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TheRock/rocm-libraries/projects/hipblaslt/clients/common/include/flops.hpp
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

197 lines
5.8 KiB
C++

/*******************************************************************************
*
* MIT License
*
* Copyright (C) 2022-2024 Advanced Micro Devices, Inc.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*
*******************************************************************************/
#pragma once
/*!\file
* \brief provides Floating point counts of Basic Linear Algebra Subprograms (BLAS) of Level 1, 2,
* 3. Where possible we are using the values of NOP from the legacy BLAS files [sdcz]blas[23]time.f
* for flop count.
*/
/* \brief floating point counts of GEMM */
template <typename T>
constexpr double gemm_gflop_count(int64_t m, int64_t n, int64_t k)
{
return (2.0 * m * n * k) / 1e9;
}
template <>
constexpr double gemm_gflop_count<std::complex<float>>(int64_t m, int64_t n, int64_t k)
{
if(k == 0)
k = 1;
return (8.0 * m * n * k) / 1e9;
}
template <>
constexpr double gemm_gflop_count<std::complex<double>>(int64_t m, int64_t n, int64_t k)
{
return gemm_gflop_count<std::complex<float>>(m, n, k);
}
constexpr double gemm_gflop_count(int64_t m, int64_t n, int64_t k, hipDataType type)
{
switch(type)
{
case HIP_R_32F:
return gemm_gflop_count<float>(m, n, k);
case HIP_R_64F:
return gemm_gflop_count<double>(m, n, k);
case HIP_R_16F:
return gemm_gflop_count<hipblasLtHalf>(m, n, k);
case HIP_R_32I:
return gemm_gflop_count<int32_t>(m, n, k);
case HIP_C_32F:
return gemm_gflop_count<std::complex<float>>(m, n, k);
case HIP_C_64F:
return gemm_gflop_count<std::complex<double>>(m, n, k);
default:
hipblaslt_cerr << "Error type in gemm_gflop_count()" << std::endl;
return gemm_gflop_count<float>(m, n, k);
}
}
template <typename T>
constexpr double sigmoid_gflop_count(int64_t m, int64_t n)
{
return (4 * m * n) / 1e9;
}
constexpr double sigmoid_gflop_count(int64_t m, int64_t n, hipDataType type)
{
switch(type)
{
case HIP_R_32F:
return sigmoid_gflop_count<float>(m, n);
case HIP_R_64F:
return sigmoid_gflop_count<double>(m, n);
case HIP_R_16F:
return sigmoid_gflop_count<hipblasLtHalf>(m, n);
case HIP_R_32I:
return sigmoid_gflop_count<int32_t>(m, n);
default:
hipblaslt_cerr << "Error type in sigmoid_gflop_count()" << std::endl;
return sigmoid_gflop_count<float>(m, n);
}
}
template <typename T>
constexpr double relu_gflop_count(int64_t m, int64_t n)
{
return (m * n) / 1e9;
}
constexpr double relu_gflop_count(int64_t m, int64_t n, hipDataType type)
{
switch(type)
{
case HIP_R_32F:
return relu_gflop_count<float>(m, n);
case HIP_R_64F:
return relu_gflop_count<double>(m, n);
case HIP_R_16F:
return relu_gflop_count<hipblasLtHalf>(m, n);
case HIP_R_32I:
return relu_gflop_count<int32_t>(m, n);
default:
hipblaslt_cerr << "Error type in relu_gflop_count()" << std::endl;
return relu_gflop_count<float>(m, n);
}
}
template <typename T>
constexpr double gelu_gflop_count(int64_t m, int64_t n)
{
return (9.0 * m * n) / 1e9;
}
constexpr double gelu_gflop_count(int64_t m, int64_t n, hipDataType type)
{
switch(type)
{
case HIP_R_32F:
return gelu_gflop_count<float>(m, n);
case HIP_R_64F:
return gelu_gflop_count<double>(m, n);
case HIP_R_16F:
return gelu_gflop_count<hipblasLtHalf>(m, n);
case HIP_R_32I:
return gelu_gflop_count<int32_t>(m, n);
default:
hipblaslt_cerr << "Error type in gelu_gflop_count()" << std::endl;
return gelu_gflop_count<float>(m, n);
}
}
template <typename T>
constexpr double silu_gflop_count(int64_t m, int64_t n)
{
return (5.0 * m * n) / 1e9;
}
constexpr double silu_gflop_count(int64_t m, int64_t n, hipDataType type)
{
switch(type)
{
case HIP_R_32F:
return silu_gflop_count<float>(m, n);
case HIP_R_64F:
return silu_gflop_count<double>(m, n);
case HIP_R_16F:
return silu_gflop_count<hipblasLtHalf>(m, n);
case HIP_R_32I:
return silu_gflop_count<int32_t>(m, n);
default:
hipblaslt_cerr << "Error type in silu_gflop_count()" << std::endl;
return silu_gflop_count<float>(m, n);
}
}
template <typename T>
constexpr double clamp_gflop_count(int64_t m, int64_t n)
{
return (2.0 * m * n) / 1e9;
}
constexpr double clamp_gflop_count(int64_t m, int64_t n, hipDataType type)
{
switch(type)
{
case HIP_R_32F:
return clamp_gflop_count<float>(m, n);
case HIP_R_64F:
return clamp_gflop_count<double>(m, n);
case HIP_R_16F:
return clamp_gflop_count<hipblasLtHalf>(m, n);
case HIP_R_32I:
return clamp_gflop_count<int32_t>(m, n);
default:
hipblaslt_cerr << "Error type in clamp_gflop_count()" << std::endl;
return clamp_gflop_count<float>(m, n);
}
}