Files
armadillo-code/include/armadillo_bits/eop_core_meat.hpp
T

1169 lines
30 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 eop_core
//! @{
#undef arma_applier_1u
#undef arma_applier_1a
#undef arma_applier_2
#undef arma_applier_3
#undef operatorA
#undef arma_applier_1_mp
#undef arma_applier_2_mp
#undef arma_applier_3_mp
#if defined(ARMA_SIMPLE_LOOPS)
#define arma_applier_1u(operatorA) \
{\
for(uword i=0; i<n_elem; ++i)\
{\
out_mem[i] operatorA eop_core<eop_type>::process(P[i], k);\
}\
}
#else
#define arma_applier_1u(operatorA) \
{\
uword i,j;\
\
for(i=0, j=1; j<n_elem; i+=2, j+=2)\
{\
eT tmp_i = P[i];\
eT tmp_j = P[j];\
\
tmp_i = eop_core<eop_type>::process(tmp_i, k);\
tmp_j = eop_core<eop_type>::process(tmp_j, k);\
\
out_mem[i] operatorA tmp_i;\
out_mem[j] operatorA tmp_j;\
}\
\
if(i < n_elem)\
{\
out_mem[i] operatorA eop_core<eop_type>::process(P[i], k);\
}\
}
#endif
#if defined(ARMA_SIMPLE_LOOPS)
#define arma_applier_1a(operatorA) \
{\
for(uword i=0; i<n_elem; ++i)\
{\
out_mem[i] operatorA eop_core<eop_type>::process(P.at_alt(i), k);\
}\
}
#else
#define arma_applier_1a(operatorA) \
{\
uword i,j;\
\
for(i=0, j=1; j<n_elem; i+=2, j+=2)\
{\
eT tmp_i = P.at_alt(i);\
eT tmp_j = P.at_alt(j);\
\
tmp_i = eop_core<eop_type>::process(tmp_i, k);\
tmp_j = eop_core<eop_type>::process(tmp_j, k);\
\
out_mem[i] operatorA tmp_i;\
out_mem[j] operatorA tmp_j;\
}\
\
if(i < n_elem)\
{\
out_mem[i] operatorA eop_core<eop_type>::process(P.at_alt(i), k);\
}\
}
#endif
#define arma_applier_2(operatorA) \
{\
if(n_rows != 1)\
{\
for(uword col=0; col<n_cols; ++col)\
{\
uword i,j;\
\
for(i=0, j=1; j<n_rows; i+=2, j+=2)\
{\
eT tmp_i = P.at(i,col);\
eT tmp_j = P.at(j,col);\
\
tmp_i = eop_core<eop_type>::process(tmp_i, k);\
tmp_j = eop_core<eop_type>::process(tmp_j, k);\
\
*out_mem operatorA tmp_i; out_mem++;\
*out_mem operatorA tmp_j; out_mem++;\
}\
\
if(i < n_rows)\
{\
*out_mem operatorA eop_core<eop_type>::process(P.at(i,col), k); out_mem++;\
}\
}\
}\
else\
{\
for(uword count=0; count < n_cols; ++count)\
{\
out_mem[count] operatorA eop_core<eop_type>::process(P.at(0,count), k);\
}\
}\
}
#define arma_applier_3(operatorA) \
{\
for(uword slice=0; slice<n_slices; ++slice)\
{\
for(uword col=0; col<n_cols; ++col)\
{\
uword i,j;\
\
for(i=0, j=1; j<n_rows; i+=2, j+=2)\
{\
eT tmp_i = P.at(i,col,slice);\
eT tmp_j = P.at(j,col,slice);\
\
tmp_i = eop_core<eop_type>::process(tmp_i, k);\
tmp_j = eop_core<eop_type>::process(tmp_j, k);\
\
*out_mem operatorA tmp_i; out_mem++; \
*out_mem operatorA tmp_j; out_mem++; \
}\
\
if(i < n_rows)\
{\
*out_mem operatorA eop_core<eop_type>::process(P.at(i,col,slice), k); out_mem++; \
}\
}\
}\
}
#if defined(ARMA_USE_OPENMP)
#define arma_applier_1_mp(operatorA) \
{\
const int n_threads = mp_thread_limit::get();\
_Pragma("omp parallel for schedule(static) num_threads(n_threads)")\
for(uword i=0; i<n_elem; ++i)\
{\
out_mem[i] operatorA eop_core<eop_type>::process(P[i], k);\
}\
}
#define arma_applier_2_mp(operatorA) \
{\
const int n_threads = mp_thread_limit::get();\
if(n_cols == 1)\
{\
_Pragma("omp parallel for schedule(static) num_threads(n_threads)")\
for(uword count=0; count < n_rows; ++count)\
{\
out_mem[count] operatorA eop_core<eop_type>::process(P.at(count,0), k);\
}\
}\
else\
if(n_rows == 1)\
{\
_Pragma("omp parallel for schedule(static) num_threads(n_threads)")\
for(uword count=0; count < n_cols; ++count)\
{\
out_mem[count] operatorA eop_core<eop_type>::process(P.at(0,count), k);\
}\
}\
else\
{\
_Pragma("omp parallel for schedule(static) num_threads(n_threads)")\
for(uword col=0; col < n_cols; ++col)\
{\
for(uword row=0; row < n_rows; ++row)\
{\
out.at(row,col) operatorA eop_core<eop_type>::process(P.at(row,col), k);\
}\
}\
}\
}
#define arma_applier_3_mp(operatorA) \
{\
const int n_threads = mp_thread_limit::get();\
_Pragma("omp parallel for schedule(static) num_threads(n_threads)")\
for(uword slice=0; slice<n_slices; ++slice)\
{\
for(uword col=0; col<n_cols; ++col)\
for(uword row=0; row<n_rows; ++row)\
{\
out.at(row,col,slice) operatorA eop_core<eop_type>::process(P.at(row,col,slice), k);\
}\
}\
}
#else
#define arma_applier_1_mp(operatorA) arma_applier_1u(operatorA)
#define arma_applier_2_mp(operatorA) arma_applier_2(operatorA)
#define arma_applier_3_mp(operatorA) arma_applier_3(operatorA)
#endif
//
// matrices
template<typename eop_type>
template<typename outT, typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply(outT& out, const eOp<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
// NOTE: we're assuming that the matrix has already been set to the correct size and there is no aliasing;
// size setting and alias checking is done by either the Mat contructor or operator=()
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOp<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(Proxy<T1>::use_at == false)
{
const uword n_elem = x.get_n_elem();
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename Proxy<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(=);
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(=);
}
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(=);
}
}
}
else
{
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
const Proxy<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_2_mp(=);
}
else
{
arma_applier_2(=);
}
}
}
template<typename eop_type>
template<typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply_inplace_plus(Mat<typename T1::elem_type>& out, const eOp<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
arma_debug_assert_same_size(out.n_rows, out.n_cols, n_rows, n_cols, "addition");
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOp<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(Proxy<T1>::use_at == false)
{
const uword n_elem = x.get_n_elem();
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(+=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename Proxy<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(+=);
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(+=);
}
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(+=);
}
}
}
else
{
const Proxy<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_2_mp(+=);
}
else
{
arma_applier_2(+=);
}
}
}
template<typename eop_type>
template<typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply_inplace_minus(Mat<typename T1::elem_type>& out, const eOp<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
arma_debug_assert_same_size(out.n_rows, out.n_cols, n_rows, n_cols, "subtraction");
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOp<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(Proxy<T1>::use_at == false)
{
const uword n_elem = x.get_n_elem();
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(-=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename Proxy<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(-=);
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(-=);
}
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(-=);
}
}
}
else
{
const Proxy<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_2_mp(-=);
}
else
{
arma_applier_2(-=);
}
}
}
template<typename eop_type>
template<typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply_inplace_schur(Mat<typename T1::elem_type>& out, const eOp<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
arma_debug_assert_same_size(out.n_rows, out.n_cols, n_rows, n_cols, "element-wise multiplication");
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOp<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(Proxy<T1>::use_at == false)
{
const uword n_elem = x.get_n_elem();
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(*=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename Proxy<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(*=);
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(*=);
}
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(*=);
}
}
}
else
{
const Proxy<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_2_mp(*=);
}
else
{
arma_applier_2(*=);
}
}
}
template<typename eop_type>
template<typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply_inplace_div(Mat<typename T1::elem_type>& out, const eOp<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
arma_debug_assert_same_size(out.n_rows, out.n_cols, n_rows, n_cols, "element-wise division");
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOp<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(Proxy<T1>::use_at == false)
{
const uword n_elem = x.get_n_elem();
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(/=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename Proxy<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(/=);
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(/=);
}
}
else
{
typename Proxy<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(/=);
}
}
}
else
{
const Proxy<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_2_mp(/=);
}
else
{
arma_applier_2(/=);
}
}
}
//
// cubes
template<typename eop_type>
template<typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply(Cube<typename T1::elem_type>& out, const eOpCube<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
// NOTE: we're assuming that the matrix has already been set to the correct size and there is no aliasing;
// size setting and alias checking is done by either the Mat contructor or operator=()
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOpCube<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(ProxyCube<T1>::use_at == false)
{
const uword n_elem = out.n_elem;
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename ProxyCube<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(=);
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(=);
}
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(=);
}
}
}
else
{
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
const uword n_slices = x.get_n_slices();
const ProxyCube<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_3_mp(=);
}
else
{
arma_applier_3(=);
}
}
}
template<typename eop_type>
template<typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply_inplace_plus(Cube<typename T1::elem_type>& out, const eOpCube<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
const uword n_slices = x.get_n_slices();
arma_debug_assert_same_size(out.n_rows, out.n_cols, out.n_slices, n_rows, n_cols, n_slices, "addition");
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOpCube<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(ProxyCube<T1>::use_at == false)
{
const uword n_elem = out.n_elem;
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(+=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename ProxyCube<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(+=);
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(+=);
}
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(+=);
}
}
}
else
{
const ProxyCube<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_3_mp(+=);
}
else
{
arma_applier_3(+=);
}
}
}
template<typename eop_type>
template<typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply_inplace_minus(Cube<typename T1::elem_type>& out, const eOpCube<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
const uword n_slices = x.get_n_slices();
arma_debug_assert_same_size(out.n_rows, out.n_cols, out.n_slices, n_rows, n_cols, n_slices, "subtraction");
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOpCube<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(ProxyCube<T1>::use_at == false)
{
const uword n_elem = out.n_elem;
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(-=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename ProxyCube<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(-=);
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(-=);
}
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(-=);
}
}
}
else
{
const ProxyCube<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_3_mp(-=);
}
else
{
arma_applier_3(-=);
}
}
}
template<typename eop_type>
template<typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply_inplace_schur(Cube<typename T1::elem_type>& out, const eOpCube<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
const uword n_slices = x.get_n_slices();
arma_debug_assert_same_size(out.n_rows, out.n_cols, out.n_slices, n_rows, n_cols, n_slices, "element-wise multiplication");
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOpCube<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(ProxyCube<T1>::use_at == false)
{
const uword n_elem = out.n_elem;
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(*=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename ProxyCube<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(*=);
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(*=);
}
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(*=);
}
}
}
else
{
const ProxyCube<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_3_mp(*=);
}
else
{
arma_applier_3(*=);
}
}
}
template<typename eop_type>
template<typename T1>
arma_hot
inline
void
eop_core<eop_type>::apply_inplace_div(Cube<typename T1::elem_type>& out, const eOpCube<T1, eop_type>& x)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
const uword n_rows = x.get_n_rows();
const uword n_cols = x.get_n_cols();
const uword n_slices = x.get_n_slices();
arma_debug_assert_same_size(out.n_rows, out.n_cols, out.n_slices, n_rows, n_cols, n_slices, "element-wise division");
const eT k = x.aux;
eT* out_mem = out.memptr();
const bool use_mp = (arma_config::openmp) && (eOpCube<T1, eop_type>::use_mp || (is_same_type<eop_type, eop_pow>::value && (is_cx<eT>::yes || x.aux != eT(2))));
if(ProxyCube<T1>::use_at == false)
{
const uword n_elem = out.n_elem;
if(use_mp && mp_gate<eT>::eval(n_elem))
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1_mp(/=);
}
else
{
if(memory::is_aligned(out_mem))
{
memory::mark_as_aligned(out_mem);
if(x.P.is_aligned())
{
typename ProxyCube<T1>::aligned_ea_type P = x.P.get_aligned_ea();
arma_applier_1a(/=);
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(/=);
}
}
else
{
typename ProxyCube<T1>::ea_type P = x.P.get_ea();
arma_applier_1u(/=);
}
}
}
else
{
const ProxyCube<T1>& P = x.P;
if(use_mp && mp_gate<eT>::eval(x.get_n_elem()))
{
arma_applier_3_mp(/=);
}
else
{
arma_applier_3(/=);
}
}
}
//
// common
template<typename eop_type>
template<typename eT>
arma_inline
eT
eop_core<eop_type>::process(const eT, const eT)
{
arma_stop_logic_error("eop_core::process(): unhandled eop_type");
return eT(0);
}
template<> template<typename eT> arma_inline eT
eop_core<eop_scalar_plus >::process(const eT val, const eT k) { return val + k; }
template<> template<typename eT> arma_inline eT
eop_core<eop_scalar_minus_pre >::process(const eT val, const eT k) { return k - val; }
template<> template<typename eT> arma_inline eT
eop_core<eop_scalar_minus_post>::process(const eT val, const eT k) { return val - k; }
template<> template<typename eT> arma_inline eT
eop_core<eop_scalar_times >::process(const eT val, const eT k) { return val * k; }
template<> template<typename eT> arma_inline eT
eop_core<eop_scalar_div_pre >::process(const eT val, const eT k) { return k / val; }
template<> template<typename eT> arma_inline eT
eop_core<eop_scalar_div_post >::process(const eT val, const eT k) { return val / k; }
template<> template<typename eT> arma_inline eT
eop_core<eop_square >::process(const eT val, const eT ) { return val*val; }
template<> template<typename eT> arma_inline eT
eop_core<eop_neg >::process(const eT val, const eT ) { return eop_aux::neg(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_sqrt >::process(const eT val, const eT ) { return eop_aux::sqrt(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_log >::process(const eT val, const eT ) { return eop_aux::log(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_log2 >::process(const eT val, const eT ) { return eop_aux::log2(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_log10 >::process(const eT val, const eT ) { return eop_aux::log10(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_trunc_log >::process(const eT val, const eT ) { return arma::trunc_log(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_log1p >::process(const eT val, const eT ) { return eop_aux::log1p(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_exp >::process(const eT val, const eT ) { return eop_aux::exp(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_exp2 >::process(const eT val, const eT ) { return eop_aux::exp2(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_exp10 >::process(const eT val, const eT ) { return eop_aux::exp10(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_trunc_exp >::process(const eT val, const eT ) { return arma::trunc_exp(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_expm1 >::process(const eT val, const eT ) { return eop_aux::expm1(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_cos >::process(const eT val, const eT ) { return eop_aux::cos(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_sin >::process(const eT val, const eT ) { return eop_aux::sin(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_tan >::process(const eT val, const eT ) { return eop_aux::tan(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_acos >::process(const eT val, const eT ) { return eop_aux::acos(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_asin >::process(const eT val, const eT ) { return eop_aux::asin(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_atan >::process(const eT val, const eT ) { return eop_aux::atan(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_cosh >::process(const eT val, const eT ) { return eop_aux::cosh(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_sinh >::process(const eT val, const eT ) { return eop_aux::sinh(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_tanh >::process(const eT val, const eT ) { return eop_aux::tanh(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_acosh >::process(const eT val, const eT ) { return eop_aux::acosh(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_asinh >::process(const eT val, const eT ) { return eop_aux::asinh(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_atanh >::process(const eT val, const eT ) { return eop_aux::atanh(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_sinc >::process(const eT val, const eT ) { return arma_sinc(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_eps >::process(const eT val, const eT ) { return eop_aux::direct_eps(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_abs >::process(const eT val, const eT ) { return eop_aux::arma_abs(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_arg >::process(const eT val, const eT ) { return arma_arg<eT>::eval(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_conj >::process(const eT val, const eT ) { return eop_aux::conj(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_pow >::process(const eT val, const eT k) { return eop_aux::pow(val, k); }
template<> template<typename eT> arma_inline eT
eop_core<eop_floor >::process(const eT val, const eT ) { return eop_aux::floor(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_ceil >::process(const eT val, const eT ) { return eop_aux::ceil(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_round >::process(const eT val, const eT ) { return eop_aux::round(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_trunc >::process(const eT val, const eT ) { return eop_aux::trunc(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_sign >::process(const eT val, const eT ) { return arma_sign(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_erf >::process(const eT val, const eT ) { return eop_aux::erf(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_erfc >::process(const eT val, const eT ) { return eop_aux::erfc(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_lgamma >::process(const eT val, const eT ) { return eop_aux::lgamma(val); }
template<> template<typename eT> arma_inline eT
eop_core<eop_tgamma >::process(const eT val, const eT ) { return eop_aux::tgamma(val); }
#undef arma_applier_1u
#undef arma_applier_1a
#undef arma_applier_2
#undef arma_applier_3
#undef arma_applier_1_mp
#undef arma_applier_2_mp
#undef arma_applier_3_mp
//! @}