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// 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.
// ------------------------------------------------------------------------
using std::cout;
using std::cerr;
using std::endl;
using std::ios;
using std::size_t;
template<typename elem_type, typename derived> struct Base;
template<typename elem_type, typename derived> struct BaseCube;
template<typename eT> class Mat;
template<typename eT> class Col;
template<typename eT> class Row;
template<typename eT> class Cube;
template<typename eT> class xvec_htrans;
template<typename oT> class field;
template<typename eT, bool do_conj> class xtrans_mat;
template<typename eT> class subview;
template<typename eT> class subview_col;
template<typename eT> class subview_row;
template<typename eT> class subview_row_strans;
template<typename eT> class subview_row_htrans;
template<typename eT> class subview_cube;
template<typename oT> class subview_field;
template<typename eT> class SpValProxy;
template<typename eT> class SpMat;
template<typename eT> class SpCol;
template<typename eT> class SpRow;
template<typename eT> class SpSubview;
template<typename eT> class SpSubview_col;
template<typename eT> class SpSubview_row;
template<typename eT> class diagview;
template<typename eT> class spdiagview;
template<typename eT> class MapMat;
template<typename eT> class MapMat_val;
template<typename eT> class SpMat_MapMat_val;
template<typename eT> class SpSubview_MapMat_val;
template<typename eT, typename T1> class subview_elem1;
template<typename eT, typename T1, typename T2> class subview_elem2;
template<typename parent, unsigned int mode> class subview_each1;
template<typename parent, unsigned int mode, typename TB> class subview_each2;
template<typename eT> class subview_cube_each1;
template<typename eT, typename TB> class subview_cube_each2;
template<typename eT, typename T1> class subview_cube_slices;
template<typename eT, typename T1> class SpSubview_col_list;
class SizeMat;
class SizeCube;
class arma_empty_class {};
class diskio;
class op_strans;
class op_htrans;
class op_htrans2;
class op_inv;
class op_inv_sympd;
class op_diagmat;
class op_trimat;
class op_vectorise_row;
class op_vectorise_col;
class glue_times;
class glue_times_diag;
class glue_rel_lt;
class glue_rel_gt;
class glue_rel_lteq;
class glue_rel_gteq;
class glue_rel_eq;
class glue_rel_noteq;
class glue_rel_and;
class glue_rel_or;
class op_rel_lt_pre;
class op_rel_lt_post;
class op_rel_gt_pre;
class op_rel_gt_post;
class op_rel_lteq_pre;
class op_rel_lteq_post;
class op_rel_gteq_pre;
class op_rel_gteq_post;
class op_rel_eq;
class op_rel_noteq;
class gen_eye;
class gen_ones;
class gen_zeros;
class gen_randu;
class gen_randn;
class spop_strans;
class spop_htrans;
class spop_vectorise_row;
class spop_vectorise_col;
class spglue_plus;
class spglue_minus;
class spglue_schur;
class spglue_times;
class spglue_max;
class spglue_min;
class spglue_rel_lt;
class spglue_rel_gt;
class op_internal_equ;
class op_internal_plus;
class op_internal_minus;
class op_internal_schur;
class op_internal_div;
struct traits_op_default
{
template<typename T1>
struct traits
{
static constexpr bool is_row = false;
static constexpr bool is_col = false;
static constexpr bool is_xvec = false;
};
};
struct traits_op_xvec
{
template<typename T1>
struct traits
{
static constexpr bool is_row = false;
static constexpr bool is_col = false;
static constexpr bool is_xvec = true;
};
};
struct traits_op_col
{
template<typename T1>
struct traits
{
static constexpr bool is_row = false;
static constexpr bool is_col = true;
static constexpr bool is_xvec = false;
};
};
struct traits_op_row
{
template<typename T1>
struct traits
{
static constexpr bool is_row = true;
static constexpr bool is_col = false;
static constexpr bool is_xvec = false;
};
};
struct traits_op_passthru
{
template<typename T1>
struct traits
{
static constexpr bool is_row = T1::is_row;
static constexpr bool is_col = T1::is_col;
static constexpr bool is_xvec = T1::is_xvec;
};
};
struct traits_glue_default
{
template<typename T1, typename T2>
struct traits
{
static constexpr bool is_row = false;
static constexpr bool is_col = false;
static constexpr bool is_xvec = false;
};
};
struct traits_glue_or
{
template<typename T1, typename T2>
struct traits
{
static constexpr bool is_row = (T1::is_row || T2::is_row );
static constexpr bool is_col = (T1::is_col || T2::is_col );
static constexpr bool is_xvec = (T1::is_xvec || T2::is_xvec);
};
};
template<const bool, const bool, const bool, const bool> class gemm;
template<const bool, const bool, const bool> class gemv;
template< typename eT, typename gen_type> class Gen;
template< typename T1, typename op_type> class Op;
template< typename T1, typename eop_type> class eOp;
template< typename T1, typename op_type> class SpToDOp;
template< typename T1, typename op_type> class CubeToMatOp;
template<typename out_eT, typename T1, typename op_type> class mtOp;
template< typename T1, typename T2, typename glue_type> class Glue;
template< typename T1, typename T2, typename eglue_type> class eGlue;
template<typename out_eT, typename T1, typename T2, typename glue_type> class mtGlue;
template< typename eT, typename gen_type> class GenCube;
template< typename T1, typename op_type> class OpCube;
template< typename T1, typename eop_type> class eOpCube;
template<typename out_eT, typename T1, typename op_type> class mtOpCube;
template< typename T1, typename T2, typename glue_type> class GlueCube;
template< typename T1, typename T2, typename eglue_type> class eGlueCube;
template<typename out_eT, typename T1, typename T2, typename glue_type> class mtGlueCube;
template<typename T1> class Proxy;
template<typename T1> class ProxyCube;
template<typename T1> class diagmat_proxy;
template<typename T1> struct unwrap;
template<typename T1> struct quasi_unwrap;
template<typename T1> struct unwrap_cube;
template<typename T1> struct unwrap_spmat;
struct state_type
{
#if defined(ARMA_USE_OPENMP)
int state;
#elif (!defined(ARMA_DONT_USE_STD_MUTEX))
std::atomic<int> state;
#else
int state;
#endif
arma_inline state_type() : state(int(0)) {}
// openmp: "omp atomic" does an implicit flush on the affected variable
// C++11: std::atomic<>::load() and std::atomic<>::store() use std::memory_order_seq_cst by default, which has an implied fence
arma_inline
operator int () const
{
int out;
#if defined(ARMA_USE_OPENMP)
#pragma omp atomic read
out = state;
#elif (!defined(ARMA_DONT_USE_STD_MUTEX))
out = state.load();
#else
out = state;
#endif
return out;
}
arma_inline
void
operator= (const int in_state)
{
#if defined(ARMA_USE_OPENMP)
#pragma omp atomic write
state = in_state;
#elif (!defined(ARMA_DONT_USE_STD_MUTEX))
state.store(in_state);
#else
state = in_state;
#endif
}
};
template< typename T1, typename spop_type> class SpOp;
template<typename out_eT, typename T1, typename spop_type> class mtSpOp;
template< typename T1, typename T2, typename spglue_type> class SpGlue;
template<typename out_eT, typename T1, typename T2, typename spglue_type> class mtSpGlue;
template<typename T1> class SpProxy;
struct arma_vec_indicator {};
struct arma_fixed_indicator {};
struct arma_reserve_indicator {};
struct arma_layout_indicator {};
//! \addtogroup injector
//! @{
template<typename Dummy = int> struct injector_end_of_row {};
static const injector_end_of_row<> endr = injector_end_of_row<>();
//!< endr indicates "end of row" when using the << operator;
//!< similar conceptual meaning to std::endl
//! @}
//! \addtogroup diskio
//! @{
enum struct file_type : unsigned int
{
file_type_unknown,
auto_detect, //!< attempt to automatically detect the file type
raw_ascii, //!< raw text (ASCII), without a header
arma_ascii, //!< Armadillo text format, with a header specifying matrix type and size
csv_ascii, //!< comma separated values (CSV), without a header
raw_binary, //!< raw binary format (machine dependent), without a header
arma_binary, //!< Armadillo binary format (machine dependent), with a header specifying matrix type and size
pgm_binary, //!< Portable Grey Map (greyscale image)
ppm_binary, //!< Portable Pixel Map (colour image), used by the field and cube classes
hdf5_binary, //!< HDF5: open binary format, not specific to Armadillo, which can store arbitrary data
hdf5_binary_trans, //!< [DO NOT USE - deprecated] as per hdf5_binary, but save/load the data with columns transposed to rows
coord_ascii //!< simple co-ordinate format for sparse matrices (indices start at zero)
};
static constexpr file_type file_type_unknown = file_type::file_type_unknown;
static constexpr file_type auto_detect = file_type::auto_detect;
static constexpr file_type raw_ascii = file_type::raw_ascii;
static constexpr file_type arma_ascii = file_type::arma_ascii;
static constexpr file_type csv_ascii = file_type::csv_ascii;
static constexpr file_type raw_binary = file_type::raw_binary;
static constexpr file_type arma_binary = file_type::arma_binary;
static constexpr file_type pgm_binary = file_type::pgm_binary;
static constexpr file_type ppm_binary = file_type::ppm_binary;
static constexpr file_type hdf5_binary = file_type::hdf5_binary;
static constexpr file_type hdf5_binary_trans = file_type::hdf5_binary_trans;
static constexpr file_type coord_ascii = file_type::coord_ascii;
struct hdf5_name;
struct csv_name;
//! @}
//! \addtogroup fill
//! @{
namespace fill
{
struct fill_none {};
struct fill_zeros {};
struct fill_ones {};
struct fill_eye {};
struct fill_randu {};
struct fill_randn {};
template<typename fill_type>
struct fill_class { inline fill_class() {} };
static const fill_class<fill_none > none;
static const fill_class<fill_zeros> zeros;
static const fill_class<fill_ones > ones;
static const fill_class<fill_eye > eye;
static const fill_class<fill_randu> randu;
static const fill_class<fill_randn> randn;
}
//! @}
//! \addtogroup fn_spsolve
//! @{
struct spsolve_opts_base
{
const unsigned int id;
inline spsolve_opts_base(const unsigned int in_id) : id(in_id) {}
};
struct spsolve_opts_none : public spsolve_opts_base
{
inline spsolve_opts_none() : spsolve_opts_base(0) {}
};
struct superlu_opts : public spsolve_opts_base
{
typedef enum {NATURAL, MMD_ATA, MMD_AT_PLUS_A, COLAMD} permutation_type;
typedef enum {REF_NONE, REF_SINGLE, REF_DOUBLE, REF_EXTRA} refine_type;
bool allow_ugly;
bool equilibrate;
bool symmetric;
double pivot_thresh;
permutation_type permutation;
refine_type refine;
inline superlu_opts()
: spsolve_opts_base(1)
{
allow_ugly = false;
equilibrate = false;
symmetric = false;
pivot_thresh = 1.0;
permutation = COLAMD;
refine = REF_NONE;
}
};
//! @}
//! \ingroup fn_eigs_sym fs_eigs_gen
//! @{
struct eigs_opts
{
double tol; // tolerance
unsigned int maxiter; // max iterations
unsigned int subdim; // subspace dimension
inline eigs_opts()
{
tol = 0.0;
maxiter = 1000;
subdim = 0;
}
};
//! @}
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