From eda5bc26f44ee9a6f83dcf8c91f17296d7fc509d Mon Sep 17 00:00:00 2001 From: Nao Pross Date: Mon, 12 Feb 2024 14:52:43 +0100 Subject: Move into version control --- src/armadillo/include/armadillo_bits/fn_dot.hpp | 340 ++++++++++++++++++++++++ 1 file changed, 340 insertions(+) create mode 100644 src/armadillo/include/armadillo_bits/fn_dot.hpp (limited to 'src/armadillo/include/armadillo_bits/fn_dot.hpp') diff --git a/src/armadillo/include/armadillo_bits/fn_dot.hpp b/src/armadillo/include/armadillo_bits/fn_dot.hpp new file mode 100644 index 0000000..d2cbfc8 --- /dev/null +++ b/src/armadillo/include/armadillo_bits/fn_dot.hpp @@ -0,0 +1,340 @@ +// 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 fn_dot +//! @{ + + +template +arma_warn_unused +arma_inline +typename +enable_if2 + < + is_arma_type::value && is_arma_type::value && is_same_type::yes, + typename T1::elem_type + >::result +dot + ( + const T1& A, + const T2& B + ) + { + arma_extra_debug_sigprint(); + + return op_dot::apply(A,B); + } + + + +template +arma_warn_unused +inline +typename +enable_if2 + < + is_arma_type::value && is_arma_type::value && is_same_type::no, + typename promote_type::result + >::result +dot + ( + const T1& A, + const T2& B + ) + { + arma_extra_debug_sigprint(); + + return op_dot_mixed::apply(A,B); + } + + + +template +arma_warn_unused +inline +typename +enable_if2 + < + is_arma_type::value && is_arma_type::value && is_same_type::value, + typename T1::elem_type + >::result +norm_dot + ( + const T1& A, + const T2& B + ) + { + arma_extra_debug_sigprint(); + + return op_norm_dot::apply(A,B); + } + + + +// +// cdot + + + +template +arma_warn_unused +arma_inline +typename +enable_if2 + < + is_arma_type::value && is_arma_type::value && is_same_type::value && is_cx::no, + typename T1::elem_type + >::result +cdot + ( + const T1& A, + const T2& B + ) + { + arma_extra_debug_sigprint(); + + return op_dot::apply(A,B); + } + + + + +template +arma_warn_unused +arma_inline +typename +enable_if2 + < + is_arma_type::value && is_arma_type::value && is_same_type::value && is_cx::yes, + typename T1::elem_type + >::result +cdot + ( + const T1& A, + const T2& B + ) + { + arma_extra_debug_sigprint(); + + return op_cdot::apply(A,B); + } + + + +// convert dot(htrans(x), y) to cdot(x,y) + +template +arma_warn_unused +arma_inline +typename +enable_if2 + < + is_arma_type::value && is_same_type::value && is_cx::yes, + typename T1::elem_type + >::result +dot + ( + const Op& A, + const T2& B + ) + { + arma_extra_debug_sigprint(); + + return cdot(A.m, B); + } + + + +// +// for sparse matrices +// + + + +namespace priv + { + + template + arma_hot + inline + typename T1::elem_type + dot_helper(const SpProxy& pa, const SpProxy& pb) + { + typedef typename T1::elem_type eT; + + // Iterate over both objects and see when they are the same + eT result = eT(0); + + typename SpProxy::const_iterator_type a_it = pa.begin(); + typename SpProxy::const_iterator_type a_end = pa.end(); + + typename SpProxy::const_iterator_type b_it = pb.begin(); + typename SpProxy::const_iterator_type b_end = pb.end(); + + while((a_it != a_end) && (b_it != b_end)) + { + if(a_it == b_it) + { + result += (*a_it) * (*b_it); + + ++a_it; + ++b_it; + } + else if((a_it.col() < b_it.col()) || ((a_it.col() == b_it.col()) && (a_it.row() < b_it.row()))) + { + // a_it is "behind" + ++a_it; + } + else + { + // b_it is "behind" + ++b_it; + } + } + + return result; + } + + } + + + +//! dot product of two sparse objects +template +arma_warn_unused +arma_hot +inline +typename +enable_if2 + <(is_arma_sparse_type::value) && (is_arma_sparse_type::value) && (is_same_type::value), + typename T1::elem_type + >::result +dot + ( + const T1& x, + const T2& y + ) + { + arma_extra_debug_sigprint(); + + const SpProxy pa(x); + const SpProxy pb(y); + + arma_debug_assert_same_size(pa.get_n_rows(), pa.get_n_cols(), pb.get_n_rows(), pb.get_n_cols(), "dot()"); + + typedef typename T1::elem_type eT; + + typedef typename SpProxy::stored_type pa_Q_type; + typedef typename SpProxy::stored_type pb_Q_type; + + if( + ( (SpProxy::use_iterator == false) && (SpProxy::use_iterator == false) ) + && ( (is_SpMat::value == true ) && (is_SpMat::value == true ) ) + ) + { + const unwrap_spmat tmp_a(pa.Q); + const unwrap_spmat tmp_b(pb.Q); + + const SpMat& A = tmp_a.M; + const SpMat& B = tmp_b.M; + + if( &A == &B ) + { + // We can do it directly! + return op_dot::direct_dot_arma(A.n_nonzero, A.values, A.values); + } + else + { + return priv::dot_helper(pa,pb); + } + } + else + { + return priv::dot_helper(pa,pb); + } + } + + + +//! dot product of one dense and one sparse object +template +arma_warn_unused +arma_hot +inline +typename +enable_if2 + <(is_arma_type::value) && (is_arma_sparse_type::value) && (is_same_type::value), + typename T1::elem_type + >::result +dot + ( + const T1& x, + const T2& y + ) + { + arma_extra_debug_sigprint(); + + const Proxy pa(x); + const SpProxy pb(y); + + arma_debug_assert_same_size(pa.get_n_rows(), pa.get_n_cols(), pb.get_n_rows(), pb.get_n_cols(), "dot()"); + + typedef typename T1::elem_type eT; + + eT result = eT(0); + + typename SpProxy::const_iterator_type it = pb.begin(); + typename SpProxy::const_iterator_type it_end = pb.end(); + + // use_at == false won't save us operations + while(it != it_end) + { + result += (*it) * pa.at(it.row(), it.col()); + ++it; + } + + return result; + } + + + +//! dot product of one sparse and one dense object +template +arma_warn_unused +arma_hot +inline +typename +enable_if2 + <(is_arma_sparse_type::value) && (is_arma_type::value) && (is_same_type::value), + typename T1::elem_type + >::result +dot + ( + const T1& x, + const T2& y + ) + { + arma_extra_debug_sigprint(); + + // this is commutative + return dot(y, x); + } + + + +//! @} -- cgit v1.2.1