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/* Copyright (c) 2008-2022 the MRtrix3 contributors.
*
* This Source Code Form is subject to the terms of the Mozilla Public
* License, v. 2.0. If a copy of the MPL was not distributed with this
* file, You can obtain one at http://mozilla.org/MPL/2.0/.
*
* Covered Software is provided under this License on an "as is"
* basis, without warranty of any kind, either expressed, implied, or
* statutory, including, without limitation, warranties that the
* Covered Software is free of defects, merchantable, fit for a
* particular purpose or non-infringing.
* See the Mozilla Public License v. 2.0 for more details.
*
* For more details, see http://www.mrtrix.org/.
*/
#ifndef __math_math_h__
#define __math_math_h__
#include <cmath>
#include <cstdlib>
#include "app.h"
#include "exception.h"
#include "mrtrix.h"
#include "types.h"
#include "file/key_value.h"
#include "file/ofstream.h"
#include "file/path.h"
namespace MR
{
namespace Math
{
/** @defgroup mathconstants Mathematical constants
@{ */
constexpr double e = 2.71828182845904523536;
constexpr double pi = 3.14159265358979323846;
constexpr double pi_2 = pi / 2.0;
constexpr double pi_4 = pi / 4.0;
constexpr double sqrt2 = 1.41421356237309504880;
constexpr double sqrt1_2 = 1.0 / sqrt2;
/** @} */
/** @defgroup elfun Elementary Functions
@{ */
template <typename T> inline constexpr T pow2 (const T& v) { return v*v; }
template <typename T> inline constexpr T pow3 (const T& v) { return pow2 (v) *v; }
template <typename T> inline constexpr T pow4 (const T& v) { return pow2 (pow2 (v)); }
template <typename T> inline constexpr T pow5 (const T& v) { return pow4 (v) *v; }
template <typename T> inline constexpr T pow6 (const T& v) { return pow2 (pow3 (v)); }
template <typename T> inline constexpr T pow7 (const T& v) { return pow6 (v) *v; }
template <typename T> inline constexpr T pow8 (const T& v) { return pow2 (pow4 (v)); }
template <typename T> inline constexpr T pow9 (const T& v) { return pow8 (v) *v; }
template <typename T> inline constexpr T pow10 (const T& v) { return pow8 (v) *pow2 (v); }
template <typename I, typename T> inline constexpr I round (const T x) throw ()
{
return static_cast<I> (std::round (x));
}
//! template function with cast to different type
/** example:
* \code
* float f = 21.412;
* int x = floor<int> (f);
* \endcode
*/
template <typename I, typename T> inline constexpr I floor (const T x) throw ()
{
return static_cast<I> (std::floor (x));
}
//! template function with cast to different type
/** example:
* \code
* float f = 21.412;
* int x = ceil<int> (f);
* \endcode
*/
template <typename I, typename T> inline constexpr I ceil (const T x) throw ()
{
return static_cast<I> (std::ceil (x));
}
/** @} */
}
/** @defgroup elfun Eigen helper functions
@{ */
//! check if all elements of an Eigen MatrixBase object are finite
template<typename Derived>
inline bool is_finite(const Eigen::MatrixBase<Derived>& x)
{
return ( (x - x).array() == (x - x).array()).all();
}
//! check if all elements of an Eigen MatrixBase object are a number
template<typename Derived>
inline bool is_nan(const Eigen::MatrixBase<Derived>& x)
{
return ((x.array() == x.array())).all();
}
/** @} */
//! convenience functions for SFINAE on std:: / Eigen containers
template <class Cont>
class is_eigen_type { NOMEMALIGN
typedef char yes[1], no[2];
template<typename C> static yes& test(typename Cont::Scalar);
template<typename C> static no& test(...);
public:
static const bool value = sizeof(test<Cont>(0)) == sizeof(yes);
};
//! Get the underlying scalar value type for both std:: containers and Eigen
template <class Cont, typename ReturnType = int>
class container_value_type { NOMEMALIGN
public:
using type = typename Cont::value_type;
};
template <class Cont>
class container_value_type <Cont, typename std::enable_if<is_eigen_type<Cont>::value, int>::type> { NOMEMALIGN
public:
using type = typename Cont::Scalar;
};
//! write the matrix \a M to file
template <class MatrixType>
void save_matrix (const MatrixType& M, const std::string& filename, const KeyValues& keyvals = KeyValues(), const bool add_to_command_history = true)
{
DEBUG ("saving " + str(M.rows()) + "x" + str(M.cols()) + " matrix to file \"" + filename + "\"...");
File::OFStream out (filename);
File::KeyValue::write (out, keyvals, "# ", add_to_command_history);
Eigen::IOFormat fmt (Eigen::FullPrecision, Eigen::DontAlignCols, std::string (1, Path::delimiter (filename)), "\n", "", "", "", "");
out << M.format (fmt);
out << "\n";
}
//! read matrix data into a 2D vector \a filename
template <class ValueType = default_type>
vector<vector<ValueType>> load_matrix_2D_vector (const std::string& filename, vector<std::string>* comments = nullptr)
{
std::ifstream stream (filename, std::ios_base::in | std::ios_base::binary);
if (!stream)
throw Exception ("Unable to open numerical data text file \"" + filename + "\": " + strerror(errno));
vector<vector<ValueType>> V;
std::string sbuf, cbuf;
size_t hash;
while (getline (stream, sbuf)) {
hash = sbuf.find_first_of ('#');
if (comments and hash != std::string::npos) {
cbuf = strip (sbuf.substr (hash));
if (sbuf.size() > 1)
comments->push_back (cbuf.substr(1));
}
sbuf = strip (sbuf.substr (0, hash));
if (sbuf.empty())
continue;
const auto elements = MR::split (sbuf, " ,;\t", true);
V.push_back (vector<ValueType>());
try {
for (const auto& entry : elements)
V.back().push_back (to<ValueType> (entry));
} catch (Exception& e) {
e.push_back ("Cannot load row " + str(V.size()) + " of file \"" + filename + "\" as delimited numerical matrix data:");
e.push_back (sbuf);
throw e;
}
if (V.size() > 1)
if (V.back().size() != V[0].size())
throw Exception ("uneven rows in matrix file \"" + filename + "\" " +
"(first row: " + str(V[0].size()) + " columns; row " + str(V.size()) + ": " + str(V.back().size()) + " columns)");
}
if (stream.bad())
throw Exception (strerror (errno));
if (!V.size())
throw Exception ("no data in matrix file \"" + filename + "\"");
return V;
}
//! read matrix data into an Eigen::Matrix \a filename
template <class ValueType = default_type>
Eigen::Matrix<ValueType, Eigen::Dynamic, Eigen::Dynamic> load_matrix (const std::string& filename)
{
DEBUG ("loading matrix file \"" + filename + "\"...");
const vector<vector<ValueType>> V = load_matrix_2D_vector<ValueType> (filename);
Eigen::Matrix<ValueType, Eigen::Dynamic, Eigen::Dynamic> M (V.size(), V[0].size());
for (ssize_t i = 0; i < M.rows(); i++)
for (ssize_t j = 0; j < M.cols(); j++)
M(i,j) = V[i][j];
DEBUG ("found " + str(M.rows()) + "x" + str(M.cols()) + " matrix in file \"" + filename + "\"");
return M;
}
//! read matrix data from a text string \a spec
template <class ValueType = default_type>
Eigen::Matrix<ValueType, Eigen::Dynamic, Eigen::Dynamic> parse_matrix (const std::string& spec)
{
Eigen::Matrix<ValueType, Eigen::Dynamic, Eigen::Dynamic> M;
const auto lines = split_lines (spec);
for (size_t row = 0; row < lines.size(); ++row) {
const auto values = parse_floats (lines[row]);
if (M.cols() == 0)
M.resize (lines.size(), values.size());
else if (M.cols() != ssize_t (values.size()))
throw Exception ("error converting string to matrix - uneven number of entries per row");
for (size_t col = 0; col < values.size(); ++col)
M(row, col) = values[col];
}
return M;
}
//! read matrix data from \a filename into an Eigen::Tranform class
template <class VectorType>
inline transform_type load_transform (const std::string& filename, VectorType& centre)
{
DEBUG ("loading transform file \"" + filename + "\"...");
vector<std::string> comments;
const vector<vector<default_type>> V = load_matrix_2D_vector<> (filename, &comments);
if (V.empty())
throw Exception ("transform in file " + filename + " is empty");
if (V[0].size() != 4)
throw Exception ("transform in file " + filename + " is invalid: does not contain 4 columns.");
if (V.size() != 3 && V.size() != 4)
throw Exception ("transform in file " + filename + " is invalid: must contain either 3 or 4 rows.");
transform_type M;
for (ssize_t i = 0; i < 3; i++)
for (ssize_t j = 0; j < 4; j++)
M(i,j) = V[i][j];
if (centre.size() == 3) {
const std::string key = " centre: ";
const std::string key_legacy = "centre ";
centre[0] = NaN;
centre[1] = NaN;
centre[2] = NaN;
vector<std::string> elements;
for (auto & line : comments) {
if (strncmp(line.c_str(), key.c_str(), key.size()) == 0)
elements = split (strip (line.substr (key.size())), " ,;\t", true);
else if (strncmp(line.c_str(), key_legacy.c_str(), key_legacy.size()) == 0)
elements = split (strip (line.substr (key_legacy.size())), " ,;\t", true);
if (elements.size()) {
if (elements.size() != 3)
throw Exception ("could not parse centre in transformation file " + filename + ": " + strip (line.substr (key.size())));
try {
centre[0] = to<default_type> (elements[0]);
centre[1] = to<default_type> (elements[1]);
centre[2] = to<default_type> (elements[2]);
} catch (...) {
throw Exception ("File \"" + filename + "\" contains non-numerical data in centre: " + strip (line.substr (key.size())));
}
break;
}
}
}
return M;
}
inline transform_type load_transform (const std::string& filename)
{
Eigen::VectorXd c;
return load_transform (filename, c);
}
//! write the transform \a M to file
inline void save_transform (const transform_type& M, const std::string& filename, const KeyValues& keyvals = KeyValues(), const bool add_to_command_history = true)
{
DEBUG ("saving transform to file \"" + filename + "\"...");
File::OFStream out (filename);
File::KeyValue::write (out, keyvals, "# ", add_to_command_history);
const char d (Path::delimiter (filename));
Eigen::IOFormat fmt (Eigen::FullPrecision, Eigen::DontAlignCols, std::string (1, d), "\n", "", "", "", "");
out << M.matrix().format (fmt);
out << "\n0" << d << "0" << d << "0" << d << "1\n";
}
template <class Derived>
inline void save_transform (const transform_type& M, const Eigen::MatrixBase<Derived>& centre, const std::string& filename, const KeyValues& keyvals = KeyValues(), const bool add_to_command_history = true)
{
if (centre.rows() != 3 or centre.cols() != 1)
throw Exception ("save_transform() requires 3x1 vector as centre");
KeyValues local_keyvals = keyvals;
Eigen::IOFormat centrefmt(Eigen::FullPrecision, Eigen::DontAlignCols, " ", "\n", "", "", "", "\n");
std::ostringstream os;
os<<centre.transpose().format(centrefmt);
local_keyvals.insert(std::pair<std::string, std::string>("centre", os.str()));
save_transform(M, filename, local_keyvals, add_to_command_history);
}
//! write the vector \a V to file
template <class VectorType>
void save_vector (const VectorType& V, const std::string& filename, const KeyValues& keyvals = KeyValues(), const bool add_to_command_history = true)
{
DEBUG ("saving vector of size " + str(V.size()) + " to file \"" + filename + "\"...");
File::OFStream out (filename);
File::KeyValue::write (out, keyvals, "# ", add_to_command_history);
const char d (Path::delimiter (filename));
for (decltype(V.size()) i = 0; i < V.size() - 1; i++)
out << str(V[i], 10) << d;
out << str(V[V.size() - 1], 10) << "\n";
}
//! read the vector data from \a filename
template <class ValueType = default_type>
Eigen::Matrix<ValueType, Eigen::Dynamic, 1> load_vector (const std::string& filename)
{
auto vec = load_matrix<ValueType> (filename);
if (vec.cols() == 1)
return vec.col(0);
if (vec.rows() > 1)
throw Exception ("file \"" + filename + "\" contains matrix, not vector");
return vec.row(0);
}
}
#endif
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