384 lines
9.3 KiB
C++
384 lines
9.3 KiB
C++
// 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 spglue_schur
|
|
//! @{
|
|
|
|
|
|
|
|
template<typename T1, typename T2>
|
|
arma_hot
|
|
inline
|
|
void
|
|
spglue_schur::apply(SpMat<typename T1::elem_type>& out, const SpGlue<T1,T2,spglue_schur>& X)
|
|
{
|
|
arma_extra_debug_sigprint();
|
|
|
|
typedef typename T1::elem_type eT;
|
|
|
|
const SpProxy<T1> pa(X.A);
|
|
const SpProxy<T2> pb(X.B);
|
|
|
|
const bool is_alias = pa.is_alias(out) || pb.is_alias(out);
|
|
|
|
if(is_alias == false)
|
|
{
|
|
spglue_schur::apply_noalias(out, pa, pb);
|
|
}
|
|
else
|
|
{
|
|
SpMat<eT> tmp;
|
|
|
|
spglue_schur::apply_noalias(tmp, pa, pb);
|
|
|
|
out.steal_mem(tmp);
|
|
}
|
|
}
|
|
|
|
|
|
|
|
template<typename eT, typename T1, typename T2>
|
|
arma_hot
|
|
inline
|
|
void
|
|
spglue_schur::apply_noalias(SpMat<eT>& out, const SpProxy<T1>& pa, const SpProxy<T2>& pb)
|
|
{
|
|
arma_extra_debug_sigprint();
|
|
|
|
arma_debug_assert_same_size(pa.get_n_rows(), pa.get_n_cols(), pb.get_n_rows(), pb.get_n_cols(), "element-wise multiplication");
|
|
|
|
if( (pa.get_n_nonzero() == 0) || (pb.get_n_nonzero() == 0) )
|
|
{
|
|
out.zeros(pa.get_n_rows(), pa.get_n_cols());
|
|
return;
|
|
}
|
|
|
|
const uword max_n_nonzero = (std::min)(pa.get_n_nonzero(), pb.get_n_nonzero());
|
|
|
|
// Resize memory to upper bound
|
|
out.reserve(pa.get_n_rows(), pa.get_n_cols(), max_n_nonzero);
|
|
|
|
// Now iterate across both matrices.
|
|
typename SpProxy<T1>::const_iterator_type x_it = pa.begin();
|
|
typename SpProxy<T1>::const_iterator_type x_end = pa.end();
|
|
|
|
typename SpProxy<T2>::const_iterator_type y_it = pb.begin();
|
|
typename SpProxy<T2>::const_iterator_type y_end = pb.end();
|
|
|
|
uword count = 0;
|
|
|
|
while( (x_it != x_end) || (y_it != y_end) )
|
|
{
|
|
const uword x_it_row = x_it.row();
|
|
const uword x_it_col = x_it.col();
|
|
|
|
const uword y_it_row = y_it.row();
|
|
const uword y_it_col = y_it.col();
|
|
|
|
if(x_it == y_it)
|
|
{
|
|
const eT out_val = (*x_it) * (*y_it);
|
|
|
|
if(out_val != eT(0))
|
|
{
|
|
access::rw(out.values[count]) = out_val;
|
|
|
|
access::rw(out.row_indices[count]) = x_it_row;
|
|
access::rw(out.col_ptrs[x_it_col + 1])++;
|
|
++count;
|
|
}
|
|
|
|
++x_it;
|
|
++y_it;
|
|
}
|
|
else
|
|
{
|
|
if((x_it_col < y_it_col) || ((x_it_col == y_it_col) && (x_it_row < y_it_row))) // if y is closer to the end
|
|
{
|
|
++x_it;
|
|
}
|
|
else
|
|
{
|
|
++y_it;
|
|
}
|
|
}
|
|
|
|
arma_check( (count > max_n_nonzero), "internal error: spglue_schur::apply_noalias(): count > max_n_nonzero" );
|
|
}
|
|
|
|
const uword out_n_cols = out.n_cols;
|
|
|
|
uword* col_ptrs = access::rwp(out.col_ptrs);
|
|
|
|
// Fix column pointers to be cumulative.
|
|
for(uword c = 1; c <= out_n_cols; ++c)
|
|
{
|
|
col_ptrs[c] += col_ptrs[c - 1];
|
|
}
|
|
|
|
if(count < max_n_nonzero)
|
|
{
|
|
if(count <= (max_n_nonzero/2))
|
|
{
|
|
out.mem_resize(count);
|
|
}
|
|
else
|
|
{
|
|
// quick resize without reallocating memory and copying data
|
|
access::rw( out.n_nonzero) = count;
|
|
access::rw( out.values[count]) = eT(0);
|
|
access::rw(out.row_indices[count]) = uword(0);
|
|
}
|
|
}
|
|
}
|
|
|
|
|
|
|
|
template<typename eT>
|
|
arma_hot
|
|
inline
|
|
void
|
|
spglue_schur::apply_noalias(SpMat<eT>& out, const SpMat<eT>& A, const SpMat<eT>& B)
|
|
{
|
|
arma_extra_debug_sigprint();
|
|
|
|
const SpProxy< SpMat<eT> > pa(A);
|
|
const SpProxy< SpMat<eT> > pb(B);
|
|
|
|
spglue_schur::apply_noalias(out, pa, pb);
|
|
}
|
|
|
|
|
|
|
|
//
|
|
//
|
|
//
|
|
|
|
|
|
|
|
template<typename T1, typename T2>
|
|
inline
|
|
void
|
|
spglue_schur_misc::dense_schur_sparse(SpMat<typename T1::elem_type>& out, const T1& x, const T2& y)
|
|
{
|
|
arma_extra_debug_sigprint();
|
|
|
|
typedef typename T1::elem_type eT;
|
|
|
|
const Proxy<T1> pa(x);
|
|
const SpProxy<T2> pb(y);
|
|
|
|
arma_debug_assert_same_size(pa.get_n_rows(), pa.get_n_cols(), pb.get_n_rows(), pb.get_n_cols(), "element-wise multiplication");
|
|
|
|
const uword max_n_nonzero = pb.get_n_nonzero();
|
|
|
|
// Resize memory to upper bound.
|
|
out.reserve(pa.get_n_rows(), pa.get_n_cols(), max_n_nonzero);
|
|
|
|
uword count = 0;
|
|
|
|
typename SpProxy<T2>::const_iterator_type it = pb.begin();
|
|
typename SpProxy<T2>::const_iterator_type it_end = pb.end();
|
|
|
|
while(it != it_end)
|
|
{
|
|
const uword it_row = it.row();
|
|
const uword it_col = it.col();
|
|
|
|
const eT val = (*it) * pa.at(it_row, it_col);
|
|
|
|
if(val != eT(0))
|
|
{
|
|
access::rw( out.values[count]) = val;
|
|
access::rw( out.row_indices[count]) = it_row;
|
|
access::rw(out.col_ptrs[it_col + 1])++;
|
|
++count;
|
|
}
|
|
|
|
++it;
|
|
|
|
arma_check( (count > max_n_nonzero), "internal error: spglue_schur_misc::dense_schur_sparse(): count > max_n_nonzero" );
|
|
}
|
|
|
|
// Fix column pointers.
|
|
for(uword c = 1; c <= out.n_cols; ++c)
|
|
{
|
|
access::rw(out.col_ptrs[c]) += out.col_ptrs[c - 1];
|
|
}
|
|
|
|
if(count < max_n_nonzero)
|
|
{
|
|
if(count <= (max_n_nonzero/2))
|
|
{
|
|
out.mem_resize(count);
|
|
}
|
|
else
|
|
{
|
|
// quick resize without reallocating memory and copying data
|
|
access::rw( out.n_nonzero) = count;
|
|
access::rw( out.values[count]) = eT(0);
|
|
access::rw(out.row_indices[count]) = uword(0);
|
|
}
|
|
}
|
|
}
|
|
|
|
|
|
|
|
//
|
|
|
|
|
|
|
|
template<typename T1, typename T2>
|
|
inline
|
|
void
|
|
spglue_schur_mixed::apply(SpMat<typename eT_promoter<T1,T2>::eT>& out, const mtSpGlue<typename eT_promoter<T1,T2>::eT, T1, T2, spglue_schur_mixed>& expr)
|
|
{
|
|
arma_extra_debug_sigprint();
|
|
|
|
typedef typename T1::elem_type eT1;
|
|
typedef typename T2::elem_type eT2;
|
|
|
|
typedef typename promote_type<eT1,eT2>::result out_eT;
|
|
|
|
promote_type<eT1,eT2>::check();
|
|
|
|
if( (is_same_type<eT1,out_eT>::no) && (is_same_type<eT2,out_eT>::yes) )
|
|
{
|
|
// upgrade T1
|
|
|
|
const unwrap_spmat<T1> UA(expr.A);
|
|
const unwrap_spmat<T2> UB(expr.B);
|
|
|
|
const SpMat<eT1>& A = UA.M;
|
|
const SpMat<eT2>& B = UB.M;
|
|
|
|
SpMat<out_eT> AA(arma_layout_indicator(), A);
|
|
|
|
for(uword i=0; i < A.n_nonzero; ++i) { access::rw(AA.values[i]) = out_eT(A.values[i]); }
|
|
|
|
const SpMat<out_eT>& BB = reinterpret_cast< const SpMat<out_eT>& >(B);
|
|
|
|
out = AA % BB;
|
|
}
|
|
else
|
|
if( (is_same_type<eT1,out_eT>::yes) && (is_same_type<eT2,out_eT>::no) )
|
|
{
|
|
// upgrade T2
|
|
|
|
const unwrap_spmat<T1> UA(expr.A);
|
|
const unwrap_spmat<T2> UB(expr.B);
|
|
|
|
const SpMat<eT1>& A = UA.M;
|
|
const SpMat<eT2>& B = UB.M;
|
|
|
|
const SpMat<out_eT>& AA = reinterpret_cast< const SpMat<out_eT>& >(A);
|
|
|
|
SpMat<out_eT> BB(arma_layout_indicator(), B);
|
|
|
|
for(uword i=0; i < B.n_nonzero; ++i) { access::rw(BB.values[i]) = out_eT(B.values[i]); }
|
|
|
|
out = AA % BB;
|
|
}
|
|
else
|
|
{
|
|
// upgrade T1 and T2
|
|
|
|
const unwrap_spmat<T1> UA(expr.A);
|
|
const unwrap_spmat<T2> UB(expr.B);
|
|
|
|
const SpMat<eT1>& A = UA.M;
|
|
const SpMat<eT2>& B = UB.M;
|
|
|
|
SpMat<out_eT> AA(arma_layout_indicator(), A);
|
|
SpMat<out_eT> BB(arma_layout_indicator(), B);
|
|
|
|
for(uword i=0; i < A.n_nonzero; ++i) { access::rw(AA.values[i]) = out_eT(A.values[i]); }
|
|
for(uword i=0; i < B.n_nonzero; ++i) { access::rw(BB.values[i]) = out_eT(B.values[i]); }
|
|
|
|
out = AA % BB;
|
|
}
|
|
}
|
|
|
|
|
|
|
|
template<typename T1, typename T2>
|
|
inline
|
|
void
|
|
spglue_schur_mixed::dense_schur_sparse(SpMat< typename promote_type<typename T1::elem_type, typename T2::elem_type >::result>& out, const T1& X, const T2& Y)
|
|
{
|
|
arma_extra_debug_sigprint();
|
|
|
|
typedef typename T1::elem_type eT1;
|
|
typedef typename T2::elem_type eT2;
|
|
|
|
typedef typename promote_type<eT1,eT2>::result out_eT;
|
|
|
|
promote_type<eT1,eT2>::check();
|
|
|
|
const Proxy<T1> pa(X);
|
|
const SpProxy<T2> pb(Y);
|
|
|
|
arma_debug_assert_same_size(pa.get_n_rows(), pa.get_n_cols(), pb.get_n_rows(), pb.get_n_cols(), "element-wise multiplication");
|
|
|
|
// count new size
|
|
uword new_n_nonzero = 0;
|
|
|
|
typename SpProxy<T2>::const_iterator_type it = pb.begin();
|
|
typename SpProxy<T2>::const_iterator_type it_end = pb.end();
|
|
|
|
while(it != it_end)
|
|
{
|
|
if( (out_eT(*it) * out_eT(pa.at(it.row(), it.col()))) != out_eT(0) ) { ++new_n_nonzero; }
|
|
|
|
++it;
|
|
}
|
|
|
|
// Resize memory accordingly.
|
|
out.reserve(pa.get_n_rows(), pa.get_n_cols(), new_n_nonzero);
|
|
|
|
uword count = 0;
|
|
|
|
typename SpProxy<T2>::const_iterator_type it2 = pb.begin();
|
|
|
|
while(it2 != it_end)
|
|
{
|
|
const uword it2_row = it2.row();
|
|
const uword it2_col = it2.col();
|
|
|
|
const out_eT val = out_eT(*it2) * out_eT(pa.at(it2_row, it2_col));
|
|
|
|
if(val != out_eT(0))
|
|
{
|
|
access::rw( out.values[count]) = val;
|
|
access::rw( out.row_indices[count]) = it2_row;
|
|
access::rw(out.col_ptrs[it2_col + 1])++;
|
|
++count;
|
|
}
|
|
|
|
++it2;
|
|
}
|
|
|
|
// Fix column pointers.
|
|
for(uword c = 1; c <= out.n_cols; ++c)
|
|
{
|
|
access::rw(out.col_ptrs[c]) += out.col_ptrs[c - 1];
|
|
}
|
|
}
|
|
|
|
|
|
|
|
//! @}
|