Files
composable_kernel/src/include/threadwise_gemm.hip.hpp
2019-02-15 02:13:21 -06:00

77 lines
2.5 KiB
C++

#pragma once
template <class Float, class SrcMatrix, class DstMatrix, unsigned NRow, unsigned NCol>
__device__ void threadwise_matrix_copy(SrcMatrix,
const Float* __restrict__ p_src,
DstMatrix,
Float* __restrict__ p_dst,
Sequence<NRow, NCol>)
{
constexpr auto src_mtx = SrcMatrix{};
constexpr auto dst_mtx = DstMatrix{};
for(unsigned i = 0; i < NRow; ++i)
{
for(unsigned j = 0; j < NCol; ++j)
{
const unsigned src_index = src_mtx.Get1dIndex(i, j);
const unsigned dst_index = dst_mtx.Get1dIndex(i, j);
p_dst[dst_index] = p_src[src_index];
}
}
}
template <class MatrixA,
class MatrixB,
class MatrixC,
bool TransA,
bool TransB,
bool TransC,
class FloatA,
class FloatB,
class FloatC,
class Accumulator>
__device__ void threadwise_gemm(MatrixA,
integral_constant<bool, TransA>,
const FloatA* __restrict__ p_a_thread,
MatrixB,
integral_constant<bool, TransB>,
const FloatB* __restrict__ p_b_thread,
MatrixC,
integral_constant<bool, TransC>,
FloatC* __restrict__ p_c_thread,
Accumulator f_accum)
{
if(TransA && (!TransB) && (!TransC))
{
constexpr auto a_mtx = MatrixA{};
constexpr auto b_mtx = MatrixB{};
constexpr auto c_mtx = MatrixC{};
constexpr unsigned M = c_mtx.NRow();
constexpr unsigned N = c_mtx.NCol();
constexpr unsigned K = a_mtx.NRow(); // A is transposed
for(unsigned k = 0; k < K; ++k)
{
for(unsigned i = 0; i < M; ++i)
{
for(unsigned j = 0; j < N; ++j)
{
const unsigned aindex = a_mtx.Get1dIndex(k, i); // A is transposed
const unsigned bindex = b_mtx.Get1dIndex(k, j);
const unsigned cindex = c_mtx.Get1dIndex(i, j);
f_accum(p_c_thread[cindex], p_a_thread[aindex] * p_b_thread[bindex]);
}
}
}
}
else
{
// not implemented
assert(false);
}
}