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