cutlass/tools/library/src/reduction/reduction_device.cu

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/***************************************************************************************************
2021-02-26 22:58:26 +08:00
* Copyright (c) 2017-2021, NVIDIA CORPORATION. All rights reserved.
*
* Redistribution and use in source and binary forms, with or without modification, are permitted
* provided that the following conditions are met:
* * Redistributions of source code must retain the above copyright notice, this list of
* conditions and the following disclaimer.
* * Redistributions in binary form must reproduce the above copyright notice, this list of
* conditions and the following disclaimer in the documentation and/or other materials
* provided with the distribution.
* * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used
* to endorse or promote products derived from this software without specific prior written
* permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
* IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
* FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
* OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
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*
**************************************************************************************************/
/* \file
\brief Defines operations for reduction operation in CUTLASS Library.
*/
#include "cutlass/cutlass.h"
#include "cutlass/library/library.h"
#include "cutlass/library/manifest.h"
#include "reduction_operation.h"
namespace cutlass {
namespace library {
// naming convention initialize_reduce_[ReductionOp]_[EpilogueOp]_[ElementWorkspace]_[ElementAccumulator]_[ElementOutput]
void initialize_reduce_add_linear_combination_f32_f32_f16(Manifest &manifest) {
using ElementWorkspace = float;
using ElementAccumulator = float;
using ElementOutput = cutlass::half_t;
using ElementCompute = float;
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
ElementOutput,
128 / cutlass::sizeof_bits<ElementOutput>::value,
ElementAccumulator,
ElementCompute
>;
using ReductionOp = cutlass::reduction::thread::ReduceAdd<
ElementAccumulator,
typename EpilogueOutputOp::ElementAccumulator,
EpilogueOutputOp::kCount
>;
using Operation_reduce_add_linear_combination_f32_f32_f16 = cutlass::reduction::device::ReduceSplitK<
cutlass::reduction::kernel::ReduceSplitK<
cutlass::MatrixShape<4, 32 * EpilogueOutputOp::kCount>,
EpilogueOutputOp,
ReductionOp
>
>;
manifest.append(new ReductionOperation<
Operation_reduce_add_linear_combination_f32_f32_f16>(
"reduce_add_linear_combination_f32_f32_f16"
));
}
void initialize_reduce_add_linear_combination_f32_f32_f32(Manifest &manifest) {
using ElementWorkspace = float;
using ElementAccumulator = float;
using ElementOutput = float;
using ElementCompute = float;
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
ElementOutput,
128 / cutlass::sizeof_bits<ElementOutput>::value,
ElementAccumulator,
ElementCompute
>;
using ReductionOp = cutlass::reduction::thread::ReduceAdd<
ElementAccumulator,
typename EpilogueOutputOp::ElementAccumulator,
EpilogueOutputOp::kCount
>;
using Operation_reduce_add_linear_combination_f32_f32_f32 = cutlass::reduction::device::ReduceSplitK<
cutlass::reduction::kernel::ReduceSplitK<
cutlass::MatrixShape<4, 32 * EpilogueOutputOp::kCount>,
EpilogueOutputOp,
ReductionOp
>
>;
manifest.append(new ReductionOperation<
Operation_reduce_add_linear_combination_f32_f32_f32>(
"reduce_add_linear_combination_f32_f32_f32"
));
}
void initialize_reduce_add_linear_combination_cf32_cf32_cf32(Manifest &manifest) {
using ElementWorkspace = cutlass::complex<float>;
using ElementAccumulator = cutlass::complex<float>;
using ElementOutput = cutlass::complex<float>;
using ElementCompute = cutlass::complex<float>;
using EpilogueOutputOp = cutlass::epilogue::thread::LinearCombination<
ElementOutput,
128 / cutlass::sizeof_bits<ElementOutput>::value,
ElementAccumulator,
ElementCompute
>;
using ReductionOp = cutlass::reduction::thread::ReduceAdd<
ElementAccumulator,
typename EpilogueOutputOp::ElementAccumulator,
EpilogueOutputOp::kCount
>;
using Operation_reduce_add_linear_combination_cf32_cf32_cf32 = cutlass::reduction::device::ReduceSplitK<
cutlass::reduction::kernel::ReduceSplitK<
cutlass::MatrixShape<4, 32 * EpilogueOutputOp::kCount>,
EpilogueOutputOp,
ReductionOp
>
>;
manifest.append(new ReductionOperation<
Operation_reduce_add_linear_combination_cf32_cf32_cf32>(
"reduce_add_linear_combination_cf32_cf32_cf32"
));
}
}
}