算法在计算机科学和程序设计中扮演着至关重要的角色,如在解决问题、优化效率、决策优化、实现计算机程序、提高可靠性以及促进科学融合等方面具有广泛而深远的影响。今天大姚给大家分享一个开源、免费、全面的C#算法实战教程:TheAlgorithms/C-Sharp
。
一个C#实现的各种算法集合,这些算法涵盖了计算机科学、数学和统计学、数据科学、机器学习、工程等多个领域。这些实现及其相关文档旨在为教育工作者和学生提供学习资源。因此,可能会找到针对同一目标使用不同算法策略和优化的多种实现。
/// <summary>
/// Class that implements insertion sort algorithm.
/// </summary>
/// <typeparam name="T">Type of array element.</typeparam>
public class InsertionSorter<T> : IComparisonSorter<T>
{
/// <summary>
/// Sorts array using specified comparer,
/// internal, in-place, stable,
/// time complexity: O(n^2),
/// space complexity: O(1),
/// where n - array length.
/// </summary>
/// <param name="array">Array to sort.</param>
/// <param name="comparer">Compares elements.</param>
public void Sort(T[] array, IComparer<T> comparer)
{
for (var i = 1; i < array.Length; i++)
{
for (var j = i; j > 0 && comparer.Compare(array[j], array[j - 1]) < 0; j--)
{
var temp = array[j - 1];
array[j - 1] = array[j];
array[j] = temp;
}
}
}
}
/// <summary>
/// Sorts arrays using quicksort.
/// </summary>
/// <typeparam name="T">Type of array element.</typeparam>
public abstract class QuickSorter<T> : IComparisonSorter<T>
{
/// <summary>
/// Sorts array using Hoare partition scheme,
/// internal, in-place,
/// time complexity average: O(n log(n)),
/// time complexity worst: O(n^2),
/// space complexity: O(log(n)),
/// where n - array length.
/// </summary>
/// <param name="array">Array to sort.</param>
/// <param name="comparer">Compares elements.</param>
public void Sort(T[] array, IComparer<T> comparer) => Sort(array, comparer, 0, array.Length - 1);
protected abstract T SelectPivot(T[] array, IComparer<T> comparer, int left, int right);
private void Sort(T[] array, IComparer<T> comparer, int left, int right)
{
if (left >= right)
{
return;
}
var p = Partition(array, comparer, left, right);
Sort(array, comparer, left, p);
Sort(array, comparer, p + 1, right);
}
private int Partition(T[] array, IComparer<T> comparer, int left, int right)
{
var pivot = SelectPivot(array, comparer, left, right);
var nleft = left;
var nright = right;
while (true)
{
while (comparer.Compare(array[nleft], pivot) < 0)
{
nleft++;
}
while (comparer.Compare(array[nright], pivot) > 0)
{
nright--;
}
if (nleft >= nright)
{
return nright;
}
var t = array[nleft];
array[nleft] = array[nright];
array[nright] = t;
nleft++;
nright--;
}
}
}
/// <summary>
/// Class that implements linear search algorithm.
/// </summary>
/// <typeparam name="T">Type of array element.</typeparam>
public class LinearSearcher<T>
{
/// <summary>
/// Finds first item in array that satisfies specified term
/// Time complexity: O(n)
/// Space complexity: O(1).
/// </summary>
/// <param name="data">Array to search in.</param>
/// <param name="term">Term to check against.</param>
/// <returns>First item that satisfies term.</returns>
public T Find(T[] data, Func<T, bool> term)
{
for (var i = 0; i < data.Length; i++)
{
if (term(data[i]))
{
return data[i];
}
}
throw new ItemNotFoundException();
}
/// <summary>
/// Finds index of first item in array that satisfies specified term
/// Time complexity: O(n)
/// Space complexity: O(1).
/// </summary>
/// <param name="data">Array to search in.</param>
/// <param name="term">Term to check against.</param>
/// <returns>Index of first item that satisfies term or -1 if none found.</returns>
public int FindIndex(T[] data, Func<T, bool> term)
{
for (var i = 0; i < data.Length; i++)
{
if (term(data[i]))
{
return i;
}
}
return -1;
}
}
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GitHub开源地址:https://github.com/TheAlgorithms/C-Sharp
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