// SPDX-License-Identifier: Apache-2.0 // // Copyright 2008-2016 Conrad Sanderson (http://conradsanderson.id.au) // Copyright 2008-2016 National ICT Australia (NICTA) // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. // ------------------------------------------------------------------------ //! \addtogroup spop_diagmat //! @{ template inline void spop_diagmat::apply(SpMat& out, const SpOp& in) { arma_extra_debug_sigprint(); typedef typename T1::elem_type eT; if(in.is_alias(out) == false) { spop_diagmat::apply_noalias(out, in.m); } else { SpMat tmp; spop_diagmat::apply_noalias(tmp, in.m); out.steal_mem(tmp); } } template inline void spop_diagmat::apply_noalias(SpMat& out, const SpBase& expr) { arma_extra_debug_sigprint(); typedef typename T1::elem_type eT; const SpProxy P(expr.get_ref()); const uword P_n_rows = P.get_n_rows(); const uword P_n_cols = P.get_n_cols(); const uword P_n_nz = P.get_n_nonzero(); const bool P_is_vec = (P_n_rows == 1) || (P_n_cols == 1); if(P_is_vec) // generate a diagonal matrix out of a vector { const uword N = (P_n_rows == 1) ? P_n_cols : P_n_rows; out.zeros(N, N); if(P_n_nz == 0) { return; } typename SpProxy::const_iterator_type it = P.begin(); if(P_n_cols == 1) { for(uword i=0; i < P_n_nz; ++i) { const uword row = it.row(); out.at(row,row) = (*it); ++it; } } else if(P_n_rows == 1) { for(uword i=0; i < P_n_nz; ++i) { const uword col = it.col(); out.at(col,col) = (*it); ++it; } } } else // generate a diagonal matrix out of a matrix { out.zeros(P_n_rows, P_n_cols); const uword N = (std::min)(P_n_rows, P_n_cols); if( (is_SpMat::stored_type>::value) && (P_n_nz >= 5*N) ) { const unwrap_spmat::stored_type> U(P.Q); const SpMat& X = U.M; for(uword i=0; i < N; ++i) { const eT val = X.at(i,i); // use binary search if(val != eT(0)) { out.at(i,i) = val; } } } else { if(P_n_nz == 0) { return; } typename SpProxy::const_iterator_type it = P.begin(); for(uword i=0; i < P_n_nz; ++i) { const uword row = it.row(); const uword col = it.col(); if(row == col) { out.at(row,row) = (*it); } ++it; } } } } template inline void spop_diagmat::apply_noalias(SpMat& out, const SpGlue& expr) { arma_extra_debug_sigprint(); typedef typename T1::elem_type eT; const unwrap_spmat UA(expr.A); const unwrap_spmat UB(expr.B); const SpMat& A = UA.M; const SpMat& B = UB.M; arma_debug_assert_same_size(A.n_rows, A.n_cols, B.n_rows, B.n_cols, "addition"); const bool is_vec = (A.n_rows == 1) || (A.n_cols == 1); if(is_vec) // generate a diagonal matrix out of a vector { const uword N = (A.n_rows == 1) ? A.n_cols : A.n_rows; out.zeros(N,N); if(A.n_rows == 1) { for(uword i=0; i < N; ++i) { out.at(i,i) = A.at(0,i) + B.at(0,i); } } else { for(uword i=0; i < N; ++i) { out.at(i,i) = A.at(i,0) + B.at(i,0); } } } else // generate a diagonal matrix out of a matrix { SpMat AA; spop_diagmat::apply_noalias(AA, A); SpMat BB; spop_diagmat::apply_noalias(BB, B); out = AA + BB; } } template inline void spop_diagmat::apply_noalias(SpMat& out, const SpGlue& expr) { arma_extra_debug_sigprint(); typedef typename T1::elem_type eT; const unwrap_spmat UA(expr.A); const unwrap_spmat UB(expr.B); const SpMat& A = UA.M; const SpMat& B = UB.M; arma_debug_assert_same_size(A.n_rows, A.n_cols, B.n_rows, B.n_cols, "subtraction"); const bool is_vec = (A.n_rows == 1) || (A.n_cols == 1); if(is_vec) // generate a diagonal matrix out of a vector { const uword N = (A.n_rows == 1) ? A.n_cols : A.n_rows; out.zeros(N,N); if(A.n_rows == 1) { for(uword i=0; i < N; ++i) { out.at(i,i) = A.at(0,i) - B.at(0,i); } } else { for(uword i=0; i < N; ++i) { out.at(i,i) = A.at(i,0) - B.at(i,0); } } } else // generate a diagonal matrix out of a matrix { SpMat AA; spop_diagmat::apply_noalias(AA, A); SpMat BB; spop_diagmat::apply_noalias(BB, B); out = AA - BB; } } template inline void spop_diagmat::apply_noalias(SpMat& out, const SpGlue& expr) { arma_extra_debug_sigprint(); typedef typename T1::elem_type eT; const unwrap_spmat UA(expr.A); const unwrap_spmat UB(expr.B); const SpMat& A = UA.M; const SpMat& B = UB.M; arma_debug_assert_same_size(A.n_rows, A.n_cols, B.n_rows, B.n_cols, "element-wise multiplication"); const bool is_vec = (A.n_rows == 1) || (A.n_cols == 1); if(is_vec) // generate a diagonal matrix out of a vector { const uword N = (A.n_rows == 1) ? A.n_cols : A.n_rows; out.zeros(N,N); if(A.n_rows == 1) { for(uword i=0; i < N; ++i) { out.at(i,i) = A.at(0,i) * B.at(0,i); } } else { for(uword i=0; i < N; ++i) { out.at(i,i) = A.at(i,0) * B.at(i,0); } } } else // generate a diagonal matrix out of a matrix { SpMat AA; spop_diagmat::apply_noalias(AA, A); SpMat BB; spop_diagmat::apply_noalias(BB, B); out = AA % BB; } } template inline void spop_diagmat::apply_noalias(SpMat& out, const SpGlue& expr) { arma_extra_debug_sigprint(); typedef typename T1::elem_type eT; const unwrap_spmat UA(expr.A); const unwrap_spmat UB(expr.B); const SpMat& A = UA.M; const SpMat& B = UB.M; arma_debug_assert_mul_size(A.n_rows, A.n_cols, B.n_rows, B.n_cols, "matrix multiplication"); const uword C_n_rows = A.n_rows; const uword C_n_cols = B.n_cols; const bool is_vec = (C_n_rows == 1) || (C_n_cols == 1); if(is_vec) // generate a diagonal matrix out of a vector { const SpMat C = A*B; spop_diagmat::apply_noalias(out, C); } else // generate a diagonal matrix out of a matrix { const uword N = (std::min)(C_n_rows, C_n_cols); if( (A.n_nonzero >= 5*N) || (B.n_nonzero >= 5*N) ) { out.zeros(C_n_rows, C_n_cols); for(uword k=0; k < N; ++k) { typename SpMat::const_col_iterator B_it = B.begin_col_no_sync(k); typename SpMat::const_col_iterator B_it_end = B.end_col_no_sync(k); eT acc = eT(0); while(B_it != B_it_end) { const eT B_val = (*B_it); const uword i = B_it.row(); acc += A.at(k,i) * B_val; ++B_it; } out(k,k) = acc; } } else { const SpMat C = A*B; spop_diagmat::apply_noalias(out, C); } } } // // template inline void spop_diagmat2::apply(SpMat& out, const SpOp& in) { arma_extra_debug_sigprint(); typedef typename T1::elem_type eT; const uword row_offset = in.aux_uword_a; const uword col_offset = in.aux_uword_b; const unwrap_spmat U(in.m); if(U.is_alias(out)) { SpMat tmp; spop_diagmat2::apply_noalias(tmp, U.M, row_offset, col_offset); out.steal_mem(tmp); } else { spop_diagmat2::apply_noalias(out, U.M, row_offset, col_offset); } } template inline void spop_diagmat2::apply_noalias(SpMat& out, const SpMat& X, const uword row_offset, const uword col_offset) { arma_extra_debug_sigprint(); const uword n_rows = X.n_rows; const uword n_cols = X.n_cols; const uword n_elem = X.n_elem; if(n_elem == 0) { out.reset(); return; } const bool X_is_vec = (n_rows == 1) || (n_cols == 1); if(X_is_vec) // generate a diagonal matrix out of a vector { const uword n_pad = (std::max)(row_offset, col_offset); out.zeros(n_elem + n_pad, n_elem + n_pad); const uword X_n_nz = X.n_nonzero; if(X_n_nz == 0) { return; } typename SpMat::const_iterator it = X.begin(); if(n_cols == 1) { for(uword i=0; i < X_n_nz; ++i) { const uword row = it.row(); out.at(row_offset + row, col_offset + row) = (*it); ++it; } } else if(n_rows == 1) { for(uword i=0; i < X_n_nz; ++i) { const uword col = it.col(); out.at(row_offset + col, col_offset + col) = (*it); ++it; } } } else // generate a diagonal matrix out of a matrix { arma_debug_check_bounds ( ((row_offset > 0) && (row_offset >= n_rows)) || ((col_offset > 0) && (col_offset >= n_cols)), "diagmat(): requested diagonal out of bounds" ); out.zeros(n_rows, n_cols); if(X.n_nonzero == 0) { return; } const uword N = (std::min)(n_rows - row_offset, n_cols - col_offset); for(uword i=0; i