2034 lines
48 KiB
C++
2034 lines
48 KiB
C++
/********************************************************
|
||
* ██████╗ ██████╗████████╗██╗
|
||
* ██╔════╝ ██╔════╝╚══██╔══╝██║
|
||
* ██║ ███╗██║ ██║ ██║
|
||
* ██║ ██║██║ ██║ ██║
|
||
* ╚██████╔╝╚██████╗ ██║ ███████╗
|
||
* ╚═════╝ ╚═════╝ ╚═╝ ╚══════╝
|
||
* Geophysical Computational Tools & Library (GCTL)
|
||
*
|
||
* Copyright (c) 2023 Yi Zhang (yizhang-geo@zju.edu.cn)
|
||
*
|
||
* GCTL is distributed under a dual licensing scheme. You can redistribute
|
||
* it and/or modify it under the terms of the GNU Lesser General Public
|
||
* License as published by the Free Software Foundation, either version 2
|
||
* of the License, or (at your option) any later version. You should have
|
||
* received a copy of the GNU Lesser General Public License along with this
|
||
* program. If not, see <http://www.gnu.org/licenses/>.
|
||
*
|
||
* If the terms and conditions of the LGPL v.2. would prevent you from using
|
||
* the GCTL, please consider the option to obtain a commercial license for a
|
||
* fee. These licenses are offered by the GCTL's original author. As a rule,
|
||
* licenses are provided "as-is", unlimited in time for a one time fee. Please
|
||
* send corresponding requests to: yizhang-geo@zju.edu.cn. Please do not forget
|
||
* to include some description of your company and the realm of its activities.
|
||
* Also add information on how to contact you by electronic and paper mail.
|
||
******************************************************/
|
||
|
||
#ifndef _GCTL_ARRAY_H
|
||
#define _GCTL_ARRAY_H
|
||
|
||
#include <random>
|
||
#include <chrono>
|
||
|
||
// library's head files
|
||
#include "../gctl_config.h"
|
||
#include "enum.h"
|
||
#include "macro.h"
|
||
#include "vector_t.h"
|
||
#include "exceptions.h"
|
||
|
||
#ifdef GCTL_EIGEN
|
||
/*The followings bypass a bug that VsCode's IntelliSense reports incorrect errors when using eigen3 library*/
|
||
#if __INTELLISENSE__
|
||
#undef __ARM_NEON
|
||
#undef __ARM_NEON__
|
||
#endif
|
||
#include "Eigen/Dense"
|
||
#include "Eigen/Sparse"
|
||
#endif // GCTL_EIGEN
|
||
|
||
#ifdef GCTL_OPENMP
|
||
#include "omp.h"
|
||
#endif // GCTL_OPENMP
|
||
|
||
namespace gctl
|
||
{
|
||
template <typename ArrValType> class array;
|
||
|
||
/*
|
||
* Here we define some commonly used array types.
|
||
*/
|
||
typedef array<int> _1i_array; ///< 1-D integer array
|
||
typedef array<float> _1f_array; ///< 1-D single-precision floating-point array
|
||
typedef array<double> _1d_array; ///< 1-D double-precision floating-point array
|
||
typedef array<std::string> _1s_array; ///< 1-D string array
|
||
typedef array<std::complex<float> > _1cf_array; ///< 1-D complex float array
|
||
typedef array<std::complex<double> > _1cd_array; ///< 1-D complex double array
|
||
|
||
/**
|
||
* @brief Iterator template. This could be used to enable the use of iteration algorithms for array-like objects.
|
||
*
|
||
*/
|
||
template <typename T>
|
||
class iterator
|
||
{
|
||
private:
|
||
T *iter;
|
||
|
||
public:
|
||
iterator(T *para, size_t n) {iter = para + n;}
|
||
virtual ~iterator(){}
|
||
|
||
T &operator*() {return *iter;}
|
||
bool operator!=(const iterator &that) {return this->iter != that.iter;}
|
||
iterator &operator++() {++iter; return *this;}
|
||
};
|
||
|
||
/**
|
||
* @brief 1-D array class template
|
||
*
|
||
* @tparam ArrValType template array
|
||
*/
|
||
template <typename ArrValType>
|
||
class array
|
||
{
|
||
protected:
|
||
ArrValType *val_; ///< Pointer of the array
|
||
size_t length_; ///< Length of the array
|
||
|
||
public:
|
||
/**
|
||
* @brief Default constructor.
|
||
*/
|
||
array();
|
||
|
||
/**
|
||
* @brief Construct an array with the given length.
|
||
*
|
||
* @param[in] len Length of the array. Must be equal to or bigger than zero.
|
||
*/
|
||
explicit array(size_t len);
|
||
|
||
/**
|
||
* @brief Construct an array with the given length and initial values.
|
||
*
|
||
* @param[in] len Length of the array. Must be equal to or bigger than zero.
|
||
* @param[in] init_val Initial value of the elements.
|
||
*/
|
||
array(size_t len, ArrValType init_val);
|
||
|
||
/**
|
||
* @brief Construct an array with the given length and fill elements using a native c++ array.
|
||
*
|
||
* @note Note that if you use an native c++ array to initialize the array template, the pointer
|
||
* must be first variable and the length is last variable. This design is mainly to avoid unclear function
|
||
* calls. Consider an array of pointers array<double*> A(10, nullptr) means that the initial value of all
|
||
* elements is nullptr and array<double*> A((double**)B, 10) means that the element value of A is initialized
|
||
* with array B If the above expression is written as array<double*> A(10, B), the compiler cannot call the
|
||
* function correctly. Because it cannot be judged whether we want to use the initial value or
|
||
* the array to initialize the array.
|
||
*
|
||
* @param init_array Pointer of the native c++ array.
|
||
* @param[in] len Length of the input c++ array. Must be equal to or bigger than zero.
|
||
*/
|
||
array(ArrValType *init_array, size_t len);
|
||
|
||
/**
|
||
* @brief Copy constructor.
|
||
*
|
||
* @param[in] b Original array.
|
||
*/
|
||
array(const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Construct a new array object from std::initializer
|
||
*
|
||
* @param init_val Initial values
|
||
*/
|
||
explicit array(std::initializer_list<ArrValType> init_val);
|
||
|
||
/**
|
||
* @brief Construct a new array object as a sequence
|
||
*
|
||
* @param s Size of the sequence.
|
||
* @param st Start value
|
||
* @param inc Invrease interval
|
||
*/
|
||
array(size_t s, ArrValType st, ArrValType inc);
|
||
|
||
/**
|
||
* @brief Overloaded assignment operator for the array template.
|
||
*
|
||
* @param[in] b Original array.
|
||
*
|
||
* @return Target array.
|
||
*/
|
||
array<ArrValType>& operator= (const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Overloaded assignment operator for the array template.
|
||
*
|
||
* @param v Initial value.
|
||
* @return Target array.
|
||
*/
|
||
array<ArrValType>& operator= (ArrValType v);
|
||
|
||
/**
|
||
* @brief Overloaded summation operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Inpur array
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType> operator+ (const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Overloaded minus operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Inpur array
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType> operator- (const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Overloaded multiple operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Inpur array
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType> operator* (const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Overloaded division operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Inpur array
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType> operator/ (const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Overloaded summation operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Inpur array
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType>& operator+= (const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Overloaded summation operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Inpur array
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType>& operator-= (const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Overloaded multiple operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Inpur array
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType>& operator*= (const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Overloaded division operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Inpur array
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType>& operator/= (const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Overloaded summation operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Scale value
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType> operator+ (const ArrValType &b);
|
||
|
||
/**
|
||
* @brief Overloaded minus operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Scale value
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType> operator- (const ArrValType &b);
|
||
|
||
/**
|
||
* @brief Overloaded multiple operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Scale value
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType> operator* (const ArrValType &b);
|
||
|
||
/**
|
||
* @brief Overloaded division operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Scale value
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType> operator/ (const ArrValType &b);
|
||
|
||
/**
|
||
* @brief Overloaded summation operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Scale value
|
||
* @return Target array
|
||
*
|
||
*/
|
||
array<ArrValType>& operator+= (const ArrValType &b);
|
||
|
||
/**
|
||
* @brief Overloaded summation operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Scale value
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType>& operator-= (const ArrValType &b);
|
||
|
||
/**
|
||
* @brief Overloaded multiple operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Scale value
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType>& operator*= (const ArrValType &b);
|
||
|
||
/**
|
||
* @brief Overloaded division operator for the array template.
|
||
*
|
||
* @param a Input array
|
||
* @param b Scale value
|
||
* @return Target array
|
||
*/
|
||
array<ArrValType>& operator/= (const ArrValType &b);
|
||
|
||
/**
|
||
* @brief Compare two arraies.
|
||
*
|
||
* @return True if the two arraies are equal, false otherwise.
|
||
*/
|
||
bool operator== (const array<ArrValType> &b) const;
|
||
|
||
/**
|
||
* @brief Compare two arraies.
|
||
*
|
||
* @return True if the two arraies are not equal, false otherwise.
|
||
*/
|
||
bool operator!= (const array<ArrValType> &b) const;
|
||
|
||
/**
|
||
* @brief Compare two arraies.
|
||
*
|
||
* @param b Input array
|
||
* @param eps Tolerance for flaoting point number
|
||
*
|
||
* @return True if the two arraies are not equal, false otherwise.
|
||
*/
|
||
bool equals(const array<ArrValType> &b, ArrValType eps = ArrValType{}) const;
|
||
|
||
/**
|
||
* @brief Destructor
|
||
*/
|
||
virtual ~array();
|
||
|
||
/**
|
||
* @brief Set the length of the array to the given value.
|
||
*
|
||
* @note If the input length is not equal to the existing length of the array,
|
||
* the previous array is destroyed and reconstructed.
|
||
*
|
||
* @param[in] len Length of the array. Must be equal to or bigger than zero.
|
||
*/
|
||
void resize(size_t len);
|
||
|
||
/**
|
||
* @brief Set the length of the array to the given value, and fill elements with initial values.
|
||
*
|
||
* @note If the input length is not equal to the existing length of the array,
|
||
* the previous array is destroyed and reconstructed.
|
||
*
|
||
* @param[in] len Length of the array. Must be equal to or bigger than zero.
|
||
* @param[in] init_val Initial value of the elements.
|
||
*/
|
||
void resize(size_t len, ArrValType init_val);
|
||
|
||
/**
|
||
* @brief Set the length of the array to the given value, and fill elements using a native c++ array.
|
||
*
|
||
* @note If the input length is not equal to the existing length of the array,
|
||
* the previous array is destroyed and reconstructed.
|
||
*
|
||
* @param init_array Pointer of the native c++ array.
|
||
* @param[in] len Length of the input c++ array. Must be equal to or bigger than zero.
|
||
*/
|
||
void resize(ArrValType *init_array, size_t len);
|
||
|
||
/**
|
||
* @brief Copy a array to the array.
|
||
*
|
||
* @note If the length of the input array is not equal to the existing length of the array,
|
||
* the previous array is destroyed and reconstructed.
|
||
*
|
||
* @param[in] b Original array
|
||
*/
|
||
void resize(const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Resize a new array object from std::initializer
|
||
*
|
||
* @param init_val Initial values
|
||
*/
|
||
void resize(std::initializer_list<ArrValType> init_val);
|
||
|
||
/**
|
||
* @brief Resize a new array object as a sequence
|
||
*
|
||
* @param s Size of the sequence.
|
||
* @param st Start value
|
||
* @param inc Invrease interval
|
||
*/
|
||
void resize(size_t s, ArrValType st, ArrValType inc);
|
||
|
||
/**
|
||
* @brief Clear memory space and reset variables.
|
||
*/
|
||
void clear();
|
||
|
||
/**
|
||
* @brief Set all elements to the given value.
|
||
*
|
||
* @param[in] in_val Input value.
|
||
*/
|
||
void assign(ArrValType in_val);
|
||
|
||
/**
|
||
* @brief Set value to segments of an array.
|
||
*
|
||
* @param in_val Input value
|
||
* @param st Starting index
|
||
* @param range segment range
|
||
*/
|
||
void assign(ArrValType in_val, size_t st, size_t range);
|
||
|
||
/**
|
||
* @brief Append an array to the end of the existing one
|
||
*
|
||
* @param b Input array
|
||
*/
|
||
void concat(const array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Extract an array
|
||
*
|
||
* @param b Output array. Must be initialized before use.
|
||
* @param st Start index
|
||
*/
|
||
void slice(array<ArrValType> &b, size_t st = 0) const;
|
||
|
||
/**
|
||
* @brief Extract an array
|
||
*
|
||
* @param b Output array
|
||
* @param ids Index of the extracting elements. Must be initialized before use.
|
||
*/
|
||
void slice(array<ArrValType> &b, const array<size_t> &ids) const;
|
||
|
||
/**
|
||
* @brief Insert data from an input array
|
||
*
|
||
* @param b The input array
|
||
* @param st The inserting point. The default is zero
|
||
*/
|
||
void insert(array<ArrValType> &b, size_t st = 0);
|
||
|
||
/**
|
||
* @brief Get element value at the given index.
|
||
*
|
||
* @note This function will check if the index was out of range.
|
||
*
|
||
* @param[in] index index value.
|
||
*
|
||
* @return element's value.
|
||
*/
|
||
ArrValType &at(size_t index);
|
||
|
||
/**
|
||
* @brief Get element value at the given index (Constant).
|
||
*
|
||
* @note This function will check if the index was out of range.
|
||
*
|
||
* @param[in] index index value.
|
||
*
|
||
* @return element's value.
|
||
*/
|
||
ArrValType &at(size_t index) const;
|
||
|
||
/**
|
||
* @brief Get element value at the given index.
|
||
*
|
||
* @note This function could not be called by a pointer.
|
||
*
|
||
* @param[in] index index value.
|
||
*
|
||
* @return element's value.
|
||
*/
|
||
ArrValType &operator[](size_t index) noexcept;
|
||
|
||
/**
|
||
* @brief Get element value at the given index .
|
||
*
|
||
* @note This function could not be called by a pointer.
|
||
*
|
||
* @param[in] index index value.
|
||
*
|
||
* @return element's value.
|
||
*/
|
||
ArrValType &operator[](size_t index) const noexcept;
|
||
|
||
/**
|
||
* @brief Get the first element
|
||
*
|
||
* @return element value
|
||
*/
|
||
ArrValType front() const;
|
||
|
||
/**
|
||
* @brief Get the last element
|
||
*
|
||
* @return element value
|
||
*/
|
||
ArrValType back() const;
|
||
|
||
/**
|
||
* @brief Return the begining of the iterator
|
||
*
|
||
* @return iterator
|
||
*/
|
||
iterator<ArrValType> begin();
|
||
|
||
/**
|
||
* @brief Return the ending of the iterator
|
||
*
|
||
* @return iterator
|
||
*/
|
||
iterator<ArrValType> end();
|
||
|
||
/**
|
||
* @brief Get the pointer to a element at the given index.
|
||
*
|
||
* @note This function will check if the index was out of range.
|
||
*
|
||
* @param[in] index index value.
|
||
*
|
||
* @return Pointer to the element
|
||
*/
|
||
ArrValType *get(size_t index = 0) const;
|
||
|
||
/**
|
||
* @brief Discriminate if the array is empty.
|
||
*
|
||
* @return True for empty. False other wise.
|
||
*/
|
||
bool empty() const noexcept;
|
||
|
||
/**
|
||
* @brief Return the length of the class member array.
|
||
*
|
||
* @return Length.
|
||
*/
|
||
size_t size() const noexcept;
|
||
|
||
/**
|
||
* @brief Copy the array to a vector.
|
||
*
|
||
* @param b Target vector.
|
||
*/
|
||
void output(std::vector<ArrValType> &b) const;
|
||
|
||
/**
|
||
* @brief Copy the array from a vector.
|
||
*
|
||
* @param b Target vector.
|
||
*/
|
||
void input(const std::vector<ArrValType> &b);
|
||
|
||
#ifdef GCTL_EIGEN
|
||
/**
|
||
* @brief Copy the array to a Eigen3 vector.
|
||
*
|
||
* @param b Target vector.
|
||
*/
|
||
void output(Eigen::VectorXd &b) const;
|
||
|
||
/**
|
||
* @brief Copy the array from a Eigen3 vector.
|
||
*
|
||
* @param b Target vector.
|
||
*/
|
||
void input(const Eigen::VectorXd &b);
|
||
#endif // GCTL_EIGEN
|
||
|
||
/**
|
||
* @brief 并行执行指定操作
|
||
*
|
||
* 对数组中的每个元素并行执行指定的操作，参数为数组元素的引用。
|
||
* 例如：[](ArrValType &a){do something here...}
|
||
*
|
||
* @tparam UnaryOp 一元操作类型 参数为数组元素的引用
|
||
* @param op 要执行的操作
|
||
*/
|
||
template <typename UnaryOp>
|
||
void for_each(UnaryOp op)
|
||
{
|
||
#pragma omp parallel for
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
op(val_[i]);
|
||
}
|
||
return;
|
||
}
|
||
|
||
/**
|
||
* @brief 并行执行提取操作（比如提取结构体的成员变量数组）
|
||
*
|
||
* 对数组中的每个元素并行执行给定的操作并将输出组成一个新数组，参数为数组元素的常引用。
|
||
* 例如：[](const ArrValType &a)->OutType{do something here...}
|
||
*
|
||
* @tparam UnaryOp 一元操作类型 参数为数组元素的引用
|
||
* @param op 要执行的操作
|
||
*/
|
||
template <typename OutType, typename UnaryOp>
|
||
array<OutType> extract(UnaryOp op)
|
||
{
|
||
array<OutType> arr(length_);
|
||
#pragma omp parallel for
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
arr[i] = op(val_[i]);
|
||
}
|
||
return arr;
|
||
}
|
||
|
||
|
||
/**
|
||
* @brief Display the elements.
|
||
*
|
||
*/
|
||
void show(std::ostream &os = std::cout, char sep = ' ');
|
||
|
||
/**
|
||
* @brief Initialize the array with selected random types.
|
||
*
|
||
* @param[in] np1 Mean (Gauss) or low bound value (Even)
|
||
* @param[in] np2 Standard deviation (Gauss) or hig bound value (Even).
|
||
* @param[in] mode Random types. 'RdNormal' for Gaussian distributed numbers and
|
||
* 'RdUniform' for even distributed numbers.
|
||
* @param[in] seed Random seed. Input 0 to select the seed based on the current time.
|
||
*/
|
||
void random_float(ArrValType np1, ArrValType np2, random_type_e mode = RdNormal, unsigned int seed = 0);
|
||
|
||
/**
|
||
* @brief Initialize the array with selected random types.
|
||
*
|
||
* @param[in] np1 Low bound value.
|
||
* @param[in] np2 Hig bound value.
|
||
* @param[in] seed Random seed. Input 0 to select the seed based on the current time.
|
||
*/
|
||
void random_int(ArrValType np1, ArrValType np2, unsigned int seed = 0);
|
||
|
||
/**
|
||
* @brief Set elements' value as a sequent.
|
||
*
|
||
* @param st_val Start value of the sequent.
|
||
* @param inc Increasement of the sequent.
|
||
* @param st_id Start index. The default starts from the first element
|
||
* @param size Operating size. The default operates on all elements
|
||
* @param space Indexing spacing. you can skip elements when create the sequent. The default is no skipping.
|
||
*/
|
||
void sequence(ArrValType st_val, ArrValType inc, size_t st_id = 0,
|
||
size_t size = std::numeric_limits<size_t>::max(), size_t space = 0);
|
||
|
||
/**
|
||
* @brief Assign values as a 2D sequence.
|
||
*
|
||
* @param rs Start value of the row sequence
|
||
* @param rinc Increase value of the row sequence
|
||
* @param cs Start value of the column sequence
|
||
* @param cinc Increase value of the column sequence
|
||
* @param rn Row nnumber
|
||
* @param cn Column number
|
||
*/
|
||
void sequence2d(ArrValType rs, ArrValType rinc, ArrValType cs, ArrValType cinc,
|
||
size_t rn, size_t cn);
|
||
|
||
/**
|
||
* @brief Assign values as a 3D sequence.
|
||
*
|
||
* @param ls Start value of the layer sequence
|
||
* @param linc Increase value of the layer sequence
|
||
* @param rs Start value of the row sequence
|
||
* @param rinc Increase value of the row sequence
|
||
* @param cs Start value of the column sequence
|
||
* @param cinc Increase value of the column sequence
|
||
* @param ln Layer number
|
||
* @param rn Row nnumber
|
||
* @param cn Column number
|
||
*/
|
||
void sequence3d(ArrValType ls, ArrValType linc,
|
||
ArrValType rs, ArrValType rinc,
|
||
ArrValType cs, ArrValType cinc,
|
||
size_t ln, size_t rn, size_t cn);
|
||
|
||
/**
|
||
* @brief Scale elements
|
||
*
|
||
* @param in_val input factor
|
||
*/
|
||
void scale(ArrValType in_val);
|
||
|
||
/**
|
||
* @brief Dot product of two arrays.
|
||
*
|
||
* @param a Input array. Must be the same length_.
|
||
* @return dot product
|
||
*/
|
||
ArrValType dot(const array<ArrValType> &a);
|
||
|
||
/**
|
||
* @brief Return the sum of all elements.
|
||
*
|
||
* @return sum value.
|
||
*/
|
||
ArrValType sum() const;
|
||
|
||
/**
|
||
* @brief Return the mean value.
|
||
*
|
||
* @return mean value.
|
||
*/
|
||
ArrValType mean() const;
|
||
|
||
/**
|
||
* @brief Return the variance value.
|
||
*
|
||
* @return Variance value.
|
||
*/
|
||
ArrValType variance() const;
|
||
|
||
/**
|
||
* @brief Return the standard deviation value.
|
||
*
|
||
* @return std value.
|
||
*/
|
||
ArrValType std() const;
|
||
|
||
/**
|
||
* @brief Return the unbiased standard deviation value.
|
||
*
|
||
* @return std value.
|
||
*/
|
||
ArrValType std_unbiased() const;
|
||
|
||
/**
|
||
* @brief Return the root mean square value.
|
||
*
|
||
* @return RMS value.
|
||
*/
|
||
ArrValType rms() const;
|
||
|
||
/**
|
||
* @brief Return the maximal value.
|
||
*
|
||
* @return maximal value.
|
||
*/
|
||
ArrValType max() const;
|
||
|
||
/**
|
||
* @brief Return the minimal value.
|
||
*
|
||
* @return minimal value.
|
||
*/
|
||
ArrValType min() const;
|
||
|
||
/**
|
||
* @brief 计算数组的模长
|
||
*
|
||
* @param[in] n_type 模长的计算类型
|
||
*
|
||
* @return 返回的模长
|
||
*/
|
||
ArrValType module(norm_type_e n_type = L2) const;
|
||
|
||
/**
|
||
* @brief Normalize the array to the given module value
|
||
*
|
||
* @param norm targeting norm-value
|
||
* @param n_type Norm-type
|
||
*
|
||
* @return The module
|
||
*/
|
||
ArrValType normalize(ArrValType norm = 1.0, norm_type_e n_type = L2);
|
||
|
||
/**
|
||
* @brief 计算一个向量相对于另一个向量的正交向量
|
||
*
|
||
* @param b 输入的数组，计算后的正交向量以引用的形式返回
|
||
*/
|
||
void orth(array<ArrValType> &b);
|
||
|
||
/**
|
||
* @brief Assign values as a power sequence.
|
||
*
|
||
* @param base Power base
|
||
*/
|
||
void log2linear(const ArrValType &base);
|
||
|
||
/**
|
||
* @brief Convert values to a log root.
|
||
*
|
||
* @param base Log base
|
||
*/
|
||
void linear2log(ArrValType base);
|
||
|
||
/**
|
||
* @brief Set values to a range.
|
||
*
|
||
* @param min Lower bound
|
||
* @param max Higher bound
|
||
* @param rt Bounder type
|
||
*
|
||
*/
|
||
void set2range(ArrValType min, ArrValType max, range_type_e rt = HardScale);
|
||
|
||
/**
|
||
* @brief 检查是否存在等于指定值的元素
|
||
*
|
||
* @param value 要比较的值
|
||
* @return 如果存在等于指定值的元素返回true，否则返回false
|
||
*/
|
||
bool any_of(const ArrValType& value) const;
|
||
|
||
/**
|
||
* @brief 检查是否所有元素都等于指定值
|
||
*
|
||
* @param value 要比较的值
|
||
* @return 如果所有元素都等于指定值返回true，否则返回false
|
||
*/
|
||
bool all_of(const ArrValType& value) const;
|
||
|
||
/**
|
||
* @brief 统计等于指定值的元素个数
|
||
*
|
||
* @param value 要统计的值
|
||
* @return 等于指定值的元素个数
|
||
*/
|
||
size_t count(const ArrValType& value) const;
|
||
|
||
/**
|
||
* @brief 获取数组的内存使用量
|
||
*
|
||
* @return 数组占用的总内存量MB
|
||
*/
|
||
void memory_usage(std::ostream &os = std::cout) const noexcept;
|
||
};
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>::array()
|
||
{
|
||
length_ = 0;
|
||
val_ = nullptr;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>::array(size_t len)
|
||
{
|
||
length_ = 0;
|
||
val_ = nullptr;
|
||
resize(len);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>::array(size_t len, ArrValType init_val)
|
||
{
|
||
length_ = 0;
|
||
val_ = nullptr;
|
||
resize(len, init_val);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>::array(ArrValType *init_array, size_t len)
|
||
{
|
||
length_ = 0;
|
||
val_ = nullptr;
|
||
resize(init_array, len);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>::array(const array<ArrValType> &b)
|
||
{
|
||
length_ = 0;
|
||
val_ = nullptr;
|
||
resize(b);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>::array(std::initializer_list<ArrValType> init_val)
|
||
{
|
||
length_ = 0;
|
||
val_ = nullptr;
|
||
resize(init_val);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>::array(size_t s, ArrValType st, ArrValType inc)
|
||
{
|
||
length_ = 0;
|
||
val_ = nullptr;
|
||
resize(s, st, inc);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> &array<ArrValType>::operator= (const array<ArrValType> &b)
|
||
{
|
||
resize(b.size());
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = b[i];
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> &array<ArrValType>::operator= (ArrValType v)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = v;
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> array<ArrValType>::operator+ (const array<ArrValType> &b)
|
||
{
|
||
if (b.size() != length_)
|
||
{
|
||
throw std::runtime_error("[gctl::array<T>::operator+] Incompatible array sizes.");
|
||
}
|
||
|
||
array<ArrValType> out(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
out[i] = val_[i] + b[i];
|
||
}
|
||
return out;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> array<ArrValType>::operator- (const array<ArrValType> &b)
|
||
{
|
||
if (b.size() != length_)
|
||
{
|
||
throw std::runtime_error("[gctl::array<T>::operator-] Incompatible array sizes.");
|
||
}
|
||
|
||
array<ArrValType> out(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
out[i] = val_[i] - b[i];
|
||
}
|
||
return out;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> array<ArrValType>::operator* (const array<ArrValType> &b)
|
||
{
|
||
if (b.size() != length_)
|
||
{
|
||
throw std::runtime_error("[gctl::array<T>::operator*] Incompatible array sizes.");
|
||
}
|
||
|
||
array<ArrValType> out(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
out[i] = val_[i] * b[i];
|
||
}
|
||
return out;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> array<ArrValType>::operator/ (const array<ArrValType> &b)
|
||
{
|
||
if (b.size() != length_)
|
||
{
|
||
throw std::runtime_error("[gctl::array<T>::operator/] Incompatible array sizes.");
|
||
}
|
||
|
||
array<ArrValType> out(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
out[i] = val_[i] / b[i];
|
||
}
|
||
return out;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>& array<ArrValType>::operator+= (const array<ArrValType> &b)
|
||
{
|
||
if (b.size() != length_)
|
||
{
|
||
throw std::runtime_error("[gctl::array<T>::operator+=] Incompatible array sizes.");
|
||
}
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] += b[i];
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>& array<ArrValType>::operator-= (const array<ArrValType> &b)
|
||
{
|
||
if (b.size() != length_)
|
||
{
|
||
throw std::runtime_error("[gctl::array<T>::operator-=] Incompatible array sizes.");
|
||
}
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] -= b[i];
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>& array<ArrValType>::operator*= (const array<ArrValType> &b)
|
||
{
|
||
if (b.size() != length_)
|
||
{
|
||
throw std::runtime_error("[gctl::array<T>::operator*=] Incompatible array sizes.");
|
||
}
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] *= b[i];
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>& array<ArrValType>::operator/= (const array<ArrValType> &b)
|
||
{
|
||
if (b.size() != length_)
|
||
{
|
||
throw std::runtime_error("[gctl::array<T>::operator/=] Incompatible array sizes.");
|
||
}
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] /= b[i];
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> array<ArrValType>::operator+ (const ArrValType &b)
|
||
{
|
||
array<ArrValType> out(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
out[i] = val_[i] + b;
|
||
}
|
||
return out;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> array<ArrValType>::operator- (const ArrValType &b)
|
||
{
|
||
array<ArrValType> out(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
out[i] = b - val_[i];
|
||
}
|
||
return out;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> array<ArrValType>::operator* (const ArrValType &b)
|
||
{
|
||
array<ArrValType> out(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
out[i] = b*val_[i];
|
||
}
|
||
return out;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType> array<ArrValType>::operator/ (const ArrValType &b)
|
||
{
|
||
array<ArrValType> out(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
out[i] = b/val_[i];
|
||
}
|
||
return out;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>& array<ArrValType>::operator+= (const ArrValType &b)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] += b;
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>& array<ArrValType>::operator-= (const ArrValType &b)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] -= b;
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>& array<ArrValType>::operator*= (const ArrValType &b)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] *= b;
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>& array<ArrValType>::operator/= (const ArrValType &b)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] /= b;
|
||
}
|
||
return *this;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
bool array<ArrValType>::operator== (const array<ArrValType> &b) const
|
||
{
|
||
if (length_ != b.size()) return false;
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
if (val_[i] != b[i]) return false;
|
||
}
|
||
return true;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
bool array<ArrValType>::operator!= (const array<ArrValType> &b) const
|
||
{
|
||
return !(*this == b);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
bool array<ArrValType>::equals(const array<ArrValType> &b, ArrValType eps) const
|
||
{
|
||
if (length_ != b.size()) return false;
|
||
|
||
if (eps == ArrValType{})
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
if (val_[i] != b[i]) return false;
|
||
}
|
||
}
|
||
else
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
if (std::abs(val_[i] - b[i]) > eps) return false;
|
||
}
|
||
}
|
||
return true;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
array<ArrValType>::~array()
|
||
{
|
||
clear();
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::resize(size_t len)
|
||
{
|
||
if (len == 0)
|
||
{
|
||
throw std::invalid_argument("[gctl::array<T>::resize] Invalid array size.");
|
||
}
|
||
|
||
if (length_ != len)
|
||
{
|
||
clear();
|
||
|
||
length_ = len;
|
||
val_ = new ArrValType[len];
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::resize(size_t len, ArrValType init_val)
|
||
{
|
||
resize(len);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = init_val;
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::resize(ArrValType *init_array, size_t len)
|
||
{
|
||
if (init_array == nullptr)
|
||
{
|
||
throw std::domain_error("[gctl::array<T>::resize] Invalid pointer.");
|
||
}
|
||
|
||
resize(len);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = init_array[i];
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::resize(const array<ArrValType> &b)
|
||
{
|
||
if (!b.empty())
|
||
{
|
||
resize(b.size());
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = b[i];
|
||
}
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::resize(std::initializer_list<ArrValType> init_val)
|
||
{
|
||
resize(init_val.size());
|
||
|
||
typename std::initializer_list<ArrValType>::iterator iter = init_val.begin();
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = *iter;
|
||
iter++;
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::resize(size_t s, ArrValType st, ArrValType inc)
|
||
{
|
||
resize(s);
|
||
sequence(st, inc);
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::clear()
|
||
{
|
||
if (val_ != nullptr)
|
||
{
|
||
delete[] val_;
|
||
val_ = nullptr;
|
||
|
||
length_ = 0;
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::assign(ArrValType in_val)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = in_val;
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::assign(ArrValType in_val, size_t st, size_t range)
|
||
{
|
||
if (st + range <= length_)
|
||
{
|
||
for (size_t i = st; i < st + range; i++)
|
||
{
|
||
val_[i] = in_val;
|
||
}
|
||
return;
|
||
}
|
||
|
||
throw std::runtime_error("[gctl::array<T>::assign] Invalid segment range.");
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::concat(const array<ArrValType> &b)
|
||
{
|
||
ArrValType *t = new ArrValType [length_ + b.size()];
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
t[i] = val_[i];
|
||
}
|
||
|
||
for (size_t i = 0; i < b.size(); i++)
|
||
{
|
||
t[i + length_] = b[i];
|
||
}
|
||
|
||
delete[] val_;
|
||
val_ = t;
|
||
|
||
length_ += b.size();
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::slice(array<ArrValType> &b, size_t st) const
|
||
{
|
||
if (b.size() + st <= length_)
|
||
{
|
||
for (size_t i = 0; i < b.size(); i++)
|
||
{
|
||
b[i] = val_[i + st];
|
||
}
|
||
}
|
||
else
|
||
{
|
||
size_t c = 0;
|
||
for (size_t i = st; i < length_; i++)
|
||
{
|
||
b[c] = val_[i];
|
||
c++;
|
||
}
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::slice(array<ArrValType> &b, const array<size_t> &ids) const
|
||
{
|
||
b.resize(ids.size());
|
||
for (size_t i = 0; i < ids.size(); i++)
|
||
{
|
||
b[i] = val_[ids[i]];
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::insert(array<ArrValType> &b, size_t st)
|
||
{
|
||
if (b.size() + st <= length_)
|
||
{
|
||
for (size_t i = 0; i < b.size(); i++)
|
||
{
|
||
val_[i + st] = b[i];
|
||
}
|
||
}
|
||
else
|
||
{
|
||
size_t c = 0;
|
||
for (size_t i = st; i < length_; i++)
|
||
{
|
||
val_[i] = b[c];
|
||
c++;
|
||
}
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType *array<ArrValType>::get(size_t index) const
|
||
{
|
||
if (index >= length_)
|
||
throw std::out_of_range("[gctl::array<T>::at] Invalid index.");
|
||
|
||
return &val_[index];
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType &array<ArrValType>::at(size_t index)
|
||
{
|
||
if (index >= length_)
|
||
throw std::out_of_range("[gctl::array<T>::at] Invalid index.");
|
||
|
||
return val_[index];
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType &array<ArrValType>::at(size_t index) const
|
||
{
|
||
if (index >= length_)
|
||
throw std::out_of_range("[gctl::array<T>::at] Invalid index.");
|
||
|
||
return val_[index];
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType &array<ArrValType>::operator[](size_t index) noexcept
|
||
{
|
||
return val_[index];
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType &array<ArrValType>::operator[](size_t index) const noexcept
|
||
{
|
||
return val_[index];
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::front() const
|
||
{
|
||
return val_[0];
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::back() const
|
||
{
|
||
return val_[length_-1];
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
iterator<ArrValType> array<ArrValType>::begin()
|
||
{
|
||
return iterator<ArrValType>(this->val_, 0);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
iterator<ArrValType> array<ArrValType>::end()
|
||
{
|
||
return iterator<ArrValType>(this->val_, length_);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
bool array<ArrValType>::empty() const noexcept
|
||
{
|
||
if (length_ == 0) return true;
|
||
else return false;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
size_t array<ArrValType>::size() const noexcept
|
||
{
|
||
return length_;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::output(std::vector<ArrValType> &b) const
|
||
{
|
||
if (!b.empty())
|
||
{
|
||
b.clear();
|
||
}
|
||
|
||
b.resize(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
b[i] = val_[i];
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::input(const std::vector<ArrValType> &b)
|
||
{
|
||
resize(b.size());
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = b[i];
|
||
}
|
||
return;
|
||
}
|
||
|
||
#ifdef GCTL_EIGEN
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::output(Eigen::VectorXd &b) const
|
||
{
|
||
b.resize(length_);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
b[i] = val_[i];
|
||
}
|
||
return;
|
||
}
|
||
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::input(const Eigen::VectorXd &b)
|
||
{
|
||
resize(b.size());
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = b[i];
|
||
}
|
||
return;
|
||
}
|
||
#endif // GCTL_EIGEN
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::show(std::ostream &os, char sep)
|
||
{
|
||
if (length_ != 0)
|
||
{
|
||
os << val_[0];
|
||
for (size_t i = 1; i < length_; i++)
|
||
{
|
||
os << sep << val_[i];
|
||
}
|
||
os << std::endl;
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename VecValType>
|
||
std::ostream &operator <<(std::ostream &os, const array<VecValType> &a)
|
||
{
|
||
if (!a.empty())
|
||
{
|
||
os << a[0];
|
||
for (size_t i = 1; i < a.size(); i++)
|
||
{
|
||
os << " " << a[i];
|
||
}
|
||
}
|
||
return os;
|
||
}
|
||
|
||
template <typename VecValType>
|
||
std::istream &operator >>(std::istream &os, array<VecValType> &a)
|
||
{
|
||
for (size_t i = 0; i < a.size(); i++)
|
||
{
|
||
os >> a[i];
|
||
}
|
||
return os;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::random_float(ArrValType np1, ArrValType np2,
|
||
random_type_e mode, unsigned int seed)
|
||
{
|
||
static_assert(std::is_floating_point<ArrValType>::value,
|
||
"gctl::array<T>::random_float(...) could only be used with a float point type.");
|
||
|
||
if (seed == 0) seed = std::chrono::system_clock::now().time_since_epoch().count();
|
||
std::default_random_engine generator(seed);
|
||
|
||
if (mode == RdNormal)
|
||
{
|
||
//添加高斯分布的随机值
|
||
std::normal_distribution<ArrValType> dist(np1, np2);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = dist(generator);
|
||
}
|
||
return;
|
||
}
|
||
|
||
//添加均匀分布的随机值
|
||
std::uniform_real_distribution<ArrValType> dist(np1, np2);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = dist(generator);
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::random_int(ArrValType np1, ArrValType np2, unsigned int seed)
|
||
{
|
||
static_assert(std::is_integral<ArrValType>::value,
|
||
"gctl::array<T>::random_int(...) could only be used with an integral type.");
|
||
|
||
if (seed == 0) seed = std::chrono::system_clock::now().time_since_epoch().count();
|
||
std::default_random_engine generator(seed);
|
||
|
||
//添加均匀分布的随机值
|
||
std::uniform_int_distribution<ArrValType> dist(np1, np2);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = dist(generator);
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::sequence(ArrValType st_val, ArrValType inc,
|
||
size_t st_id, size_t size, size_t space)
|
||
{
|
||
if (st_id >= length_) throw std::runtime_error("[gctl::array<T>::sequence] Invalid index.");
|
||
size = GCTL_MIN(size, length_);
|
||
|
||
if (size > 0)
|
||
{
|
||
val_[st_id] = st_val;
|
||
size--;
|
||
|
||
size_t id = st_id;
|
||
size_t id2 = st_id + space + 1;
|
||
while (id2 < length_ && size > 0)
|
||
{
|
||
val_[id2] = val_[id] + inc;
|
||
|
||
id = id2;
|
||
id2 += space + 1;
|
||
size--;
|
||
}
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::sequence2d(ArrValType rs, ArrValType rinc,
|
||
ArrValType cs, ArrValType cinc, size_t rn, size_t cn)
|
||
{
|
||
if (rn*cn != length_)
|
||
{
|
||
throw std::invalid_argument("[gctl::array<T>::sequence2d] Invalid sequence sizes.");
|
||
}
|
||
|
||
array<ArrValType> out_x(cn), out_y(rn);
|
||
out_x.sequence(cs, cinc);
|
||
out_y.sequence(rs, rinc);
|
||
|
||
for (size_t i = 0; i < rn; i++)
|
||
{
|
||
for (size_t j = 0; j < cn; j++)
|
||
{
|
||
val_[j + i*cn] = out_x[j] + out_y[i];
|
||
}
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::sequence3d(ArrValType ls, ArrValType linc,
|
||
ArrValType rs, ArrValType rinc, ArrValType cs, ArrValType cinc,
|
||
size_t ln, size_t rn, size_t cn)
|
||
{
|
||
if (ln*rn*cn != length_)
|
||
{
|
||
throw std::invalid_argument("[gctl::array<T>::sequence3d] Invalid sequence sizes.");
|
||
}
|
||
|
||
array<ArrValType> out_x(cn), out_y(rn), out_z(ln);
|
||
out_x.sequence(cs, cinc);
|
||
out_y.sequence(rs, rinc);
|
||
out_z.sequence(ls, linc);
|
||
|
||
for (size_t k = 0; k < ln; k++)
|
||
{
|
||
for (size_t i = 0; i < rn; i++)
|
||
{
|
||
for (size_t j = 0; j < cn; j++)
|
||
{
|
||
val_[j + i*cn + k*rn*cn] = out_x[j] + out_y[i] + out_z[k];
|
||
}
|
||
}
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::scale(ArrValType in_val)
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::scale(...) could only be used with an arithmetic type.");
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = val_[i]*in_val;
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::dot(const array<ArrValType> &a)
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::dot(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ != a.size())
|
||
{
|
||
throw std::runtime_error("Incompatible array sizes. gctl::array<T>::dot(...)");
|
||
}
|
||
|
||
ArrValType s = (ArrValType) 0;
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
s += val_[i]*a[i];
|
||
}
|
||
return s;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::sum() const
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::sum(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ == 0) return ArrValType{};
|
||
|
||
ArrValType s = val_[0];
|
||
#pragma omp parallel for reduction(+:s)
|
||
for (size_t i = 1; i < length_; i++)
|
||
{
|
||
s += val_[i];
|
||
}
|
||
return s;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::mean() const
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::mean(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ == 0) return ArrValType{};
|
||
return sum()/static_cast<ArrValType>(length_);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::variance() const
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::variance(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ == 0 || val_ == nullptr) return ArrValType{};
|
||
|
||
ArrValType m = mean();
|
||
ArrValType d = ArrValType(0);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
d += (val_[i] - m)*(val_[i] - m);
|
||
}
|
||
return d/static_cast<ArrValType>(length_);
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::std() const
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::std(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ == 0 || val_ == nullptr) return ArrValType{};
|
||
|
||
ArrValType m = mean(), s = ArrValType(0);
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
s += (val_[i] - m)*(val_[i] - m);
|
||
}
|
||
return sqrt(s/static_cast<ArrValType>(length_));
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::rms() const
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::rms(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ == 0) return ArrValType{};
|
||
|
||
ArrValType m = 0;
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
m += val_[i]*val_[i];
|
||
}
|
||
return sqrt(m/static_cast<ArrValType>(length_));
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::max() const
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::max(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ == 0) return ArrValType{};
|
||
|
||
ArrValType m = val_[0];
|
||
for (size_t i = 1; i < length_; i++)
|
||
{
|
||
m = std::max(val_[i], m);
|
||
}
|
||
return m;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::min() const
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::min(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ == 0) return ArrValType{};
|
||
|
||
ArrValType m = val_[0];
|
||
for (size_t i = 1; i < length_; i++)
|
||
{
|
||
m = std::min(val_[i], m);
|
||
}
|
||
return m;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::module(norm_type_e n_type) const
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::module(...) could only be used with an arithmetic type.");
|
||
|
||
ArrValType norm_sum = 0.0;
|
||
|
||
if (n_type == L0)
|
||
{
|
||
int n = 0;
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
if (val_[i] != 0.0)
|
||
{
|
||
n++;
|
||
}
|
||
}
|
||
norm_sum = (ArrValType) n;
|
||
}
|
||
|
||
if (n_type == L1)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
norm_sum += GCTL_FABS(val_[i]);
|
||
}
|
||
}
|
||
|
||
if (n_type == L2)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
norm_sum += val_[i] * val_[i];
|
||
}
|
||
norm_sum = sqrt(norm_sum);
|
||
}
|
||
|
||
if (n_type == Linf)
|
||
{
|
||
norm_sum = val_[0];
|
||
for (int i = 1; i < length_; i++)
|
||
{
|
||
norm_sum = GCTL_MAX(norm_sum, val_[i]);
|
||
}
|
||
}
|
||
|
||
return norm_sum;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::normalize(ArrValType norm, norm_type_e n_type)
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::normalize(...) could only be used with an arithmetic type.");
|
||
|
||
ArrValType norm_sum = module(n_type);
|
||
|
||
if (norm_sum <= GCTL_ZERO) return 0;
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = val_[i]*norm/norm_sum;
|
||
}
|
||
return norm_sum;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::orth(array<ArrValType> &b)
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::orth(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ != b.size())
|
||
{
|
||
throw std::runtime_error("[gctl::array<T>::orth] Incompatible array size.");
|
||
}
|
||
|
||
ArrValType product = dot(b);
|
||
for (int i = 0; i < length_; i++)
|
||
{
|
||
b[i] = b[i] - product*val_[i];
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::log2linear(const ArrValType &base)
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::logspace(...) could only be used with an arithmetic type.");
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = pow(base, val_[i]);
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::linear2log(ArrValType base)
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::linear2log(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ == 0 || val_ == nullptr) return;
|
||
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
if (val_[i] <= ArrValType(0)) continue; // 跳过非正值
|
||
val_[i] = std::log(val_[i])/std::log(base);
|
||
}
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
ArrValType array<ArrValType>::std_unbiased() const
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::std_unbiased(...) could only be used with an arithmetic type.");
|
||
|
||
if (length_ < 2) return 0;
|
||
|
||
ArrValType mn = mean();
|
||
ArrValType d = (ArrValType) 0;
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
d = d + (val_[i] - mn)*(val_[i] - mn);
|
||
}
|
||
return sqrt(d/(length_ - 1));
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::set2range(ArrValType min, ArrValType max, range_type_e rt)
|
||
{
|
||
static_assert(std::is_arithmetic<ArrValType>::value,
|
||
"gctl::array<T>::set2range(...) could only be used with an arithmetic type.");
|
||
|
||
ArrValType amin = val_[0], amax = val_[0];
|
||
for (size_t i = 1; i < length_; i++)
|
||
{
|
||
amin = amin<val_[i]?amin:val_[i];
|
||
amax = amax>val_[i]?amax:val_[i];
|
||
}
|
||
|
||
if (rt == HardScale)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = (max - min)*(val_[i] - amin)/(amax - amin) + min;
|
||
}
|
||
return;
|
||
}
|
||
|
||
if (amin >= min && amax <= max) return; // aleardy in the range, nothing to be done
|
||
|
||
if (rt == CutOff)
|
||
{
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
if (val_[i] > max) val_[i] = max;
|
||
if (val_[i] < min) val_[i] = min;
|
||
}
|
||
return;
|
||
}
|
||
|
||
// Soft Scale
|
||
ArrValType min2 = amin>min?amin:min;
|
||
ArrValType max2 = amax<max?amax:max;
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
val_[i] = (max2 - min2)*(val_[i] - amin)/(amax - amin) + min2;
|
||
}
|
||
return;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
bool array<ArrValType>::any_of(const ArrValType& value) const
|
||
{
|
||
bool result = false;
|
||
#pragma omp parallel for reduction(|:result)
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
result = result || (val_[i] == value);
|
||
}
|
||
return result;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
bool array<ArrValType>::all_of(const ArrValType& value) const
|
||
{
|
||
bool result = true;
|
||
#pragma omp parallel for reduction(&:result)
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
result = result && (val_[i] == value);
|
||
}
|
||
return result;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
size_t array<ArrValType>::count(const ArrValType& value) const
|
||
{
|
||
size_t result = 0;
|
||
#pragma omp parallel for reduction(+:result)
|
||
for (size_t i = 0; i < length_; i++)
|
||
{
|
||
if (val_[i] == value) ++result;
|
||
}
|
||
return result;
|
||
}
|
||
|
||
template <typename ArrValType>
|
||
void array<ArrValType>::memory_usage(std::ostream &os) const noexcept
|
||
{
|
||
size_t byte = sizeof(*this) + length_ * sizeof(ArrValType);
|
||
if (byte/1073741824 > 0) os << byte/1073741824 << " GB\n";
|
||
else if (byte/1048576 > 0) os << byte/1048576 << " MB\n";
|
||
else if (byte/1024 > 0) os << byte/1024 << " KB\n";
|
||
else os << byte << " B\n";
|
||
return;
|
||
}
|
||
};
|
||
|
||
#endif // _GCTL_ARRAY_H
|