int n, int m)
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{
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// read A, read B, write to C
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return (sizeof(T) * 3 * m * n);
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}
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/* \brief byte counts of HEMM */
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template <typename T>
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constexpr double hemm_gbyte_count(int n, int m, int k)
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{
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// read A, B, C, write C
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return (sizeof(T) * (3 * m * n + tri_count(k)));
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}
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/* \brief byte counts of SYMM */
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template <typename T>
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constexpr double symm_gbyte_count(int n, int m, int k)
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{
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// read A, B, C, write C
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return (sizeof(T) * (3 * m * n + tri_count(k)));
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}
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/* \brief byte counts of TRTRI */
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template <typename T>
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constexpr double trtri_gbyte_count(int n)
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{
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// read A, write invA
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return (sizeof(T) * (2 * tri_count(n)));
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}
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#endif /* _HIPBLAS_BYTES_H_ */
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