diff options
Diffstat (limited to 'Eigen/src/Core/products/GeneralMatrixMatrix.h')
-rw-r--r-- | Eigen/src/Core/products/GeneralMatrixMatrix.h | 97 |
1 files changed, 54 insertions, 43 deletions
diff --git a/Eigen/src/Core/products/GeneralMatrixMatrix.h b/Eigen/src/Core/products/GeneralMatrixMatrix.h index b7e1867f0..fd9443cd2 100644 --- a/Eigen/src/Core/products/GeneralMatrixMatrix.h +++ b/Eigen/src/Core/products/GeneralMatrixMatrix.h @@ -59,21 +59,25 @@ typedef typename scalar_product_traits<LhsScalar, RhsScalar>::ReturnType ResScal static void run(Index rows, Index cols, Index depth, const LhsScalar* _lhs, Index lhsStride, const RhsScalar* _rhs, Index rhsStride, - ResScalar* res, Index resStride, + ResScalar* _res, Index resStride, ResScalar alpha, level3_blocking<LhsScalar,RhsScalar>& blocking, GemmParallelInfo<Index>* info = 0) { - const_blas_data_mapper<LhsScalar, Index, LhsStorageOrder> lhs(_lhs,lhsStride); - const_blas_data_mapper<RhsScalar, Index, RhsStorageOrder> rhs(_rhs,rhsStride); + typedef const_blas_data_mapper<LhsScalar, Index, LhsStorageOrder> LhsMapper; + typedef const_blas_data_mapper<RhsScalar, Index, RhsStorageOrder> RhsMapper; + typedef blas_data_mapper<typename Traits::ResScalar, Index, ColMajor> ResMapper; + LhsMapper lhs(_lhs,lhsStride); + RhsMapper rhs(_rhs,rhsStride); + ResMapper res(_res, resStride); Index kc = blocking.kc(); // cache block size along the K direction Index mc = (std::min)(rows,blocking.mc()); // cache block size along the M direction Index nc = (std::min)(cols,blocking.nc()); // cache block size along the N direction - gemm_pack_lhs<LhsScalar, Index, Traits::mr, Traits::LhsProgress, LhsStorageOrder> pack_lhs; - gemm_pack_rhs<RhsScalar, Index, Traits::nr, RhsStorageOrder> pack_rhs; - gebp_kernel<LhsScalar, RhsScalar, Index, Traits::mr, Traits::nr, ConjugateLhs, ConjugateRhs> gebp; + gemm_pack_lhs<LhsScalar, Index, LhsMapper, Traits::mr, Traits::LhsProgress, LhsStorageOrder> pack_lhs; + gemm_pack_rhs<RhsScalar, Index, RhsMapper, Traits::nr, RhsStorageOrder> pack_rhs; + gebp_kernel<LhsScalar, RhsScalar, Index, ResMapper, Traits::mr, Traits::nr, ConjugateLhs, ConjugateRhs> gebp; #ifdef EIGEN_HAS_OPENMP if(info) @@ -95,7 +99,7 @@ static void run(Index rows, Index cols, Index depth, // In order to reduce the chance that a thread has to wait for the other, // let's start by packing B'. - pack_rhs(blockB, &rhs(k,0), rhsStride, actual_kc, nc); + pack_rhs(blockB, rhs.getSubMapper(k,0), actual_kc, nc); // Pack A_k to A' in a parallel fashion: // each thread packs the sub block A_k,i to A'_i where i is the thread id. @@ -105,8 +109,8 @@ static void run(Index rows, Index cols, Index depth, // Then, we set info[tid].users to the number of threads to mark that all other threads are going to use it. while(info[tid].users!=0) {} info[tid].users += threads; - - pack_lhs(blockA+info[tid].lhs_start*actual_kc, &lhs(info[tid].lhs_start,k), lhsStride, actual_kc, info[tid].lhs_length); + + pack_lhs(blockA+info[tid].lhs_start*actual_kc, lhs.getSubMapper(info[tid].lhs_start,k), actual_kc, info[tid].lhs_length); // Notify the other threads that the part A'_i is ready to go. info[tid].sync = k; @@ -119,9 +123,12 @@ static void run(Index rows, Index cols, Index depth, // At this point we have to make sure that A'_i has been updated by the thread i, // we use testAndSetOrdered to mimic a volatile access. // However, no need to wait for the B' part which has been updated by the current thread! - if(shift>0) - while(info[i].sync!=k) {} - gebp(res+info[i].lhs_start, resStride, blockA+info[i].lhs_start*actual_kc, blockB, info[i].lhs_length, actual_kc, nc, alpha); + if (shift>0) { + while(info[i].sync!=k) { + } + } + + gebp(res.getSubMapper(info[i].lhs_start, 0), blockA+info[i].lhs_start*actual_kc, blockB, info[i].lhs_length, actual_kc, nc, alpha); } // Then keep going as usual with the remaining B' @@ -130,10 +137,10 @@ static void run(Index rows, Index cols, Index depth, const Index actual_nc = (std::min)(j+nc,cols)-j; // pack B_k,j to B' - pack_rhs(blockB, &rhs(k,j), rhsStride, actual_kc, actual_nc); + pack_rhs(blockB, rhs.getSubMapper(k,j), actual_kc, actual_nc); // C_j += A' * B' - gebp(res+j*resStride, resStride, blockA, blockB, rows, actual_kc, actual_nc, alpha); + gebp(res.getSubMapper(0, j), blockA, blockB, rows, actual_kc, actual_nc, alpha); } // Release all the sub blocks A'_i of A' for the current thread, @@ -159,28 +166,33 @@ static void run(Index rows, Index cols, Index depth, ei_declare_aligned_stack_constructed_variable(RhsScalar, blockB, sizeB, blocking.blockB()); // For each horizontal panel of the rhs, and corresponding panel of the lhs... - for(Index k2=0; k2<depth; k2+=kc) + for(Index i2=0; i2<rows; i2+=mc) { - const Index actual_kc = (std::min)(k2+kc,depth)-k2; + const Index actual_mc = (std::min)(i2+mc,rows)-i2; - // OK, here we have selected one horizontal panel of rhs and one vertical panel of lhs. - // => Pack lhs's panel into a sequential chunk of memory (L2/L3 caching) - // Note that this panel will be read as many times as the number of blocks in the rhs's - // horizontal panel which is, in practice, a very low number. - pack_lhs(blockA, &lhs(0,k2), lhsStride, actual_kc, rows); - - // For each kc x nc block of the rhs's horizontal panel... - for(Index j2=0; j2<cols; j2+=nc) + for(Index k2=0; k2<depth; k2+=kc) { - const Index actual_nc = (std::min)(j2+nc,cols)-j2; - - // We pack the rhs's block into a sequential chunk of memory (L2 caching) - // Note that this block will be read a very high number of times, which is equal to the number of - // micro horizontal panel of the large rhs's panel (e.g., rows/12 times). - pack_rhs(blockB, &rhs(k2,j2), rhsStride, actual_kc, actual_nc); - - // Everything is packed, we can now call the panel * block kernel: - gebp(res+j2*resStride, resStride, blockA, blockB, rows, actual_kc, actual_nc, alpha); + const Index actual_kc = (std::min)(k2+kc,depth)-k2; + + // OK, here we have selected one horizontal panel of rhs and one vertical panel of lhs. + // => Pack lhs's panel into a sequential chunk of memory (L2/L3 caching) + // Note that this panel will be read as many times as the number of blocks in the rhs's + // horizontal panel which is, in practice, a very low number. + pack_lhs(blockA, lhs.getSubMapper(i2,k2), actual_kc, actual_mc); + + // For each kc x nc block of the rhs's horizontal panel... + for(Index j2=0; j2<cols; j2+=nc) + { + const Index actual_nc = (std::min)(j2+nc,cols)-j2; + + // We pack the rhs's block into a sequential chunk of memory (L2 caching) + // Note that this block will be read a very high number of times, which is equal to the number of + // micro horizontal panel of the large rhs's panel (e.g., rows/12 times). + pack_rhs(blockB, rhs.getSubMapper(k2,j2), actual_kc, actual_nc); + + // Everything is packed, we can now call the panel * block kernel: + gebp(res.getSubMapper(i2, j2), blockA, blockB, actual_mc, actual_kc, actual_nc, alpha); + } } } } @@ -287,7 +299,7 @@ class gemm_blocking_space<StorageOrder,_LhsScalar,_RhsScalar,MaxRows, MaxCols, M public: - gemm_blocking_space(DenseIndex /*rows*/, DenseIndex /*cols*/, DenseIndex /*depth*/, bool /*full_rows*/ = false) + gemm_blocking_space(DenseIndex /*rows*/, DenseIndex /*cols*/, DenseIndex /*depth*/, int /*num_threads*/, bool /*full_rows = false*/) { this->m_mc = ActualRows; this->m_nc = ActualCols; @@ -319,23 +331,23 @@ class gemm_blocking_space<StorageOrder,_LhsScalar,_RhsScalar,MaxRows, MaxCols, M public: - gemm_blocking_space(DenseIndex rows, DenseIndex cols, DenseIndex depth, bool full_rows = false) + gemm_blocking_space(DenseIndex rows, DenseIndex cols, DenseIndex depth, int num_threads, bool l3_blocking) { this->m_mc = Transpose ? cols : rows; this->m_nc = Transpose ? rows : cols; this->m_kc = depth; - if(full_rows) + if(l3_blocking) { - DenseIndex m = this->m_mc; - computeProductBlockingSizes<LhsScalar,RhsScalar,KcFactor>(this->m_kc, m, this->m_nc); + computeProductBlockingSizes<LhsScalar,RhsScalar,KcFactor>(this->m_kc, this->m_mc, this->m_nc, num_threads); } - else // full columns + else // no l3 blocking { + DenseIndex m = this->m_mc; DenseIndex n = this->m_nc; - computeProductBlockingSizes<LhsScalar,RhsScalar,KcFactor>(this->m_kc, this->m_mc, n); + computeProductBlockingSizes<LhsScalar,RhsScalar,KcFactor>(this->m_kc, m, n, num_threads); } - + m_sizeA = this->m_mc * this->m_kc; m_sizeB = this->m_kc * this->m_nc; } @@ -445,8 +457,7 @@ struct generic_product_impl<Lhs,Rhs,DenseShape,DenseShape,GemmProduct> (Dest::Flags&RowMajorBit) ? RowMajor : ColMajor>, ActualLhsTypeCleaned, ActualRhsTypeCleaned, Dest, BlockingType> GemmFunctor; - BlockingType blocking(dst.rows(), dst.cols(), lhs.cols(), true); - + BlockingType blocking(dst.rows(), dst.cols(), lhs.cols(), 1, true); internal::parallelize_gemm<(Dest::MaxRowsAtCompileTime>32 || Dest::MaxRowsAtCompileTime==Dynamic)> (GemmFunctor(lhs, rhs, dst, actualAlpha, blocking), a_lhs.rows(), a_rhs.cols(), Dest::Flags&RowMajorBit); } |