Files
composable_kernel/src/include/threadwise_gemm.hip.hpp
2019-05-23 22:10:40 -05:00

117 lines
3.7 KiB
C++

#pragma once
#include "common.hip.hpp"
#include "ConstantMatrixDescriptor.hip.hpp"
template <class Float, class Matrix>
__device__ void threadwise_matrix_set_zero(Matrix, Float* __restrict__ p_thread)
{
for(index_t i = 0; i < Matrix::NRow(); ++i)
{
for(index_t j = 0; j < Matrix::NCol(); ++j)
{
const index_t id = Matrix::GetOffsetFromMultiIndex(i, j);
p_thread[id] = Float(0);
}
}
}
template <class Float,
class SrcMatrix,
class DstMatrix,
index_t NRow,
index_t NCol,
index_t DataPerRead>
__device__ void threadwise_matrix_copy(SrcMatrix,
const Float* __restrict__ p_src,
DstMatrix,
Float* __restrict__ p_dst,
Sequence<NRow, NCol>,
Number<DataPerRead>)
{
static_assert(NCol % DataPerRead == 0, "wrong! should be NCol % == DataPerRead == 0");
using vector_t = typename vector_type<Float, DataPerRead>::MemoryType;
constexpr auto src_mtx = SrcMatrix{};
constexpr auto dst_mtx = DstMatrix{};
for(index_t i = 0; i < NRow; ++i)
{
for(index_t j = 0; j < NCol; j += DataPerRead)
{
const index_t src_index = src_mtx.GetOffsetFromMultiIndex(i, j);
const index_t dst_index = dst_mtx.GetOffsetFromMultiIndex(i, j);
*reinterpret_cast<vector_t*>(&p_dst[dst_index]) =
*reinterpret_cast<const vector_t*>(&p_src[src_index]);
}
}
}
template <class MatrixA,
class MatrixB,
class MatrixC,
bool TransA,
bool TransB,
bool TransC,
class FloatA,
class FloatB,
class FloatC>
__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)
{
#if 0
if(get_thread_local_1d_id() == 0 && get_block_1d_id() == 0)
{
printf("p_a_thread: %f %f %f %f\n",
p_a_thread[0],
p_a_thread[1],
p_a_thread[2],
p_a_thread[3]);
printf("p_b_thread: %f %f %f %f\n",
p_b_thread[0],
p_b_thread[1],
p_b_thread[2],
p_b_thread[3]);
}
#endif
if(TransA && (!TransB) && (!TransC))
{
constexpr auto a_mtx = MatrixA{};
constexpr auto b_mtx = MatrixB{};
constexpr auto c_mtx = MatrixC{};
constexpr index_t M = c_mtx.NRow();
constexpr index_t N = c_mtx.NCol();
constexpr index_t K = a_mtx.NRow(); // A is transposed
for(index_t k = 0; k < K; ++k)
{
for(index_t i = 0; i < M; ++i)
{
for(index_t j = 0; j < N; ++j)
{
const index_t aindex = a_mtx.GetOffsetFromMultiIndex(k, i); // A is transposed
const index_t bindex = b_mtx.GetOffsetFromMultiIndex(k, j);
const index_t cindex = c_mtx.GetOffsetFromMultiIndex(i, j);
p_c_thread[cindex] += p_a_thread[aindex] * p_b_thread[bindex];
}
}
}
}
else
{
// not implemented
assert(false);
}
}