Cutlass
CUDA Templates for Linear Algebra Subroutines and Solvers
thread_multiply_add.h
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28 #pragma once
29 
30 #include <cutlass/fragment.h>
31 
32 namespace cutlass {
33 namespace gemm {
34 
36 
38 template <typename AccumulatorsPerThread_,
39  typename ThreadsPerWarp_,
40  typename ScalarA_,
41  typename ScalarB_,
42  typename ScalarC_>
47  typedef AccumulatorsPerThread_ AccumulatorsPerThread;
49  typedef ThreadsPerWarp_ ThreadsPerWarp;
53  typedef ScalarA_ ScalarA;
57  typedef ScalarB_ ScalarB;
61  typedef ScalarC_ ScalarC;
64 
66  CUTLASS_DEVICE ThreadMultiplyAdd() {}
67 
69  CUTLASS_DEVICE void multiply_add(FragmentA const& a,
70  FragmentB const& b,
71  Accumulators const& c,
72  Accumulators& d) {
73  for (int j = 0; j < AccumulatorsPerThread::kH; ++j) {
74  for (int i = 0; i < AccumulatorsPerThread::kW; ++i) {
75  d[j * AccumulatorsPerThread::kW + i] = a[i] * b[j] + c[j * AccumulatorsPerThread::kW + i];
76  }
77  }
78  }
79 };
80 
82 
83 } // namespace gemm
84 } // namespace cutlass
Definition: convert.h:33
ThreadsPerWarp_ ThreadsPerWarp
The number of threads per warp.
Definition: thread_multiply_add.h:49
Shape< A_::kD *B_::kD, A_::kH *B_::kH, A_::kW *B_::kW, A_::kC *B_::kC > Shape
Definition: shape.h:119
A template defining Fragment Concept.
Definition: fragment.h:99
Fragment< ScalarA, AccumulatorsPerThread::kW > FragmentA
The fragment for A.
Definition: thread_multiply_add.h:55
CUTLASS_DEVICE void multiply_add(FragmentA const &a, FragmentB const &b, Accumulators const &c, Accumulators &d)
Multiply : d = a*b + c.
Definition: thread_multiply_add.h:69
Shape< 1, 1, 1, 1 > InstructionShape
The shape of the instruction.
Definition: thread_multiply_add.h:45
ScalarC_ ScalarC
The type for C and D.
Definition: thread_multiply_add.h:61
CUTLASS_DEVICE ThreadMultiplyAdd()
Ctor.
Definition: thread_multiply_add.h:66
A Shape implementing Layout Concept describing the dimensions of a cube.
Definition: shape.h:64
AccumulatorsPerThread_ AccumulatorsPerThread
The number of accumulators per thread.
Definition: thread_multiply_add.h:47
ScalarB_ ScalarB
The type for B.
Definition: thread_multiply_add.h:57
Fragment< ScalarC, AccumulatorsPerThread::kH *AccumulatorsPerThread::kW, 16 > Accumulators
The accumulators.
Definition: thread_multiply_add.h:63
Template performing matrix multiply-add operation within a thread.
Definition: thread_multiply_add.h:43
ScalarA_ ScalarA
The type for A.
Definition: thread_multiply_add.h:53
Fragment< ScalarB, AccumulatorsPerThread::kH > FragmentB
The fragment for B.
Definition: thread_multiply_add.h:59
Defines Fragment, a statically-sized array for storing parts of matrices within a thread&#39;s registers...
ShapeMul< AccumulatorsPerThread, ThreadsPerWarp >::Shape AccumulatorsPerWarp
The number of accumulators per warp.
Definition: thread_multiply_add.h:51