CUTLASS
CUDA Templates for Linear Algebra Subroutines and Solvers
default_epilogue_wmma_tensor_op.h
Go to the documentation of this file.
1 /***************************************************************************************************
2  * Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved.
3  *
4  * Redistribution and use in source and binary forms, with or without modification, are permitted
5  * provided that the following conditions are met:
6  * * Redistributions of source code must retain the above copyright notice, this list of
7  * conditions and the following disclaimer.
8  * * Redistributions in binary form must reproduce the above copyright notice, this list of
9  * conditions and the following disclaimer in the documentation and/or other materials
10  * provided with the distribution.
11  * * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used
12  * to endorse or promote products derived from this software without specific prior written
13  * permission.
14  *
15  * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR
16  * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND
17  * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE
18  * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
19  * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
20  * OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,
21  * STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
22  * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
23  *
24  **************************************************************************************************/
33 #pragma once
34 
35 #include "cutlass/cutlass.h"
36 #include "cutlass/numeric_types.h"
37 #include "cutlass/array.h"
38 
39 #include "cutlass/gemm/gemm.h"
40 
44 
46 
52 
54 
56 
57 namespace cutlass {
58 namespace epilogue {
59 namespace threadblock {
60 
62 
64 template <
65  typename Shape_,
66  typename WarpMmaTensorOp_,
67  int PartitionsK,
68  typename OutputOp_,
69  int ElementsPerAccess
70 >
72 
73  using Shape = Shape_;
74  using WarpMmaTensorOp = WarpMmaTensorOp_;
75  static int const kPartitionsK = PartitionsK;
76  using OutputOp = OutputOp_;
77  static int const kElementsPerAccess = ElementsPerAccess;
78 
79  using ElementOutput = typename OutputOp::ElementOutput;
80  using LayoutC = typename WarpMmaTensorOp::LayoutC;
81  using ElementAccumulator = typename WarpMmaTensorOp::ElementC;
82 
83  //
84  // Thread map
85  //
86 
88  Shape,
89  typename WarpMmaTensorOp::Shape,
90  typename WarpMmaTensorOp::Policy::Operator::Shape,
93  kElementsPerAccess
94  >::Type;
95 
98  ElementOutput
99  >;
100 
102  typename WarpMmaTensorOp::Shape,
103  typename WarpMmaTensorOp::Policy::Operator::Shape,
104  typename WarpMmaTensorOp::Policy::Operator::ElementC,
105  typename WarpMmaTensorOp::Policy::Operator::FragmentC,
106  LayoutC
107  >;
108 
110  typename WarpMmaTensorOp::Shape,
111  typename WarpMmaTensorOp::Policy::Operator::Shape,
112  typename WarpMmaTensorOp::Policy::Operator::FragmentC,
113  LayoutC
114  >;
115 
117  typename OutputTileThreadMap::CompactedThreadMap,
119  >;
120 
122  using Padding = typename WarpTileIterator::Padding;
123 
124  //
125  // Define the epilogue
126  //
128  Shape,
130  kPartitionsK,
135  OutputOp,
136  Padding
137  >;
138 };
139 
140 
142 
143 } // namespace threadblock
144 } // namespace epilogue
145 } // namespace cutlass
146 
Templates implementing loading of tiles from pitch-linear rank=2 tensors.
Definition: aligned_buffer.h:35
Shape_ Shape
Definition: default_epilogue_wmma_tensor_op.h:73
cutlass::epilogue::threadblock::PredicatedTileIterator< OutputTileThreadMap, ElementOutput > OutputTileIterator
Definition: default_epilogue_wmma_tensor_op.h:99
Epilogue for threadblock scoped GEMMs using Tensor Ops.
Defines common types used for all GEMM-like operators.
Functor performing conversion operations used by epilogues.
typename WarpMmaTensorOp::LayoutC LayoutC
Definition: default_epilogue_wmma_tensor_op.h:80
cutlass::epilogue::warp::FragmentIteratorWmmaTensorOp< typename WarpMmaTensorOp::Shape, typename WarpMmaTensorOp::Policy::Operator::Shape, typename WarpMmaTensorOp::Policy::Operator::ElementC, typename WarpMmaTensorOp::Policy::Operator::FragmentC, LayoutC > AccumulatorFragmentIterator
Definition: default_epilogue_wmma_tensor_op.h:107
OutputOp_ OutputOp
Definition: default_epilogue_wmma_tensor_op.h:76
Statically sized array of elements that accommodates all CUTLASS-supported numeric types and is safe ...
typename OutputOp::ElementOutput ElementOutput
Definition: default_epilogue_wmma_tensor_op.h:79
Functor performing linear combination operations used by epilogues.
static int const kPartitionsK
Definition: default_epilogue_wmma_tensor_op.h:75
Top-level include for all CUTLASS numeric types.
typename WarpTileIterator::Padding Padding
Hard-coded padding elements added.
Definition: default_epilogue_wmma_tensor_op.h:122
Epilogue for threadblock scoped GEMMs using Tensor Ops.
Definition: fragment_iterator_wmma_tensor_op.h:63
Defines the optimal thread map for Wmma TensorOp accumulator layouts.
Definition: default_thread_map_wmma_tensor_op.h:53
typename cutlass::epilogue::threadblock::DefaultThreadMapWmmaTensorOp< Shape, typename WarpMmaTensorOp::Shape, typename WarpMmaTensorOp::Policy::Operator::Shape, kPartitionsK, ElementOutput, kElementsPerAccess >::Type OutputTileThreadMap
Definition: default_epilogue_wmma_tensor_op.h:94
Epilogue operator without splitk.
Definition: epilogue.h:74
This defines a "fragment" iterator for visiting the fragments of an accumulator tile that participate...
Epilogue for threadblock scoped GEMMs using Tensor Ops.
Definition: epilogue/threadblock/predicated_tile_iterator.h:65
Defines sensible defaults for epilogues for WMMA TensorOps.
Definition: default_epilogue_wmma_tensor_op.h:71
typename WarpMmaTensorOp::ElementC ElementAccumulator
Definition: default_epilogue_wmma_tensor_op.h:81
static int const kElementsPerAccess
Definition: default_epilogue_wmma_tensor_op.h:77
Template for reading and writing tiles of accumulators to shared memory.
Definition: tile_iterator_wmma_tensor_op.h:56
Definition: shared_load_iterator.h:61
cutlass::epilogue::threadblock::SharedLoadIterator< typename OutputTileThreadMap::CompactedThreadMap, ElementAccumulator > SharedLoadIterator
Definition: default_epilogue_wmma_tensor_op.h:119
Functor performing reduction operations used by epilogues.
Basic include for CUTLASS.
WarpMmaTensorOp_ WarpMmaTensorOp
Definition: default_epilogue_wmma_tensor_op.h:74
cutlass::epilogue::warp::TileIteratorWmmaTensorOp< typename WarpMmaTensorOp::Shape, typename WarpMmaTensorOp::Policy::Operator::Shape, typename WarpMmaTensorOp::Policy::Operator::FragmentC, LayoutC > WarpTileIterator
Definition: default_epilogue_wmma_tensor_op.h:114