
CUTLASS 2.4 (Implicit GEMM Convolution) Co-authored-by: Manish Gupta <manigupta@nvidia.com>, Haicheng Wu <haichengw@nvidia.com>, Dustyn Blasig <dblasig@nvidia.com>, Andrew Kerr <akerr@nvidia.com>
242 lines
9.8 KiB
C++
242 lines
9.8 KiB
C++
/***************************************************************************************************
|
|
* Copyright (c) 2017-2020, 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,
|
|
* STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
|
|
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
|
|
*
|
|
**************************************************************************************************/
|
|
/*! \file
|
|
\brief Helpers for printing cutlass/core objects
|
|
*/
|
|
|
|
#pragma once
|
|
|
|
#include <iostream>
|
|
#include <typeinfo>
|
|
|
|
#include "cutlass/array.h"
|
|
#include "cutlass/coord.h"
|
|
#include "cutlass/numeric_types.h"
|
|
#include "cutlass/matrix_shape.h"
|
|
#include "cutlass/layout/pitch_linear.h"
|
|
#include "cutlass/tensor_view.h"
|
|
#include "cutlass/gemm/gemm.h"
|
|
#include "cutlass/conv/convolution.h"
|
|
#include "cutlass/conv/conv2d_problem_size.h"
|
|
#include "cutlass/conv/conv3d_problem_size.h"
|
|
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Output operator for CUDA built-in dim3 type
|
|
inline std::ostream &operator<<(std::ostream &out, dim3 d) {
|
|
return out << d.x << ", " << d.y << ", " << d.z;
|
|
}
|
|
|
|
/// Output operator for CUDA built-in error type
|
|
inline std::ostream &operator<<(std::ostream &out, cudaError_t error) {
|
|
return out << cudaGetErrorString(error);
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
namespace cutlass {
|
|
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
// stream operators for cutlass namespace //
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
template <typename Element, int Rank>
|
|
inline
|
|
std::ostream& operator<<(std::ostream& out, Array<Element, Rank> const& v) {
|
|
for (int i = 0; i < Rank; ++i) {
|
|
out << (i ? ", " : "") << v[i];
|
|
}
|
|
return out;
|
|
}
|
|
|
|
template <int Rank>
|
|
inline
|
|
std::ostream& operator<<(std::ostream& out, Coord<Rank> const& coord) {
|
|
for (int i = 0; i < Rank; ++i) {
|
|
out << (i ? ", " : "") << coord[i];
|
|
}
|
|
return out;
|
|
}
|
|
|
|
inline
|
|
std::istream & operator>>(std::istream &stream, half_t &x) {
|
|
float tmp;
|
|
stream >> tmp;
|
|
x = static_cast<cutlass::half_t>(tmp);
|
|
return stream;
|
|
}
|
|
|
|
inline
|
|
std::ostream & operator<<(std::ostream &out, half_t const &x) {
|
|
return out << float(x);
|
|
}
|
|
|
|
inline
|
|
std::ostream & operator<<(std::ostream &out, bfloat16_t const &x) {
|
|
return out << float(x);
|
|
}
|
|
|
|
inline
|
|
std::ostream & operator<<(std::ostream &out, tfloat32_t const &x) {
|
|
return out << float(x);
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Helper to enable formatted printing of CUTLASS scalar types to an ostream
|
|
template <typename T>
|
|
struct ScalarIO {
|
|
|
|
/// Value to print
|
|
T value;
|
|
|
|
/// Default ctor
|
|
ScalarIO() { }
|
|
|
|
/// Constructs from a value
|
|
ScalarIO(T value): value(value) {}
|
|
};
|
|
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Default printing to ostream
|
|
template <typename T>
|
|
inline std::ostream &operator<<(std::ostream &out, ScalarIO<T> const &scalar) {
|
|
return out << scalar.value;
|
|
}
|
|
|
|
/// Printing to ostream of int8_t as integer rather than character
|
|
template <>
|
|
inline std::ostream &operator<<(std::ostream &out, ScalarIO<int8_t> const &scalar) {
|
|
return out << int(scalar.value);
|
|
}
|
|
|
|
/// Printing to ostream of uint8_t as integer rather than character
|
|
template <>
|
|
inline std::ostream &operator<<(std::ostream &out, ScalarIO<uint8_t> const &scalar) {
|
|
return out << unsigned(scalar.value);
|
|
}
|
|
|
|
|
|
/// Default printing to ostream for MatrixShape
|
|
template <int Row, int Column>
|
|
inline
|
|
std::ostream & operator<<(std::ostream &out, MatrixShape<Row, Column> const &matrix_shape) {
|
|
out << "cutlass::MatrixShape::(kRow, kColumn) {"
|
|
<< cutlass::MatrixShape<Row,Column>::kRow <<","
|
|
<< cutlass::MatrixShape<Row,Column>::kColumn <<"}";
|
|
return out;
|
|
}
|
|
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
// stream operators for cutlass::gemm namespace //
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
namespace gemm {
|
|
|
|
/// Default printing to ostream for GemmShape
|
|
template <int M, int N, int K>
|
|
inline
|
|
std::ostream & operator<<(std::ostream &out, GemmShape<M,N,K> const &gemm_shape) {
|
|
out << "cutlass::gemm::GemmShape::(kM, kN, kK) {"
|
|
<< cutlass::gemm::GemmShape<M,N,K>::kM <<","
|
|
<< cutlass::gemm::GemmShape<M,N,K>::kN <<","
|
|
<< cutlass::gemm::GemmShape<M,N,K>::kK << "}";
|
|
return out;
|
|
}
|
|
|
|
/// Default printing to ostream for GemmCoord
|
|
inline
|
|
std::ostream & operator<<(std::ostream &out, GemmCoord const &gemm_coord) {
|
|
out << "cutlass::gemm::GemmCoord:: {"
|
|
<< gemm_coord.m() <<","
|
|
<< gemm_coord.n() <<","
|
|
<< gemm_coord.k() << "}";
|
|
return out;
|
|
}
|
|
|
|
} //namespace gemm
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
// stream operators for cutlass::layout namespace //
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
namespace layout {
|
|
|
|
/// Default printing to ostream for PitchLinearShape
|
|
template < int Contiguous, int Strided>
|
|
inline
|
|
std::ostream & operator<<(std::ostream &out, PitchLinearShape<Contiguous, Strided> const &pitch_linear_shape) {
|
|
out << "cutlass::layout::PitchLinearShape::(kContiguous, kStrided) {"
|
|
<< cutlass::layout::PitchLinearShape<Contiguous,Strided>::kContiguous <<","
|
|
<< cutlass::layout::PitchLinearShape<Contiguous,Strided>::kStrided <<"}";
|
|
return out;
|
|
}
|
|
|
|
} //namespace layout
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
// stream operators for cutlass::conv namespace //
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
namespace conv {
|
|
/// Default printing to ostream for Conv2dProblemSize
|
|
inline
|
|
std::ostream& operator<<(std::ostream& out, Conv2dProblemSize const& problem) {
|
|
out << "NHWC: (" << problem.N << ", " << problem.H << ", " << problem.W << ", " << problem.C << ")" << std::endl
|
|
<< "KRSC: (" << problem.K << ", " << problem.R << ", " << problem.S << ", " << problem.C << ")" << std::endl
|
|
<< "NPQK: (" << problem.N << ", " << problem.P << ", " << problem.Q << ", " << problem.K << ")" << std::endl
|
|
<< "Pad_h, Pad_w: (" << problem.pad_h << ", " << problem.pad_w << ")" << std::endl
|
|
<< "Stride_h, Stride_w: (" << problem.stride_h << ", " << problem.stride_w << ")" << std::endl
|
|
<< "Dilation_h, Dilation_w: (" << problem.dilation_h << ", " << problem.dilation_w << ")" << std::endl
|
|
<< "split_k_slices: (" << problem.split_k_slices << ")" << std::endl
|
|
<< "mode: (" << ((problem.mode==conv::Mode::kConvolution) ? "conv" : "xcross") << ")";
|
|
|
|
return out;
|
|
}
|
|
|
|
|
|
/// Default printing to ostream for Conv3dProblemSize
|
|
inline
|
|
std::ostream& operator<<(std::ostream& out, Conv3dProblemSize const& problem) {
|
|
out << "NDHWC: (" << problem.N << ", " << problem.D << ", " << problem.H << ", " << problem.W << ", " << problem.C << ")" << std::endl
|
|
<< "KTRSC: (" << problem.K << ", " << problem.T << ", " << problem.R << ", " << problem.S << ", " << problem.C << ")" << std::endl
|
|
<< "NZPQK: (" << problem.N << ", " << problem.Z << ", " << problem.P << ", " << problem.Q << ", " << problem.K << ")" << std::endl
|
|
<< "pad_d, pad_h, pad_w: (" << problem.pad_d << ", " << problem.pad_h << ", " << problem.pad_w << ")" << std::endl
|
|
<< "stride_d, stride_h, stride_w: (" << problem.stride_d << ", " << problem.stride_h << ", " << problem.stride_w << ")" << std::endl
|
|
<< "dilation_d, dilation_h, dilation_w: (" << problem.dilation_d << ", " << problem.dilation_h << ", " << problem.dilation_w << ")" << std::endl
|
|
<< "split_k_slices: (" << problem.split_k_slices << ") " << std::endl
|
|
<< "mode: (" << ((problem.mode==conv::Mode::kConvolution) ? "conv" : "xcross") << ")";
|
|
|
|
return out;
|
|
}
|
|
|
|
} // namespace conv
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|
|
|
|
} // namespace cutlass
|
|
///////////////////////////////////////////////////////////////////////////////////////////////////
|