mirror of
https://github.com/krahets/hello-algo.git
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Translate all code to English (#1836)
* Review the EN heading format. * Fix pythontutor headings. * Fix pythontutor headings. * bug fixes * Fix headings in **/summary.md * Revisit the CN-to-EN translation for Python code using Claude-4.5 * Revisit the CN-to-EN translation for Java code using Claude-4.5 * Revisit the CN-to-EN translation for Cpp code using Claude-4.5. * Fix the dictionary. * Fix cpp code translation for the multipart strings. * Translate Go code to English. * Update workflows to test EN code. * Add EN translation for C. * Add EN translation for CSharp. * Add EN translation for Swift. * Trigger the CI check. * Revert. * Update en/hash_map.md * Add the EN version of Dart code. * Add the EN version of Kotlin code. * Add missing code files. * Add the EN version of JavaScript code. * Add the EN version of TypeScript code. * Fix the workflows. * Add the EN version of Ruby code. * Add the EN version of Rust code. * Update the CI check for the English version code. * Update Python CI check. * Fix cmakelists for en/C code. * Fix Ruby comments
This commit is contained in:
@@ -0,0 +1,88 @@
|
||||
# CSharp formatting rules
|
||||
[*.cs]
|
||||
csharp_new_line_before_open_brace = none
|
||||
csharp_new_line_before_else = false
|
||||
csharp_new_line_before_catch = false
|
||||
csharp_new_line_before_finally = false
|
||||
csharp_indent_labels = one_less_than_current
|
||||
csharp_using_directive_placement = outside_namespace:silent
|
||||
csharp_prefer_simple_using_statement = true:suggestion
|
||||
csharp_prefer_braces = true:silent
|
||||
csharp_style_namespace_declarations = block_scoped:silent
|
||||
csharp_style_prefer_method_group_conversion = true:silent
|
||||
csharp_style_prefer_top_level_statements = true:silent
|
||||
csharp_style_prefer_primary_constructors = true:suggestion
|
||||
csharp_style_expression_bodied_methods = false:silent
|
||||
csharp_style_expression_bodied_constructors = false:silent
|
||||
csharp_style_expression_bodied_operators = false:silent
|
||||
csharp_style_expression_bodied_properties = true:silent
|
||||
csharp_style_expression_bodied_indexers = true:silent
|
||||
csharp_style_expression_bodied_accessors = true:silent
|
||||
csharp_style_expression_bodied_lambdas = true:silent
|
||||
|
||||
# CS8981: The type name only contains lower-cased ascii characters. Such names may become reserved for the language.
|
||||
dotnet_diagnostic.CS8981.severity = silent
|
||||
|
||||
# IDE1006: Naming Styles
|
||||
dotnet_diagnostic.IDE1006.severity = silent
|
||||
|
||||
# CA1822: Mark members as static
|
||||
dotnet_diagnostic.CA1822.severity = silent
|
||||
|
||||
[*.{cs,vb}]
|
||||
#### Naming styles ####
|
||||
|
||||
# Naming rules
|
||||
|
||||
dotnet_naming_rule.interface_should_be_begins_with_i.severity = suggestion
|
||||
dotnet_naming_rule.interface_should_be_begins_with_i.symbols = interface
|
||||
dotnet_naming_rule.interface_should_be_begins_with_i.style = begins_with_i
|
||||
|
||||
dotnet_naming_rule.types_should_be_pascal_case.severity = suggestion
|
||||
dotnet_naming_rule.types_should_be_pascal_case.symbols = types
|
||||
dotnet_naming_rule.types_should_be_pascal_case.style = pascal_case
|
||||
|
||||
dotnet_naming_rule.non_field_members_should_be_pascal_case.severity = suggestion
|
||||
dotnet_naming_rule.non_field_members_should_be_pascal_case.symbols = non_field_members
|
||||
dotnet_naming_rule.non_field_members_should_be_pascal_case.style = pascal_case
|
||||
|
||||
# Symbol specifications
|
||||
|
||||
dotnet_naming_symbols.interface.applicable_kinds = interface
|
||||
dotnet_naming_symbols.interface.applicable_accessibilities = public, internal, private, protected, protected_internal, private_protected
|
||||
dotnet_naming_symbols.interface.required_modifiers =
|
||||
|
||||
dotnet_naming_symbols.types.applicable_kinds = class, struct, interface, enum
|
||||
dotnet_naming_symbols.types.applicable_accessibilities = public, internal, private, protected, protected_internal, private_protected
|
||||
dotnet_naming_symbols.types.required_modifiers =
|
||||
|
||||
dotnet_naming_symbols.non_field_members.applicable_kinds = property, event, method
|
||||
dotnet_naming_symbols.non_field_members.applicable_accessibilities = public, internal, private, protected, protected_internal, private_protected
|
||||
dotnet_naming_symbols.non_field_members.required_modifiers =
|
||||
|
||||
# Naming styles
|
||||
|
||||
dotnet_naming_style.begins_with_i.required_prefix = I
|
||||
dotnet_naming_style.begins_with_i.required_suffix =
|
||||
dotnet_naming_style.begins_with_i.word_separator =
|
||||
dotnet_naming_style.begins_with_i.capitalization = pascal_case
|
||||
|
||||
dotnet_naming_style.pascal_case.required_prefix =
|
||||
dotnet_naming_style.pascal_case.required_suffix =
|
||||
dotnet_naming_style.pascal_case.word_separator =
|
||||
dotnet_naming_style.pascal_case.capitalization = pascal_case
|
||||
|
||||
dotnet_naming_style.pascal_case.required_prefix =
|
||||
dotnet_naming_style.pascal_case.required_suffix =
|
||||
dotnet_naming_style.pascal_case.word_separator =
|
||||
dotnet_naming_style.pascal_case.capitalization = pascal_case
|
||||
dotnet_style_operator_placement_when_wrapping = beginning_of_line
|
||||
tab_width = 4
|
||||
indent_size = 4
|
||||
end_of_line = crlf
|
||||
|
||||
# IDE0040: Add accessibility modifiers
|
||||
dotnet_diagnostic.IDE0040.severity = silent
|
||||
|
||||
# IDE0044: Add readonly modifier
|
||||
dotnet_diagnostic.IDE0044.severity = silent
|
||||
@@ -0,0 +1,5 @@
|
||||
.idea/
|
||||
.vs/
|
||||
obj/
|
||||
.Debug
|
||||
bin/
|
||||
@@ -0,0 +1,3 @@
|
||||
global using NUnit.Framework;
|
||||
global using hello_algo.utils;
|
||||
global using System.Text;
|
||||
@@ -0,0 +1,107 @@
|
||||
// File: array.cs
|
||||
// Created Time: 2022-12-14
|
||||
// Author: mingXta (1195669834@qq.com)
|
||||
|
||||
namespace hello_algo.chapter_array_and_linkedlist;
|
||||
|
||||
public class array {
|
||||
/* Random access to element */
|
||||
int RandomAccess(int[] nums) {
|
||||
Random random = new();
|
||||
// Randomly select a number in interval [0, nums.Length)
|
||||
int randomIndex = random.Next(nums.Length);
|
||||
// Retrieve and return the random element
|
||||
int randomNum = nums[randomIndex];
|
||||
return randomNum;
|
||||
}
|
||||
|
||||
/* Extend array length */
|
||||
int[] Extend(int[] nums, int enlarge) {
|
||||
// Initialize an array with extended length
|
||||
int[] res = new int[nums.Length + enlarge];
|
||||
// Copy all elements from the original array to the new array
|
||||
for (int i = 0; i < nums.Length; i++) {
|
||||
res[i] = nums[i];
|
||||
}
|
||||
// Return the extended new array
|
||||
return res;
|
||||
}
|
||||
|
||||
/* Insert element num at index index in the array */
|
||||
void Insert(int[] nums, int num, int index) {
|
||||
// Move all elements at and after index index backward by one position
|
||||
for (int i = nums.Length - 1; i > index; i--) {
|
||||
nums[i] = nums[i - 1];
|
||||
}
|
||||
// Assign num to the element at index index
|
||||
nums[index] = num;
|
||||
}
|
||||
|
||||
/* Remove the element at index index */
|
||||
void Remove(int[] nums, int index) {
|
||||
// Move all elements after index index forward by one position
|
||||
for (int i = index; i < nums.Length - 1; i++) {
|
||||
nums[i] = nums[i + 1];
|
||||
}
|
||||
}
|
||||
|
||||
/* Traverse array */
|
||||
void Traverse(int[] nums) {
|
||||
int count = 0;
|
||||
// Traverse array by index
|
||||
for (int i = 0; i < nums.Length; i++) {
|
||||
count += nums[i];
|
||||
}
|
||||
// Direct traversal of array elements
|
||||
foreach (int num in nums) {
|
||||
count += num;
|
||||
}
|
||||
}
|
||||
|
||||
/* Find the specified element in the array */
|
||||
int Find(int[] nums, int target) {
|
||||
for (int i = 0; i < nums.Length; i++) {
|
||||
if (nums[i] == target)
|
||||
return i;
|
||||
}
|
||||
return -1;
|
||||
}
|
||||
|
||||
/* Helper function, convert array to string */
|
||||
string ToString(int[] nums) {
|
||||
return string.Join(",", nums);
|
||||
}
|
||||
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// Initialize array
|
||||
int[] arr = new int[5];
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||||
Console.WriteLine("Array arr = " + ToString(arr));
|
||||
int[] nums = [1, 3, 2, 5, 4];
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||||
Console.WriteLine("Array nums = " + ToString(nums));
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||||
|
||||
// Insert element
|
||||
int randomNum = RandomAccess(nums);
|
||||
Console.WriteLine("Get random element in nums " + randomNum);
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||||
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||||
// Traverse array
|
||||
nums = Extend(nums, 3);
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||||
Console.WriteLine("Extend array length to 8, resulting in nums = " + ToString(nums));
|
||||
|
||||
// Insert element
|
||||
Insert(nums, 6, 3);
|
||||
Console.WriteLine("Insert number 6 at index 3, resulting in nums = " + ToString(nums));
|
||||
|
||||
// Remove element
|
||||
Remove(nums, 2);
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||||
Console.WriteLine("Remove element at index 2, resulting in nums = " + ToString(nums));
|
||||
|
||||
// Traverse array
|
||||
Traverse(nums);
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||||
|
||||
// Find element
|
||||
int index = Find(nums, 3);
|
||||
Console.WriteLine("Find element 3 in nums, get index = " + index);
|
||||
}
|
||||
}
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||||
@@ -0,0 +1,80 @@
|
||||
// File: linked_list.cs
|
||||
// Created Time: 2022-12-16
|
||||
// Author: mingXta (1195669834@qq.com)
|
||||
|
||||
namespace hello_algo.chapter_array_and_linkedlist;
|
||||
|
||||
public class linked_list {
|
||||
/* Insert node P after node n0 in the linked list */
|
||||
void Insert(ListNode n0, ListNode P) {
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||||
ListNode? n1 = n0.next;
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||||
P.next = n1;
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||||
n0.next = P;
|
||||
}
|
||||
|
||||
/* Remove the first node after node n0 in the linked list */
|
||||
void Remove(ListNode n0) {
|
||||
if (n0.next == null)
|
||||
return;
|
||||
// n0 -> P -> n1
|
||||
ListNode P = n0.next;
|
||||
ListNode? n1 = P.next;
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||||
n0.next = n1;
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||||
}
|
||||
|
||||
/* Access the node at index index in the linked list */
|
||||
ListNode? Access(ListNode? head, int index) {
|
||||
for (int i = 0; i < index; i++) {
|
||||
if (head == null)
|
||||
return null;
|
||||
head = head.next;
|
||||
}
|
||||
return head;
|
||||
}
|
||||
|
||||
/* Find the first node with value target in the linked list */
|
||||
int Find(ListNode? head, int target) {
|
||||
int index = 0;
|
||||
while (head != null) {
|
||||
if (head.val == target)
|
||||
return index;
|
||||
head = head.next;
|
||||
index++;
|
||||
}
|
||||
return -1;
|
||||
}
|
||||
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// Initialize linked list
|
||||
// Initialize each node
|
||||
ListNode n0 = new(1);
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||||
ListNode n1 = new(3);
|
||||
ListNode n2 = new(2);
|
||||
ListNode n3 = new(5);
|
||||
ListNode n4 = new(4);
|
||||
// Build references between nodes
|
||||
n0.next = n1;
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||||
n1.next = n2;
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||||
n2.next = n3;
|
||||
n3.next = n4;
|
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Console.WriteLine($"Initialized linked list is{n0}");
|
||||
|
||||
// Insert node
|
||||
Insert(n0, new ListNode(0));
|
||||
Console.WriteLine($"Linked list after node insertion is{n0}");
|
||||
|
||||
// Remove node
|
||||
Remove(n0);
|
||||
Console.WriteLine($"Linked list after node deletion is{n0}");
|
||||
|
||||
// Access node
|
||||
ListNode? node = Access(n0, 3);
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||||
Console.WriteLine($"Value of node at index 3 in linked list = {node?.val}");
|
||||
|
||||
// Search node
|
||||
int index = Find(n0, 2);
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||||
Console.WriteLine($"Index of node with value 2 in linked list = {index}");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,66 @@
|
||||
/**
|
||||
* File: list.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_array_and_linkedlist;
|
||||
|
||||
public class list {
|
||||
[Test]
|
||||
public void Test() {
|
||||
|
||||
/* Initialize list */
|
||||
int[] numbers = [1, 3, 2, 5, 4];
|
||||
List<int> nums = [.. numbers];
|
||||
Console.WriteLine("List nums = " + string.Join(",", nums));
|
||||
|
||||
/* Update element */
|
||||
int num = nums[1];
|
||||
Console.WriteLine("Access element at index 1, get num = " + num);
|
||||
|
||||
/* Add elements at the end */
|
||||
nums[1] = 0;
|
||||
Console.WriteLine("Update element at index 1 to 0, resulting in nums = " + string.Join(",", nums));
|
||||
|
||||
/* Remove element */
|
||||
nums.Clear();
|
||||
Console.WriteLine("After clearing list, nums = " + string.Join(",", nums));
|
||||
|
||||
/* Direct traversal of list elements */
|
||||
nums.Add(1);
|
||||
nums.Add(3);
|
||||
nums.Add(2);
|
||||
nums.Add(5);
|
||||
nums.Add(4);
|
||||
Console.WriteLine("After adding elements, nums = " + string.Join(",", nums));
|
||||
|
||||
/* Sort list */
|
||||
nums.Insert(3, 6);
|
||||
Console.WriteLine("Insert number 6 at index 3, resulting in nums = " + string.Join(",", nums));
|
||||
|
||||
/* Remove element */
|
||||
nums.RemoveAt(3);
|
||||
Console.WriteLine("Remove element at index 3, resulting in nums = " + string.Join(",", nums));
|
||||
|
||||
/* Traverse list by index */
|
||||
int count = 0;
|
||||
for (int i = 0; i < nums.Count; i++) {
|
||||
count += nums[i];
|
||||
}
|
||||
/* Directly traverse list elements */
|
||||
count = 0;
|
||||
foreach (int x in nums) {
|
||||
count += x;
|
||||
}
|
||||
|
||||
/* Concatenate two lists */
|
||||
List<int> nums1 = [6, 8, 7, 10, 9];
|
||||
nums.AddRange(nums1);
|
||||
Console.WriteLine("Concatenate list nums1 to nums, resulting in nums = " + string.Join(",", nums));
|
||||
|
||||
/* Sort list */
|
||||
nums.Sort(); // After sorting, list elements are arranged from smallest to largest
|
||||
Console.WriteLine("After sorting list, nums = " + string.Join(",", nums));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,144 @@
|
||||
/**
|
||||
* File: my_list.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_array_and_linkedlist;
|
||||
|
||||
/* List class */
|
||||
class MyList {
|
||||
private int[] arr; // Array (stores list elements)
|
||||
private int arrCapacity = 10; // List capacity
|
||||
private int arrSize = 0; // List length (current number of elements)
|
||||
private readonly int extendRatio = 2; // Multiple by which the list capacity is extended each time
|
||||
|
||||
/* Constructor */
|
||||
public MyList() {
|
||||
arr = new int[arrCapacity];
|
||||
}
|
||||
|
||||
/* Get list length (current number of elements) */
|
||||
public int Size() {
|
||||
return arrSize;
|
||||
}
|
||||
|
||||
/* Get list capacity */
|
||||
public int Capacity() {
|
||||
return arrCapacity;
|
||||
}
|
||||
|
||||
/* Update element */
|
||||
public int Get(int index) {
|
||||
// If the index is out of bounds, throw an exception, as below
|
||||
if (index < 0 || index >= arrSize)
|
||||
throw new IndexOutOfRangeException("Index out of bounds");
|
||||
return arr[index];
|
||||
}
|
||||
|
||||
/* Add elements at the end */
|
||||
public void Set(int index, int num) {
|
||||
if (index < 0 || index >= arrSize)
|
||||
throw new IndexOutOfRangeException("Index out of bounds");
|
||||
arr[index] = num;
|
||||
}
|
||||
|
||||
/* Direct traversal of list elements */
|
||||
public void Add(int num) {
|
||||
// When the number of elements exceeds capacity, trigger the extension mechanism
|
||||
if (arrSize == arrCapacity)
|
||||
ExtendCapacity();
|
||||
arr[arrSize] = num;
|
||||
// Update the number of elements
|
||||
arrSize++;
|
||||
}
|
||||
|
||||
/* Sort list */
|
||||
public void Insert(int index, int num) {
|
||||
if (index < 0 || index >= arrSize)
|
||||
throw new IndexOutOfRangeException("Index out of bounds");
|
||||
// When the number of elements exceeds capacity, trigger the extension mechanism
|
||||
if (arrSize == arrCapacity)
|
||||
ExtendCapacity();
|
||||
// Move all elements after index index forward by one position
|
||||
for (int j = arrSize - 1; j >= index; j--) {
|
||||
arr[j + 1] = arr[j];
|
||||
}
|
||||
arr[index] = num;
|
||||
// Update the number of elements
|
||||
arrSize++;
|
||||
}
|
||||
|
||||
/* Remove element */
|
||||
public int Remove(int index) {
|
||||
if (index < 0 || index >= arrSize)
|
||||
throw new IndexOutOfRangeException("Index out of bounds");
|
||||
int num = arr[index];
|
||||
// Move all elements after index forward by one position
|
||||
for (int j = index; j < arrSize - 1; j++) {
|
||||
arr[j] = arr[j + 1];
|
||||
}
|
||||
// Update the number of elements
|
||||
arrSize--;
|
||||
// Return the removed element
|
||||
return num;
|
||||
}
|
||||
|
||||
/* Driver Code */
|
||||
public void ExtendCapacity() {
|
||||
// Create new array of length arrCapacity * extendRatio and copy original array to new array
|
||||
Array.Resize(ref arr, arrCapacity * extendRatio);
|
||||
// Add elements at the end
|
||||
arrCapacity = arr.Length;
|
||||
}
|
||||
|
||||
/* Convert list to array */
|
||||
public int[] ToArray() {
|
||||
// Elements enqueue
|
||||
int[] arr = new int[arrSize];
|
||||
for (int i = 0; i < arrSize; i++) {
|
||||
arr[i] = Get(i);
|
||||
}
|
||||
return arr;
|
||||
}
|
||||
}
|
||||
|
||||
public class my_list {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize list */
|
||||
MyList nums = new();
|
||||
/* Direct traversal of list elements */
|
||||
nums.Add(1);
|
||||
nums.Add(3);
|
||||
nums.Add(2);
|
||||
nums.Add(5);
|
||||
nums.Add(4);
|
||||
Console.WriteLine("List nums = " + string.Join(",", nums.ToArray()) +
|
||||
", capacity = " + nums.Capacity() + ", length = " + nums.Size());
|
||||
|
||||
/* Sort list */
|
||||
nums.Insert(3, 6);
|
||||
Console.WriteLine("Insert number 6 at index 3, resulting in nums = " + string.Join(",", nums.ToArray()));
|
||||
|
||||
/* Remove element */
|
||||
nums.Remove(3);
|
||||
Console.WriteLine("Remove element at index 3, resulting in nums = " + string.Join(",", nums.ToArray()));
|
||||
|
||||
/* Update element */
|
||||
int num = nums.Get(1);
|
||||
Console.WriteLine("Access element at index 1, get num = " + num);
|
||||
|
||||
/* Add elements at the end */
|
||||
nums.Set(1, 0);
|
||||
Console.WriteLine("Update element at index 1 to 0, resulting in nums = " + string.Join(",", nums.ToArray()));
|
||||
|
||||
/* Test capacity expansion mechanism */
|
||||
for (int i = 0; i < 10; i++) {
|
||||
// At i = 5, the list length will exceed the list capacity, triggering the expansion mechanism
|
||||
nums.Add(i);
|
||||
}
|
||||
Console.WriteLine("List nums after expansion = " + string.Join(",", nums.ToArray()) +
|
||||
", capacity = " + nums.Capacity() + ", length = " + nums.Size());
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,76 @@
|
||||
/**
|
||||
* File: n_queens.cs
|
||||
* Created Time: 2023-05-04
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class n_queens {
|
||||
/* Backtracking algorithm: N queens */
|
||||
void Backtrack(int row, int n, List<List<string>> state, List<List<List<string>>> res,
|
||||
bool[] cols, bool[] diags1, bool[] diags2) {
|
||||
// When all rows are placed, record the solution
|
||||
if (row == n) {
|
||||
List<List<string>> copyState = [];
|
||||
foreach (List<string> sRow in state) {
|
||||
copyState.Add(new List<string>(sRow));
|
||||
}
|
||||
res.Add(copyState);
|
||||
return;
|
||||
}
|
||||
// Traverse all columns
|
||||
for (int col = 0; col < n; col++) {
|
||||
// Calculate the main diagonal and anti-diagonal corresponding to this cell
|
||||
int diag1 = row - col + n - 1;
|
||||
int diag2 = row + col;
|
||||
// Pruning: do not allow queens to exist in the column, main diagonal, and anti-diagonal of this cell
|
||||
if (!cols[col] && !diags1[diag1] && !diags2[diag2]) {
|
||||
// Attempt: place the queen in this cell
|
||||
state[row][col] = "Q";
|
||||
cols[col] = diags1[diag1] = diags2[diag2] = true;
|
||||
// Place the next row
|
||||
Backtrack(row + 1, n, state, res, cols, diags1, diags2);
|
||||
// Backtrack: restore this cell to an empty cell
|
||||
state[row][col] = "#";
|
||||
cols[col] = diags1[diag1] = diags2[diag2] = false;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/* Solve N queens */
|
||||
List<List<List<string>>> NQueens(int n) {
|
||||
// Initialize an n*n chessboard, where 'Q' represents a queen and '#' represents an empty cell
|
||||
List<List<string>> state = [];
|
||||
for (int i = 0; i < n; i++) {
|
||||
List<string> row = [];
|
||||
for (int j = 0; j < n; j++) {
|
||||
row.Add("#");
|
||||
}
|
||||
state.Add(row);
|
||||
}
|
||||
bool[] cols = new bool[n]; // Record whether there is a queen in the column
|
||||
bool[] diags1 = new bool[2 * n - 1]; // Record whether there is a queen on the main diagonal
|
||||
bool[] diags2 = new bool[2 * n - 1]; // Record whether there is a queen on the anti-diagonal
|
||||
List<List<List<string>>> res = [];
|
||||
|
||||
Backtrack(0, n, state, res, cols, diags1, diags2);
|
||||
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 4;
|
||||
List<List<List<string>>> res = NQueens(n);
|
||||
|
||||
Console.WriteLine("Input board size is " + n);
|
||||
Console.WriteLine("Total queen placement solutions: " + res.Count + " solutions");
|
||||
foreach (List<List<string>> state in res) {
|
||||
Console.WriteLine("--------------------");
|
||||
foreach (List<string> row in state) {
|
||||
PrintUtil.PrintList(row);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,53 @@
|
||||
/**
|
||||
* File: permutations_i.cs
|
||||
* Created Time: 2023-04-24
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class permutations_i {
|
||||
/* Backtracking algorithm: Permutations I */
|
||||
void Backtrack(List<int> state, int[] choices, bool[] selected, List<List<int>> res) {
|
||||
// When the state length equals the number of elements, record the solution
|
||||
if (state.Count == choices.Length) {
|
||||
res.Add(new List<int>(state));
|
||||
return;
|
||||
}
|
||||
// Traverse all choices
|
||||
for (int i = 0; i < choices.Length; i++) {
|
||||
int choice = choices[i];
|
||||
// Pruning: do not allow repeated selection of elements
|
||||
if (!selected[i]) {
|
||||
// Attempt: make choice, update state
|
||||
selected[i] = true;
|
||||
state.Add(choice);
|
||||
// Proceed to the next round of selection
|
||||
Backtrack(state, choices, selected, res);
|
||||
// Backtrack: undo choice, restore to previous state
|
||||
selected[i] = false;
|
||||
state.RemoveAt(state.Count - 1);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/* Permutations I */
|
||||
List<List<int>> PermutationsI(int[] nums) {
|
||||
List<List<int>> res = [];
|
||||
Backtrack([], nums, new bool[nums.Length], res);
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [1, 2, 3];
|
||||
|
||||
List<List<int>> res = PermutationsI(nums);
|
||||
|
||||
Console.WriteLine("Input array nums = " + string.Join(", ", nums));
|
||||
Console.WriteLine("All permutations res = ");
|
||||
foreach (List<int> permutation in res) {
|
||||
PrintUtil.PrintList(permutation);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,55 @@
|
||||
/**
|
||||
* File: permutations_ii.cs
|
||||
* Created Time: 2023-04-24
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class permutations_ii {
|
||||
/* Backtracking algorithm: Permutations II */
|
||||
void Backtrack(List<int> state, int[] choices, bool[] selected, List<List<int>> res) {
|
||||
// When the state length equals the number of elements, record the solution
|
||||
if (state.Count == choices.Length) {
|
||||
res.Add(new List<int>(state));
|
||||
return;
|
||||
}
|
||||
// Traverse all choices
|
||||
HashSet<int> duplicated = [];
|
||||
for (int i = 0; i < choices.Length; i++) {
|
||||
int choice = choices[i];
|
||||
// Pruning: do not allow repeated selection of elements and do not allow repeated selection of equal elements
|
||||
if (!selected[i] && !duplicated.Contains(choice)) {
|
||||
// Attempt: make choice, update state
|
||||
duplicated.Add(choice); // Record the selected element value
|
||||
selected[i] = true;
|
||||
state.Add(choice);
|
||||
// Proceed to the next round of selection
|
||||
Backtrack(state, choices, selected, res);
|
||||
// Backtrack: undo choice, restore to previous state
|
||||
selected[i] = false;
|
||||
state.RemoveAt(state.Count - 1);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/* Permutations II */
|
||||
List<List<int>> PermutationsII(int[] nums) {
|
||||
List<List<int>> res = [];
|
||||
Backtrack([], nums, new bool[nums.Length], res);
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [1, 2, 2];
|
||||
|
||||
List<List<int>> res = PermutationsII(nums);
|
||||
|
||||
Console.WriteLine("Input array nums = " + string.Join(", ", nums));
|
||||
Console.WriteLine("All permutations res = ");
|
||||
foreach (List<int> permutation in res) {
|
||||
PrintUtil.PrintList(permutation);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,37 @@
|
||||
/**
|
||||
* File: preorder_traversal_i_compact.cs
|
||||
* Created Time: 2023-04-17
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class preorder_traversal_i_compact {
|
||||
List<TreeNode> res = [];
|
||||
|
||||
/* Preorder traversal: Example 1 */
|
||||
void PreOrder(TreeNode? root) {
|
||||
if (root == null) {
|
||||
return;
|
||||
}
|
||||
if (root.val == 7) {
|
||||
// Record solution
|
||||
res.Add(root);
|
||||
}
|
||||
PreOrder(root.left);
|
||||
PreOrder(root.right);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
TreeNode? root = TreeNode.ListToTree([1, 7, 3, 4, 5, 6, 7]);
|
||||
Console.WriteLine("\nInitialize binary tree");
|
||||
PrintUtil.PrintTree(root);
|
||||
|
||||
// Preorder traversal
|
||||
PreOrder(root);
|
||||
|
||||
Console.WriteLine("\nOutput all nodes with value 7");
|
||||
PrintUtil.PrintList(res.Select(p => p.val).ToList());
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,44 @@
|
||||
/**
|
||||
* File: preorder_traversal_ii_compact.cs
|
||||
* Created Time: 2023-04-17
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class preorder_traversal_ii_compact {
|
||||
List<TreeNode> path = [];
|
||||
List<List<TreeNode>> res = [];
|
||||
|
||||
/* Preorder traversal: Example 2 */
|
||||
void PreOrder(TreeNode? root) {
|
||||
if (root == null) {
|
||||
return;
|
||||
}
|
||||
// Attempt
|
||||
path.Add(root);
|
||||
if (root.val == 7) {
|
||||
// Record solution
|
||||
res.Add(new List<TreeNode>(path));
|
||||
}
|
||||
PreOrder(root.left);
|
||||
PreOrder(root.right);
|
||||
// Backtrack
|
||||
path.RemoveAt(path.Count - 1);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
TreeNode? root = TreeNode.ListToTree([1, 7, 3, 4, 5, 6, 7]);
|
||||
Console.WriteLine("\nInitialize binary tree");
|
||||
PrintUtil.PrintTree(root);
|
||||
|
||||
// Preorder traversal
|
||||
PreOrder(root);
|
||||
|
||||
Console.WriteLine("\nOutput all paths from root node to node 7");
|
||||
foreach (List<TreeNode> path in res) {
|
||||
PrintUtil.PrintList(path.Select(p => p.val).ToList());
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,45 @@
|
||||
/**
|
||||
* File: preorder_traversal_iii_compact.cs
|
||||
* Created Time: 2023-04-17
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class preorder_traversal_iii_compact {
|
||||
List<TreeNode> path = [];
|
||||
List<List<TreeNode>> res = [];
|
||||
|
||||
/* Preorder traversal: Example 3 */
|
||||
void PreOrder(TreeNode? root) {
|
||||
// Pruning
|
||||
if (root == null || root.val == 3) {
|
||||
return;
|
||||
}
|
||||
// Attempt
|
||||
path.Add(root);
|
||||
if (root.val == 7) {
|
||||
// Record solution
|
||||
res.Add(new List<TreeNode>(path));
|
||||
}
|
||||
PreOrder(root.left);
|
||||
PreOrder(root.right);
|
||||
// Backtrack
|
||||
path.RemoveAt(path.Count - 1);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
TreeNode? root = TreeNode.ListToTree([1, 7, 3, 4, 5, 6, 7]);
|
||||
Console.WriteLine("\nInitialize binary tree");
|
||||
PrintUtil.PrintTree(root);
|
||||
|
||||
// Preorder traversal
|
||||
PreOrder(root);
|
||||
|
||||
Console.WriteLine("\nOutput all paths from root node to node 7, paths do not include nodes with value 3");
|
||||
foreach (List<TreeNode> path in res) {
|
||||
PrintUtil.PrintList(path.Select(p => p.val).ToList());
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,72 @@
|
||||
/**
|
||||
* File: preorder_traversal_iii_template.cs
|
||||
* Created Time: 2023-04-17
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class preorder_traversal_iii_template {
|
||||
/* Check if the current state is a solution */
|
||||
bool IsSolution(List<TreeNode> state) {
|
||||
return state.Count != 0 && state[^1].val == 7;
|
||||
}
|
||||
|
||||
/* Record solution */
|
||||
void RecordSolution(List<TreeNode> state, List<List<TreeNode>> res) {
|
||||
res.Add(new List<TreeNode>(state));
|
||||
}
|
||||
|
||||
/* Check if the choice is valid under the current state */
|
||||
bool IsValid(List<TreeNode> state, TreeNode choice) {
|
||||
return choice != null && choice.val != 3;
|
||||
}
|
||||
|
||||
/* Update state */
|
||||
void MakeChoice(List<TreeNode> state, TreeNode choice) {
|
||||
state.Add(choice);
|
||||
}
|
||||
|
||||
/* Restore state */
|
||||
void UndoChoice(List<TreeNode> state, TreeNode choice) {
|
||||
state.RemoveAt(state.Count - 1);
|
||||
}
|
||||
|
||||
/* Backtracking algorithm: Example 3 */
|
||||
void Backtrack(List<TreeNode> state, List<TreeNode> choices, List<List<TreeNode>> res) {
|
||||
// Check if it is a solution
|
||||
if (IsSolution(state)) {
|
||||
// Record solution
|
||||
RecordSolution(state, res);
|
||||
}
|
||||
// Traverse all choices
|
||||
foreach (TreeNode choice in choices) {
|
||||
// Pruning: check if the choice is valid
|
||||
if (IsValid(state, choice)) {
|
||||
// Attempt: make choice, update state
|
||||
MakeChoice(state, choice);
|
||||
// Proceed to the next round of selection
|
||||
Backtrack(state, [choice.left!, choice.right!], res);
|
||||
// Backtrack: undo choice, restore to previous state
|
||||
UndoChoice(state, choice);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
TreeNode? root = TreeNode.ListToTree([1, 7, 3, 4, 5, 6, 7]);
|
||||
Console.WriteLine("\nInitialize binary tree");
|
||||
PrintUtil.PrintTree(root);
|
||||
|
||||
// Backtracking algorithm
|
||||
List<List<TreeNode>> res = [];
|
||||
List<TreeNode> choices = [root!];
|
||||
Backtrack([], choices, res);
|
||||
|
||||
Console.WriteLine("\nOutput all paths from root node to node 7, requiring paths do not include nodes with value 3");
|
||||
foreach (List<TreeNode> path in res) {
|
||||
PrintUtil.PrintList(path.Select(p => p.val).ToList());
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,55 @@
|
||||
/**
|
||||
* File: subset_sum_i.cs
|
||||
* Created Time: 2023-06-25
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class subset_sum_i {
|
||||
/* Backtracking algorithm: Subset sum I */
|
||||
void Backtrack(List<int> state, int target, int[] choices, int start, List<List<int>> res) {
|
||||
// When the subset sum equals target, record the solution
|
||||
if (target == 0) {
|
||||
res.Add(new List<int>(state));
|
||||
return;
|
||||
}
|
||||
// Traverse all choices
|
||||
// Pruning 2: start traversing from start to avoid generating duplicate subsets
|
||||
for (int i = start; i < choices.Length; i++) {
|
||||
// Pruning 1: if the subset sum exceeds target, end the loop directly
|
||||
// This is because the array is sorted, and later elements are larger, so the subset sum will definitely exceed target
|
||||
if (target - choices[i] < 0) {
|
||||
break;
|
||||
}
|
||||
// Attempt: make choice, update target, start
|
||||
state.Add(choices[i]);
|
||||
// Proceed to the next round of selection
|
||||
Backtrack(state, target - choices[i], choices, i, res);
|
||||
// Backtrack: undo choice, restore to previous state
|
||||
state.RemoveAt(state.Count - 1);
|
||||
}
|
||||
}
|
||||
|
||||
/* Solve subset sum I */
|
||||
List<List<int>> SubsetSumI(int[] nums, int target) {
|
||||
List<int> state = []; // State (subset)
|
||||
Array.Sort(nums); // Sort nums
|
||||
int start = 0; // Start point for traversal
|
||||
List<List<int>> res = []; // Result list (subset list)
|
||||
Backtrack(state, target, nums, start, res);
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [3, 4, 5];
|
||||
int target = 9;
|
||||
List<List<int>> res = SubsetSumI(nums, target);
|
||||
Console.WriteLine("Input array nums = " + string.Join(", ", nums) + ", target = " + target);
|
||||
Console.WriteLine("All subsets with sum equal to " + target + " are res = ");
|
||||
foreach (var subset in res) {
|
||||
PrintUtil.PrintList(subset);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,53 @@
|
||||
/**
|
||||
* File: subset_sum_i_naive.cs
|
||||
* Created Time: 2023-06-25
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class subset_sum_i_naive {
|
||||
/* Backtracking algorithm: Subset sum I */
|
||||
void Backtrack(List<int> state, int target, int total, int[] choices, List<List<int>> res) {
|
||||
// When the subset sum equals target, record the solution
|
||||
if (total == target) {
|
||||
res.Add(new List<int>(state));
|
||||
return;
|
||||
}
|
||||
// Traverse all choices
|
||||
for (int i = 0; i < choices.Length; i++) {
|
||||
// Pruning: if the subset sum exceeds target, skip this choice
|
||||
if (total + choices[i] > target) {
|
||||
continue;
|
||||
}
|
||||
// Attempt: make choice, update element sum total
|
||||
state.Add(choices[i]);
|
||||
// Proceed to the next round of selection
|
||||
Backtrack(state, target, total + choices[i], choices, res);
|
||||
// Backtrack: undo choice, restore to previous state
|
||||
state.RemoveAt(state.Count - 1);
|
||||
}
|
||||
}
|
||||
|
||||
/* Solve subset sum I (including duplicate subsets) */
|
||||
List<List<int>> SubsetSumINaive(int[] nums, int target) {
|
||||
List<int> state = []; // State (subset)
|
||||
int total = 0; // Subset sum
|
||||
List<List<int>> res = []; // Result list (subset list)
|
||||
Backtrack(state, target, total, nums, res);
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [3, 4, 5];
|
||||
int target = 9;
|
||||
List<List<int>> res = SubsetSumINaive(nums, target);
|
||||
Console.WriteLine("Input array nums = " + string.Join(", ", nums) + ", target = " + target);
|
||||
Console.WriteLine("All subsets with sum equal to " + target + " are res = ");
|
||||
foreach (var subset in res) {
|
||||
PrintUtil.PrintList(subset);
|
||||
}
|
||||
Console.WriteLine("Please note that this method outputs results containing duplicate sets");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,60 @@
|
||||
/**
|
||||
* File: subset_sum_ii.cs
|
||||
* Created Time: 2023-06-25
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_backtracking;
|
||||
|
||||
public class subset_sum_ii {
|
||||
/* Backtracking algorithm: Subset sum II */
|
||||
void Backtrack(List<int> state, int target, int[] choices, int start, List<List<int>> res) {
|
||||
// When the subset sum equals target, record the solution
|
||||
if (target == 0) {
|
||||
res.Add(new List<int>(state));
|
||||
return;
|
||||
}
|
||||
// Traverse all choices
|
||||
// Pruning 2: start traversing from start to avoid generating duplicate subsets
|
||||
// Pruning 3: start traversing from start to avoid repeatedly selecting the same element
|
||||
for (int i = start; i < choices.Length; i++) {
|
||||
// Pruning 1: if the subset sum exceeds target, end the loop directly
|
||||
// This is because the array is sorted, and later elements are larger, so the subset sum will definitely exceed target
|
||||
if (target - choices[i] < 0) {
|
||||
break;
|
||||
}
|
||||
// Pruning 4: if this element equals the left element, it means this search branch is duplicate, skip it directly
|
||||
if (i > start && choices[i] == choices[i - 1]) {
|
||||
continue;
|
||||
}
|
||||
// Attempt: make choice, update target, start
|
||||
state.Add(choices[i]);
|
||||
// Proceed to the next round of selection
|
||||
Backtrack(state, target - choices[i], choices, i + 1, res);
|
||||
// Backtrack: undo choice, restore to previous state
|
||||
state.RemoveAt(state.Count - 1);
|
||||
}
|
||||
}
|
||||
|
||||
/* Solve subset sum II */
|
||||
List<List<int>> SubsetSumII(int[] nums, int target) {
|
||||
List<int> state = []; // State (subset)
|
||||
Array.Sort(nums); // Sort nums
|
||||
int start = 0; // Start point for traversal
|
||||
List<List<int>> res = []; // Result list (subset list)
|
||||
Backtrack(state, target, nums, start, res);
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [4, 4, 5];
|
||||
int target = 9;
|
||||
List<List<int>> res = SubsetSumII(nums, target);
|
||||
Console.WriteLine("Input array nums = " + string.Join(", ", nums) + ", target = " + target);
|
||||
Console.WriteLine("All subsets with sum equal to " + target + " are res = ");
|
||||
foreach (var subset in res) {
|
||||
PrintUtil.PrintList(subset);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,77 @@
|
||||
/**
|
||||
* File: iteration.cs
|
||||
* Created Time: 2023-08-28
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_computational_complexity;
|
||||
|
||||
public class iteration {
|
||||
/* for loop */
|
||||
int ForLoop(int n) {
|
||||
int res = 0;
|
||||
// Sum 1, 2, ..., n-1, n
|
||||
for (int i = 1; i <= n; i++) {
|
||||
res += i;
|
||||
}
|
||||
return res;
|
||||
}
|
||||
|
||||
/* while loop */
|
||||
int WhileLoop(int n) {
|
||||
int res = 0;
|
||||
int i = 1; // Initialize condition variable
|
||||
// Sum 1, 2, ..., n-1, n
|
||||
while (i <= n) {
|
||||
res += i;
|
||||
i += 1; // Update condition variable
|
||||
}
|
||||
return res;
|
||||
}
|
||||
|
||||
/* while loop (two updates) */
|
||||
int WhileLoopII(int n) {
|
||||
int res = 0;
|
||||
int i = 1; // Initialize condition variable
|
||||
// Sum 1, 4, 10, ...
|
||||
while (i <= n) {
|
||||
res += i;
|
||||
// Update condition variable
|
||||
i += 1;
|
||||
i *= 2;
|
||||
}
|
||||
return res;
|
||||
}
|
||||
|
||||
/* Nested for loop */
|
||||
string NestedForLoop(int n) {
|
||||
StringBuilder res = new();
|
||||
// Loop i = 1, 2, ..., n-1, n
|
||||
for (int i = 1; i <= n; i++) {
|
||||
// Loop j = 1, 2, ..., n-1, n
|
||||
for (int j = 1; j <= n; j++) {
|
||||
res.Append($"({i}, {j}), ");
|
||||
}
|
||||
}
|
||||
return res.ToString();
|
||||
}
|
||||
|
||||
/* Driver Code */
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 5;
|
||||
int res;
|
||||
|
||||
res = ForLoop(n);
|
||||
Console.WriteLine("\nfor loop sum result res = " + res);
|
||||
|
||||
res = WhileLoop(n);
|
||||
Console.WriteLine("\nwhile loop sum result res = " + res);
|
||||
|
||||
res = WhileLoopII(n);
|
||||
Console.WriteLine("\nwhile loop (two updates) sum result res = " + res);
|
||||
|
||||
string resStr = NestedForLoop(n);
|
||||
Console.WriteLine("\nDouble for loop traversal result " + resStr);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,78 @@
|
||||
/**
|
||||
* File: recursion.cs
|
||||
* Created Time: 2023-08-28
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_computational_complexity;
|
||||
|
||||
public class recursion {
|
||||
/* Recursion */
|
||||
int Recur(int n) {
|
||||
// Termination condition
|
||||
if (n == 1)
|
||||
return 1;
|
||||
// Recurse: recursive call
|
||||
int res = Recur(n - 1);
|
||||
// Return: return result
|
||||
return n + res;
|
||||
}
|
||||
|
||||
/* Simulate recursion using iteration */
|
||||
int ForLoopRecur(int n) {
|
||||
// Use an explicit stack to simulate the system call stack
|
||||
Stack<int> stack = new();
|
||||
int res = 0;
|
||||
// Recurse: recursive call
|
||||
for (int i = n; i > 0; i--) {
|
||||
// Simulate "recurse" with "push"
|
||||
stack.Push(i);
|
||||
}
|
||||
// Return: return result
|
||||
while (stack.Count > 0) {
|
||||
// Simulate "return" with "pop"
|
||||
res += stack.Pop();
|
||||
}
|
||||
// res = 1+2+3+...+n
|
||||
return res;
|
||||
}
|
||||
|
||||
/* Tail recursion */
|
||||
int TailRecur(int n, int res) {
|
||||
// Termination condition
|
||||
if (n == 0)
|
||||
return res;
|
||||
// Tail recursive call
|
||||
return TailRecur(n - 1, res + n);
|
||||
}
|
||||
|
||||
/* Fibonacci sequence: recursion */
|
||||
int Fib(int n) {
|
||||
// Termination condition f(1) = 0, f(2) = 1
|
||||
if (n == 1 || n == 2)
|
||||
return n - 1;
|
||||
// Recursive call f(n) = f(n-1) + f(n-2)
|
||||
int res = Fib(n - 1) + Fib(n - 2);
|
||||
// Return result f(n)
|
||||
return res;
|
||||
}
|
||||
|
||||
/* Driver Code */
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 5;
|
||||
int res;
|
||||
|
||||
res = Recur(n);
|
||||
Console.WriteLine("\nRecursive function sum result res = " + res);
|
||||
|
||||
res = ForLoopRecur(n);
|
||||
Console.WriteLine("\nUsing iteration to simulate recursive sum result res = " + res);
|
||||
|
||||
res = TailRecur(n, 0);
|
||||
Console.WriteLine("\nTail recursive function sum result res = " + res);
|
||||
|
||||
res = Fib(n);
|
||||
Console.WriteLine("\nThe " + n + "th term of the Fibonacci sequence is " + res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,104 @@
|
||||
/**
|
||||
* File: space_complexity.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_computational_complexity;
|
||||
|
||||
public class space_complexity {
|
||||
/* Function */
|
||||
int Function() {
|
||||
// Perform some operations
|
||||
return 0;
|
||||
}
|
||||
|
||||
/* Constant order */
|
||||
void Constant(int n) {
|
||||
// Constants, variables, objects occupy O(1) space
|
||||
int a = 0;
|
||||
int b = 0;
|
||||
int[] nums = new int[10000];
|
||||
ListNode node = new(0);
|
||||
// Variables in the loop occupy O(1) space
|
||||
for (int i = 0; i < n; i++) {
|
||||
int c = 0;
|
||||
}
|
||||
// Functions in the loop occupy O(1) space
|
||||
for (int i = 0; i < n; i++) {
|
||||
Function();
|
||||
}
|
||||
}
|
||||
|
||||
/* Linear order */
|
||||
void Linear(int n) {
|
||||
// Array of length n uses O(n) space
|
||||
int[] nums = new int[n];
|
||||
// A list of length n occupies O(n) space
|
||||
List<ListNode> nodes = [];
|
||||
for (int i = 0; i < n; i++) {
|
||||
nodes.Add(new ListNode(i));
|
||||
}
|
||||
// A hash table of length n occupies O(n) space
|
||||
Dictionary<int, string> map = [];
|
||||
for (int i = 0; i < n; i++) {
|
||||
map.Add(i, i.ToString());
|
||||
}
|
||||
}
|
||||
|
||||
/* Linear order (recursive implementation) */
|
||||
void LinearRecur(int n) {
|
||||
Console.WriteLine("Recursion n = " + n);
|
||||
if (n == 1) return;
|
||||
LinearRecur(n - 1);
|
||||
}
|
||||
|
||||
/* Exponential order */
|
||||
void Quadratic(int n) {
|
||||
// Matrix uses O(n^2) space
|
||||
int[,] numMatrix = new int[n, n];
|
||||
// 2D list uses O(n^2) space
|
||||
List<List<int>> numList = [];
|
||||
for (int i = 0; i < n; i++) {
|
||||
List<int> tmp = [];
|
||||
for (int j = 0; j < n; j++) {
|
||||
tmp.Add(0);
|
||||
}
|
||||
numList.Add(tmp);
|
||||
}
|
||||
}
|
||||
|
||||
/* Quadratic order (recursive implementation) */
|
||||
int QuadraticRecur(int n) {
|
||||
if (n <= 0) return 0;
|
||||
int[] nums = new int[n];
|
||||
Console.WriteLine("Recursion n = " + n + ", nums length = " + nums.Length);
|
||||
return QuadraticRecur(n - 1);
|
||||
}
|
||||
|
||||
/* Driver Code */
|
||||
TreeNode? BuildTree(int n) {
|
||||
if (n == 0) return null;
|
||||
TreeNode root = new(0) {
|
||||
left = BuildTree(n - 1),
|
||||
right = BuildTree(n - 1)
|
||||
};
|
||||
return root;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 5;
|
||||
// Constant order
|
||||
Constant(n);
|
||||
// Linear order
|
||||
Linear(n);
|
||||
LinearRecur(n);
|
||||
// Exponential order
|
||||
Quadratic(n);
|
||||
QuadraticRecur(n);
|
||||
// Exponential order
|
||||
TreeNode? root = BuildTree(n);
|
||||
PrintUtil.PrintTree(root);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,195 @@
|
||||
/**
|
||||
* File: time_complexity.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_computational_complexity;
|
||||
|
||||
public class time_complexity {
|
||||
void Algorithm(int n) {
|
||||
int a = 1; // +0 (technique 1)
|
||||
a += n; // +0 (technique 1)
|
||||
// +n (technique 2)
|
||||
for (int i = 0; i < 5 * n + 1; i++) {
|
||||
Console.WriteLine(0);
|
||||
}
|
||||
// +n*n (technique 3)
|
||||
for (int i = 0; i < 2 * n; i++) {
|
||||
for (int j = 0; j < n + 1; j++) {
|
||||
Console.WriteLine(0);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Algorithm A time complexity: constant
|
||||
void AlgorithmA(int n) {
|
||||
Console.WriteLine(0);
|
||||
}
|
||||
|
||||
// Algorithm B time complexity: linear
|
||||
void AlgorithmB(int n) {
|
||||
for (int i = 0; i < n; i++) {
|
||||
Console.WriteLine(0);
|
||||
}
|
||||
}
|
||||
|
||||
// Algorithm C time complexity: constant
|
||||
void AlgorithmC(int n) {
|
||||
for (int i = 0; i < 1000000; i++) {
|
||||
Console.WriteLine(0);
|
||||
}
|
||||
}
|
||||
|
||||
/* Constant order */
|
||||
int Constant(int n) {
|
||||
int count = 0;
|
||||
int size = 100000;
|
||||
for (int i = 0; i < size; i++)
|
||||
count++;
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Linear order */
|
||||
int Linear(int n) {
|
||||
int count = 0;
|
||||
for (int i = 0; i < n; i++)
|
||||
count++;
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Linear order (traversing array) */
|
||||
int ArrayTraversal(int[] nums) {
|
||||
int count = 0;
|
||||
// Number of iterations is proportional to the array length
|
||||
foreach (int num in nums) {
|
||||
count++;
|
||||
}
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Exponential order */
|
||||
int Quadratic(int n) {
|
||||
int count = 0;
|
||||
// Number of iterations is quadratically related to the data size n
|
||||
for (int i = 0; i < n; i++) {
|
||||
for (int j = 0; j < n; j++) {
|
||||
count++;
|
||||
}
|
||||
}
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Quadratic order (bubble sort) */
|
||||
int BubbleSort(int[] nums) {
|
||||
int count = 0; // Counter
|
||||
// Outer loop: unsorted range is [0, i]
|
||||
for (int i = nums.Length - 1; i > 0; i--) {
|
||||
// Inner loop: swap the largest element in the unsorted range [0, i] to the rightmost end of that range
|
||||
for (int j = 0; j < i; j++) {
|
||||
if (nums[j] > nums[j + 1]) {
|
||||
// Swap nums[j] and nums[j + 1]
|
||||
(nums[j + 1], nums[j]) = (nums[j], nums[j + 1]);
|
||||
count += 3; // Element swap includes 3 unit operations
|
||||
}
|
||||
}
|
||||
}
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Exponential order (loop implementation) */
|
||||
int Exponential(int n) {
|
||||
int count = 0, bas = 1;
|
||||
// Cells divide into two every round, forming sequence 1, 2, 4, 8, ..., 2^(n-1)
|
||||
for (int i = 0; i < n; i++) {
|
||||
for (int j = 0; j < bas; j++) {
|
||||
count++;
|
||||
}
|
||||
bas *= 2;
|
||||
}
|
||||
// count = 1 + 2 + 4 + 8 + .. + 2^(n-1) = 2^n - 1
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Exponential order (recursive implementation) */
|
||||
int ExpRecur(int n) {
|
||||
if (n == 1) return 1;
|
||||
return ExpRecur(n - 1) + ExpRecur(n - 1) + 1;
|
||||
}
|
||||
|
||||
/* Logarithmic order (loop implementation) */
|
||||
int Logarithmic(int n) {
|
||||
int count = 0;
|
||||
while (n > 1) {
|
||||
n /= 2;
|
||||
count++;
|
||||
}
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Logarithmic order (recursive implementation) */
|
||||
int LogRecur(int n) {
|
||||
if (n <= 1) return 0;
|
||||
return LogRecur(n / 2) + 1;
|
||||
}
|
||||
|
||||
/* Linearithmic order */
|
||||
int LinearLogRecur(int n) {
|
||||
if (n <= 1) return 1;
|
||||
int count = LinearLogRecur(n / 2) + LinearLogRecur(n / 2);
|
||||
for (int i = 0; i < n; i++) {
|
||||
count++;
|
||||
}
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Factorial order (recursive implementation) */
|
||||
int FactorialRecur(int n) {
|
||||
if (n == 0) return 1;
|
||||
int count = 0;
|
||||
// Split from 1 into n
|
||||
for (int i = 0; i < n; i++) {
|
||||
count += FactorialRecur(n - 1);
|
||||
}
|
||||
return count;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// You can modify n to run and observe the trend of the number of operations for various complexities
|
||||
int n = 8;
|
||||
Console.WriteLine("Input data size n = " + n);
|
||||
|
||||
int count = Constant(n);
|
||||
Console.WriteLine("Constant order operation count = " + count);
|
||||
|
||||
count = Linear(n);
|
||||
Console.WriteLine("Linear order operation count = " + count);
|
||||
count = ArrayTraversal(new int[n]);
|
||||
Console.WriteLine("Linear order (array traversal) operation count = " + count);
|
||||
|
||||
count = Quadratic(n);
|
||||
Console.WriteLine("Quadratic order operation count = " + count);
|
||||
int[] nums = new int[n];
|
||||
for (int i = 0; i < n; i++)
|
||||
nums[i] = n - i; // [n,n-1,...,2,1]
|
||||
count = BubbleSort(nums);
|
||||
Console.WriteLine("Quadratic order (bubble sort) operation count = " + count);
|
||||
|
||||
count = Exponential(n);
|
||||
Console.WriteLine("Exponential order (loop implementation) operation count = " + count);
|
||||
count = ExpRecur(n);
|
||||
Console.WriteLine("Exponential order (recursive implementation) operation count = " + count);
|
||||
|
||||
count = Logarithmic(n);
|
||||
Console.WriteLine("Logarithmic order (loop implementation) operation count = " + count);
|
||||
count = LogRecur(n);
|
||||
Console.WriteLine("Logarithmic order (recursive implementation) operation count = " + count);
|
||||
|
||||
count = LinearLogRecur(n);
|
||||
Console.WriteLine("Linearithmic order (recursive implementation) operation count = " + count);
|
||||
|
||||
count = FactorialRecur(n);
|
||||
Console.WriteLine("Factorial order (recursive implementation) operation count = " + count);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,49 @@
|
||||
/**
|
||||
* File: worst_best_time_complexity.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_computational_complexity;
|
||||
|
||||
public class worst_best_time_complexity {
|
||||
/* Generate an array with elements { 1, 2, ..., n }, order shuffled */
|
||||
int[] RandomNumbers(int n) {
|
||||
int[] nums = new int[n];
|
||||
// Generate array nums = { 1, 2, 3, ..., n }
|
||||
for (int i = 0; i < n; i++) {
|
||||
nums[i] = i + 1;
|
||||
}
|
||||
|
||||
// Randomly shuffle array elements
|
||||
for (int i = 0; i < nums.Length; i++) {
|
||||
int index = new Random().Next(i, nums.Length);
|
||||
(nums[i], nums[index]) = (nums[index], nums[i]);
|
||||
}
|
||||
return nums;
|
||||
}
|
||||
|
||||
/* Find the index of number 1 in array nums */
|
||||
int FindOne(int[] nums) {
|
||||
for (int i = 0; i < nums.Length; i++) {
|
||||
// When element 1 is at the head of the array, best time complexity O(1) is achieved
|
||||
// When element 1 is at the tail of the array, worst time complexity O(n) is achieved
|
||||
if (nums[i] == 1)
|
||||
return i;
|
||||
}
|
||||
return -1;
|
||||
}
|
||||
|
||||
|
||||
/* Driver Code */
|
||||
[Test]
|
||||
public void Test() {
|
||||
for (int i = 0; i < 10; i++) {
|
||||
int n = 100;
|
||||
int[] nums = RandomNumbers(n);
|
||||
int index = FindOne(nums);
|
||||
Console.WriteLine("\nArray [ 1, 2, ..., n ] after shuffling = " + string.Join(",", nums));
|
||||
Console.WriteLine("Index of number 1 is " + index);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,46 @@
|
||||
/**
|
||||
* File: binary_search_recur.cs
|
||||
* Created Time: 2023-07-18
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_divide_and_conquer;
|
||||
|
||||
public class binary_search_recur {
|
||||
/* Binary search: problem f(i, j) */
|
||||
int DFS(int[] nums, int target, int i, int j) {
|
||||
// If the interval is empty, it means there is no target element, return -1
|
||||
if (i > j) {
|
||||
return -1;
|
||||
}
|
||||
// Calculate the midpoint index m
|
||||
int m = (i + j) / 2;
|
||||
if (nums[m] < target) {
|
||||
// Recursion subproblem f(m+1, j)
|
||||
return DFS(nums, target, m + 1, j);
|
||||
} else if (nums[m] > target) {
|
||||
// Recursion subproblem f(i, m-1)
|
||||
return DFS(nums, target, i, m - 1);
|
||||
} else {
|
||||
// Found the target element, return its index
|
||||
return m;
|
||||
}
|
||||
}
|
||||
|
||||
/* Binary search */
|
||||
int BinarySearch(int[] nums, int target) {
|
||||
int n = nums.Length;
|
||||
// Solve the problem f(0, n-1)
|
||||
return DFS(nums, target, 0, n - 1);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int target = 6;
|
||||
int[] nums = [1, 3, 6, 8, 12, 15, 23, 26, 31, 35];
|
||||
|
||||
// Binary search (closed interval on both sides)
|
||||
int index = BinarySearch(nums, target);
|
||||
Console.WriteLine("Index of target element 6 = " + index);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,49 @@
|
||||
/**
|
||||
* File: build_tree.cs
|
||||
* Created Time: 2023-07-18
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_divide_and_conquer;
|
||||
|
||||
public class build_tree {
|
||||
/* Build binary tree: divide and conquer */
|
||||
TreeNode? DFS(int[] preorder, Dictionary<int, int> inorderMap, int i, int l, int r) {
|
||||
// Terminate when the subtree interval is empty
|
||||
if (r - l < 0)
|
||||
return null;
|
||||
// Initialize the root node
|
||||
TreeNode root = new(preorder[i]);
|
||||
// Query m to divide the left and right subtrees
|
||||
int m = inorderMap[preorder[i]];
|
||||
// Subproblem: build the left subtree
|
||||
root.left = DFS(preorder, inorderMap, i + 1, l, m - 1);
|
||||
// Subproblem: build the right subtree
|
||||
root.right = DFS(preorder, inorderMap, i + 1 + m - l, m + 1, r);
|
||||
// Return the root node
|
||||
return root;
|
||||
}
|
||||
|
||||
/* Build binary tree */
|
||||
TreeNode? BuildTree(int[] preorder, int[] inorder) {
|
||||
// Initialize hash map, storing the mapping from inorder elements to indices
|
||||
Dictionary<int, int> inorderMap = [];
|
||||
for (int i = 0; i < inorder.Length; i++) {
|
||||
inorderMap.TryAdd(inorder[i], i);
|
||||
}
|
||||
TreeNode? root = DFS(preorder, inorderMap, 0, 0, inorder.Length - 1);
|
||||
return root;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] preorder = [3, 9, 2, 1, 7];
|
||||
int[] inorder = [9, 3, 1, 2, 7];
|
||||
Console.WriteLine("Preorder traversal = " + string.Join(", ", preorder));
|
||||
Console.WriteLine("Inorder traversal = " + string.Join(", ", inorder));
|
||||
|
||||
TreeNode? root = BuildTree(preorder, inorder);
|
||||
Console.WriteLine("The constructed binary tree is:");
|
||||
PrintUtil.PrintTree(root);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,59 @@
|
||||
/**
|
||||
* File: hanota.cs
|
||||
* Created Time: 2023-07-18
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_divide_and_conquer;
|
||||
|
||||
public class hanota {
|
||||
/* Move a disk */
|
||||
void Move(List<int> src, List<int> tar) {
|
||||
// Take out a disk from the top of src
|
||||
int pan = src[^1];
|
||||
src.RemoveAt(src.Count - 1);
|
||||
// Place the disk on top of tar
|
||||
tar.Add(pan);
|
||||
}
|
||||
|
||||
/* Solve the Tower of Hanoi problem f(i) */
|
||||
void DFS(int i, List<int> src, List<int> buf, List<int> tar) {
|
||||
// If there is only one disk left in src, move it directly to tar
|
||||
if (i == 1) {
|
||||
Move(src, tar);
|
||||
return;
|
||||
}
|
||||
// Subproblem f(i-1): move the top i-1 disks from src to buf using tar
|
||||
DFS(i - 1, src, tar, buf);
|
||||
// Subproblem f(1): move the remaining disk from src to tar
|
||||
Move(src, tar);
|
||||
// Subproblem f(i-1): move the top i-1 disks from buf to tar using src
|
||||
DFS(i - 1, buf, src, tar);
|
||||
}
|
||||
|
||||
/* Solve the Tower of Hanoi problem */
|
||||
void SolveHanota(List<int> A, List<int> B, List<int> C) {
|
||||
int n = A.Count;
|
||||
// Move the top n disks from A to C using B
|
||||
DFS(n, A, B, C);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// The tail of the list is the top of the rod
|
||||
List<int> A = [5, 4, 3, 2, 1];
|
||||
List<int> B = [];
|
||||
List<int> C = [];
|
||||
Console.WriteLine("In initial state:");
|
||||
Console.WriteLine("A = " + string.Join(", ", A));
|
||||
Console.WriteLine("B = " + string.Join(", ", B));
|
||||
Console.WriteLine("C = " + string.Join(", ", C));
|
||||
|
||||
SolveHanota(A, B, C);
|
||||
|
||||
Console.WriteLine("After disk movement is complete:");
|
||||
Console.WriteLine("A = " + string.Join(", ", A));
|
||||
Console.WriteLine("B = " + string.Join(", ", B));
|
||||
Console.WriteLine("C = " + string.Join(", ", C));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,41 @@
|
||||
/**
|
||||
* File: climbing_stairs_backtrack.cs
|
||||
* Created Time: 2023-06-30
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class climbing_stairs_backtrack {
|
||||
/* Backtracking */
|
||||
void Backtrack(List<int> choices, int state, int n, List<int> res) {
|
||||
// When climbing to the n-th stair, add 1 to the solution count
|
||||
if (state == n)
|
||||
res[0]++;
|
||||
// Traverse all choices
|
||||
foreach (int choice in choices) {
|
||||
// Pruning: not allowed to go beyond the n-th stair
|
||||
if (state + choice > n)
|
||||
continue;
|
||||
// Attempt: make choice, update state
|
||||
Backtrack(choices, state + choice, n, res);
|
||||
// Backtrack
|
||||
}
|
||||
}
|
||||
|
||||
/* Climbing stairs: Backtracking */
|
||||
int ClimbingStairsBacktrack(int n) {
|
||||
List<int> choices = [1, 2]; // Can choose to climb up 1 or 2 stairs
|
||||
int state = 0; // Start climbing from the 0-th stair
|
||||
List<int> res = [0]; // Use res[0] to record the solution count
|
||||
Backtrack(choices, state, n, res);
|
||||
return res[0];
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 9;
|
||||
int res = ClimbingStairsBacktrack(n);
|
||||
Console.WriteLine($"Climbing {n} stairs has {res} solutions");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,36 @@
|
||||
/**
|
||||
* File: climbing_stairs_constraint_dp.cs
|
||||
* Created Time: 2023-07-03
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class climbing_stairs_constraint_dp {
|
||||
/* Climbing stairs with constraint: Dynamic programming */
|
||||
int ClimbingStairsConstraintDP(int n) {
|
||||
if (n == 1 || n == 2) {
|
||||
return 1;
|
||||
}
|
||||
// Initialize dp table, used to store solutions to subproblems
|
||||
int[,] dp = new int[n + 1, 3];
|
||||
// Initial state: preset the solution to the smallest subproblem
|
||||
dp[1, 1] = 1;
|
||||
dp[1, 2] = 0;
|
||||
dp[2, 1] = 0;
|
||||
dp[2, 2] = 1;
|
||||
// State transition: gradually solve larger subproblems from smaller ones
|
||||
for (int i = 3; i <= n; i++) {
|
||||
dp[i, 1] = dp[i - 1, 2];
|
||||
dp[i, 2] = dp[i - 2, 1] + dp[i - 2, 2];
|
||||
}
|
||||
return dp[n, 1] + dp[n, 2];
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 9;
|
||||
int res = ClimbingStairsConstraintDP(n);
|
||||
Console.WriteLine($"Climbing {n} stairs has {res} solutions");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,31 @@
|
||||
/**
|
||||
* File: climbing_stairs_dfs.cs
|
||||
* Created Time: 2023-06-30
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class climbing_stairs_dfs {
|
||||
/* Search */
|
||||
int DFS(int i) {
|
||||
// Known dp[1] and dp[2], return them
|
||||
if (i == 1 || i == 2)
|
||||
return i;
|
||||
// dp[i] = dp[i-1] + dp[i-2]
|
||||
int count = DFS(i - 1) + DFS(i - 2);
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Climbing stairs: Search */
|
||||
int ClimbingStairsDFS(int n) {
|
||||
return DFS(n);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 9;
|
||||
int res = ClimbingStairsDFS(n);
|
||||
Console.WriteLine($"Climbing {n} stairs has {res} solutions");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,39 @@
|
||||
/**
|
||||
* File: climbing_stairs_dfs_mem.cs
|
||||
* Created Time: 2023-06-30
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class climbing_stairs_dfs_mem {
|
||||
/* Memoization search */
|
||||
int DFS(int i, int[] mem) {
|
||||
// Known dp[1] and dp[2], return them
|
||||
if (i == 1 || i == 2)
|
||||
return i;
|
||||
// If record dp[i] exists, return it directly
|
||||
if (mem[i] != -1)
|
||||
return mem[i];
|
||||
// dp[i] = dp[i-1] + dp[i-2]
|
||||
int count = DFS(i - 1, mem) + DFS(i - 2, mem);
|
||||
// Record dp[i]
|
||||
mem[i] = count;
|
||||
return count;
|
||||
}
|
||||
|
||||
/* Climbing stairs: Memoization search */
|
||||
int ClimbingStairsDFSMem(int n) {
|
||||
// mem[i] records the total number of solutions to climb to the i-th stair, -1 means no record
|
||||
int[] mem = new int[n + 1];
|
||||
Array.Fill(mem, -1);
|
||||
return DFS(n, mem);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 9;
|
||||
int res = ClimbingStairsDFSMem(n);
|
||||
Console.WriteLine($"Climbing {n} stairs has {res} solutions");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,49 @@
|
||||
/**
|
||||
* File: climbing_stairs_dp.cs
|
||||
* Created Time: 2023-06-30
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class climbing_stairs_dp {
|
||||
/* Climbing stairs: Dynamic programming */
|
||||
int ClimbingStairsDP(int n) {
|
||||
if (n == 1 || n == 2)
|
||||
return n;
|
||||
// Initialize dp table, used to store solutions to subproblems
|
||||
int[] dp = new int[n + 1];
|
||||
// Initial state: preset the solution to the smallest subproblem
|
||||
dp[1] = 1;
|
||||
dp[2] = 2;
|
||||
// State transition: gradually solve larger subproblems from smaller ones
|
||||
for (int i = 3; i <= n; i++) {
|
||||
dp[i] = dp[i - 1] + dp[i - 2];
|
||||
}
|
||||
return dp[n];
|
||||
}
|
||||
|
||||
/* Climbing stairs: Space-optimized dynamic programming */
|
||||
int ClimbingStairsDPComp(int n) {
|
||||
if (n == 1 || n == 2)
|
||||
return n;
|
||||
int a = 1, b = 2;
|
||||
for (int i = 3; i <= n; i++) {
|
||||
int tmp = b;
|
||||
b = a + b;
|
||||
a = tmp;
|
||||
}
|
||||
return b;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 9;
|
||||
|
||||
int res = ClimbingStairsDP(n);
|
||||
Console.WriteLine($"Climbing {n} stairs has {res} solutions");
|
||||
|
||||
res = ClimbingStairsDPComp(n);
|
||||
Console.WriteLine($"Climbing {n} stairs has {res} solutions");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,71 @@
|
||||
/**
|
||||
* File: coin_change.cs
|
||||
* Created Time: 2023-07-12
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class coin_change {
|
||||
/* Coin change: Dynamic programming */
|
||||
int CoinChangeDP(int[] coins, int amt) {
|
||||
int n = coins.Length;
|
||||
int MAX = amt + 1;
|
||||
// Initialize dp table
|
||||
int[,] dp = new int[n + 1, amt + 1];
|
||||
// State transition: first row and first column
|
||||
for (int a = 1; a <= amt; a++) {
|
||||
dp[0, a] = MAX;
|
||||
}
|
||||
// State transition: rest of the rows and columns
|
||||
for (int i = 1; i <= n; i++) {
|
||||
for (int a = 1; a <= amt; a++) {
|
||||
if (coins[i - 1] > a) {
|
||||
// If exceeds target amount, don't select coin i
|
||||
dp[i, a] = dp[i - 1, a];
|
||||
} else {
|
||||
// The smaller value between not selecting and selecting coin i
|
||||
dp[i, a] = Math.Min(dp[i - 1, a], dp[i, a - coins[i - 1]] + 1);
|
||||
}
|
||||
}
|
||||
}
|
||||
return dp[n, amt] != MAX ? dp[n, amt] : -1;
|
||||
}
|
||||
|
||||
/* Coin change: Space-optimized dynamic programming */
|
||||
int CoinChangeDPComp(int[] coins, int amt) {
|
||||
int n = coins.Length;
|
||||
int MAX = amt + 1;
|
||||
// Initialize dp table
|
||||
int[] dp = new int[amt + 1];
|
||||
Array.Fill(dp, MAX);
|
||||
dp[0] = 0;
|
||||
// State transition
|
||||
for (int i = 1; i <= n; i++) {
|
||||
for (int a = 1; a <= amt; a++) {
|
||||
if (coins[i - 1] > a) {
|
||||
// If exceeds target amount, don't select coin i
|
||||
dp[a] = dp[a];
|
||||
} else {
|
||||
// The smaller value between not selecting and selecting coin i
|
||||
dp[a] = Math.Min(dp[a], dp[a - coins[i - 1]] + 1);
|
||||
}
|
||||
}
|
||||
}
|
||||
return dp[amt] != MAX ? dp[amt] : -1;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] coins = [1, 2, 5];
|
||||
int amt = 4;
|
||||
|
||||
// Dynamic programming
|
||||
int res = CoinChangeDP(coins, amt);
|
||||
Console.WriteLine("Minimum number of coins needed to make target amount is " + res);
|
||||
|
||||
// Space-optimized dynamic programming
|
||||
res = CoinChangeDPComp(coins, amt);
|
||||
Console.WriteLine("Minimum number of coins needed to make target amount is " + res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,68 @@
|
||||
/**
|
||||
* File: coin_change_ii.cs
|
||||
* Created Time: 2023-07-12
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class coin_change_ii {
|
||||
/* Coin change II: Dynamic programming */
|
||||
int CoinChangeIIDP(int[] coins, int amt) {
|
||||
int n = coins.Length;
|
||||
// Initialize dp table
|
||||
int[,] dp = new int[n + 1, amt + 1];
|
||||
// Initialize first column
|
||||
for (int i = 0; i <= n; i++) {
|
||||
dp[i, 0] = 1;
|
||||
}
|
||||
// State transition
|
||||
for (int i = 1; i <= n; i++) {
|
||||
for (int a = 1; a <= amt; a++) {
|
||||
if (coins[i - 1] > a) {
|
||||
// If exceeds target amount, don't select coin i
|
||||
dp[i, a] = dp[i - 1, a];
|
||||
} else {
|
||||
// Sum of the two options: not selecting and selecting coin i
|
||||
dp[i, a] = dp[i - 1, a] + dp[i, a - coins[i - 1]];
|
||||
}
|
||||
}
|
||||
}
|
||||
return dp[n, amt];
|
||||
}
|
||||
|
||||
/* Coin change II: Space-optimized dynamic programming */
|
||||
int CoinChangeIIDPComp(int[] coins, int amt) {
|
||||
int n = coins.Length;
|
||||
// Initialize dp table
|
||||
int[] dp = new int[amt + 1];
|
||||
dp[0] = 1;
|
||||
// State transition
|
||||
for (int i = 1; i <= n; i++) {
|
||||
for (int a = 1; a <= amt; a++) {
|
||||
if (coins[i - 1] > a) {
|
||||
// If exceeds target amount, don't select coin i
|
||||
dp[a] = dp[a];
|
||||
} else {
|
||||
// Sum of the two options: not selecting and selecting coin i
|
||||
dp[a] = dp[a] + dp[a - coins[i - 1]];
|
||||
}
|
||||
}
|
||||
}
|
||||
return dp[amt];
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] coins = [1, 2, 5];
|
||||
int amt = 5;
|
||||
|
||||
// Dynamic programming
|
||||
int res = CoinChangeIIDP(coins, amt);
|
||||
Console.WriteLine("Number of coin combinations to make target amount is " + res);
|
||||
|
||||
// Space-optimized dynamic programming
|
||||
res = CoinChangeIIDPComp(coins, amt);
|
||||
Console.WriteLine("Number of coin combinations to make target amount is " + res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,141 @@
|
||||
/**
|
||||
* File: edit_distance.cs
|
||||
* Created Time: 2023-07-14
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class edit_distance {
|
||||
/* Edit distance: Brute-force search */
|
||||
int EditDistanceDFS(string s, string t, int i, int j) {
|
||||
// If both s and t are empty, return 0
|
||||
if (i == 0 && j == 0)
|
||||
return 0;
|
||||
// If s is empty, return length of t
|
||||
if (i == 0)
|
||||
return j;
|
||||
// If t is empty, return length of s
|
||||
if (j == 0)
|
||||
return i;
|
||||
// If two characters are equal, skip both characters
|
||||
if (s[i - 1] == t[j - 1])
|
||||
return EditDistanceDFS(s, t, i - 1, j - 1);
|
||||
// Minimum edit steps = minimum edit steps of insert, delete, replace + 1
|
||||
int insert = EditDistanceDFS(s, t, i, j - 1);
|
||||
int delete = EditDistanceDFS(s, t, i - 1, j);
|
||||
int replace = EditDistanceDFS(s, t, i - 1, j - 1);
|
||||
// Return minimum edit steps
|
||||
return Math.Min(Math.Min(insert, delete), replace) + 1;
|
||||
}
|
||||
|
||||
/* Edit distance: Memoization search */
|
||||
int EditDistanceDFSMem(string s, string t, int[][] mem, int i, int j) {
|
||||
// If both s and t are empty, return 0
|
||||
if (i == 0 && j == 0)
|
||||
return 0;
|
||||
// If s is empty, return length of t
|
||||
if (i == 0)
|
||||
return j;
|
||||
// If t is empty, return length of s
|
||||
if (j == 0)
|
||||
return i;
|
||||
// If there's a record, return it directly
|
||||
if (mem[i][j] != -1)
|
||||
return mem[i][j];
|
||||
// If two characters are equal, skip both characters
|
||||
if (s[i - 1] == t[j - 1])
|
||||
return EditDistanceDFSMem(s, t, mem, i - 1, j - 1);
|
||||
// Minimum edit steps = minimum edit steps of insert, delete, replace + 1
|
||||
int insert = EditDistanceDFSMem(s, t, mem, i, j - 1);
|
||||
int delete = EditDistanceDFSMem(s, t, mem, i - 1, j);
|
||||
int replace = EditDistanceDFSMem(s, t, mem, i - 1, j - 1);
|
||||
// Record and return minimum edit steps
|
||||
mem[i][j] = Math.Min(Math.Min(insert, delete), replace) + 1;
|
||||
return mem[i][j];
|
||||
}
|
||||
|
||||
/* Edit distance: Dynamic programming */
|
||||
int EditDistanceDP(string s, string t) {
|
||||
int n = s.Length, m = t.Length;
|
||||
int[,] dp = new int[n + 1, m + 1];
|
||||
// State transition: first row and first column
|
||||
for (int i = 1; i <= n; i++) {
|
||||
dp[i, 0] = i;
|
||||
}
|
||||
for (int j = 1; j <= m; j++) {
|
||||
dp[0, j] = j;
|
||||
}
|
||||
// State transition: rest of the rows and columns
|
||||
for (int i = 1; i <= n; i++) {
|
||||
for (int j = 1; j <= m; j++) {
|
||||
if (s[i - 1] == t[j - 1]) {
|
||||
// If two characters are equal, skip both characters
|
||||
dp[i, j] = dp[i - 1, j - 1];
|
||||
} else {
|
||||
// Minimum edit steps = minimum edit steps of insert, delete, replace + 1
|
||||
dp[i, j] = Math.Min(Math.Min(dp[i, j - 1], dp[i - 1, j]), dp[i - 1, j - 1]) + 1;
|
||||
}
|
||||
}
|
||||
}
|
||||
return dp[n, m];
|
||||
}
|
||||
|
||||
/* Edit distance: Space-optimized dynamic programming */
|
||||
int EditDistanceDPComp(string s, string t) {
|
||||
int n = s.Length, m = t.Length;
|
||||
int[] dp = new int[m + 1];
|
||||
// State transition: first row
|
||||
for (int j = 1; j <= m; j++) {
|
||||
dp[j] = j;
|
||||
}
|
||||
// State transition: rest of the rows
|
||||
for (int i = 1; i <= n; i++) {
|
||||
// State transition: first column
|
||||
int leftup = dp[0]; // Temporarily store dp[i-1, j-1]
|
||||
dp[0] = i;
|
||||
// State transition: rest of the columns
|
||||
for (int j = 1; j <= m; j++) {
|
||||
int temp = dp[j];
|
||||
if (s[i - 1] == t[j - 1]) {
|
||||
// If two characters are equal, skip both characters
|
||||
dp[j] = leftup;
|
||||
} else {
|
||||
// Minimum edit steps = minimum edit steps of insert, delete, replace + 1
|
||||
dp[j] = Math.Min(Math.Min(dp[j - 1], dp[j]), leftup) + 1;
|
||||
}
|
||||
leftup = temp; // Update for next round's dp[i-1, j-1]
|
||||
}
|
||||
}
|
||||
return dp[m];
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
string s = "bag";
|
||||
string t = "pack";
|
||||
int n = s.Length, m = t.Length;
|
||||
|
||||
// Brute-force search
|
||||
int res = EditDistanceDFS(s, t, n, m);
|
||||
Console.WriteLine("Change " + s + " to " + t + " requires a minimum of " + res + " edits");
|
||||
|
||||
// Memoization search
|
||||
int[][] mem = new int[n + 1][];
|
||||
for (int i = 0; i <= n; i++) {
|
||||
mem[i] = new int[m + 1];
|
||||
Array.Fill(mem[i], -1);
|
||||
}
|
||||
|
||||
res = EditDistanceDFSMem(s, t, mem, n, m);
|
||||
Console.WriteLine("Change " + s + " to " + t + " requires a minimum of " + res + " edits");
|
||||
|
||||
// Dynamic programming
|
||||
res = EditDistanceDP(s, t);
|
||||
Console.WriteLine("Change " + s + " to " + t + " requires a minimum of " + res + " edits");
|
||||
|
||||
// Space-optimized dynamic programming
|
||||
res = EditDistanceDPComp(s, t);
|
||||
Console.WriteLine("Change " + s + " to " + t + " requires a minimum of " + res + " edits");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,118 @@
|
||||
/**
|
||||
* File: knapsack.cs
|
||||
* Created Time: 2023-07-07
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class knapsack {
|
||||
/* 0-1 knapsack: Brute-force search */
|
||||
int KnapsackDFS(int[] weight, int[] val, int i, int c) {
|
||||
// If all items have been selected or knapsack has no remaining capacity, return value 0
|
||||
if (i == 0 || c == 0) {
|
||||
return 0;
|
||||
}
|
||||
// If exceeds knapsack capacity, can only choose not to put it in
|
||||
if (weight[i - 1] > c) {
|
||||
return KnapsackDFS(weight, val, i - 1, c);
|
||||
}
|
||||
// Calculate the maximum value of not putting in and putting in item i
|
||||
int no = KnapsackDFS(weight, val, i - 1, c);
|
||||
int yes = KnapsackDFS(weight, val, i - 1, c - weight[i - 1]) + val[i - 1];
|
||||
// Return the larger value of the two options
|
||||
return Math.Max(no, yes);
|
||||
}
|
||||
|
||||
/* 0-1 knapsack: Memoization search */
|
||||
int KnapsackDFSMem(int[] weight, int[] val, int[][] mem, int i, int c) {
|
||||
// If all items have been selected or knapsack has no remaining capacity, return value 0
|
||||
if (i == 0 || c == 0) {
|
||||
return 0;
|
||||
}
|
||||
// If there's a record, return it directly
|
||||
if (mem[i][c] != -1) {
|
||||
return mem[i][c];
|
||||
}
|
||||
// If exceeds knapsack capacity, can only choose not to put it in
|
||||
if (weight[i - 1] > c) {
|
||||
return KnapsackDFSMem(weight, val, mem, i - 1, c);
|
||||
}
|
||||
// Calculate the maximum value of not putting in and putting in item i
|
||||
int no = KnapsackDFSMem(weight, val, mem, i - 1, c);
|
||||
int yes = KnapsackDFSMem(weight, val, mem, i - 1, c - weight[i - 1]) + val[i - 1];
|
||||
// Record and return the larger value of the two options
|
||||
mem[i][c] = Math.Max(no, yes);
|
||||
return mem[i][c];
|
||||
}
|
||||
|
||||
/* 0-1 knapsack: Dynamic programming */
|
||||
int KnapsackDP(int[] weight, int[] val, int cap) {
|
||||
int n = weight.Length;
|
||||
// Initialize dp table
|
||||
int[,] dp = new int[n + 1, cap + 1];
|
||||
// State transition
|
||||
for (int i = 1; i <= n; i++) {
|
||||
for (int c = 1; c <= cap; c++) {
|
||||
if (weight[i - 1] > c) {
|
||||
// If exceeds knapsack capacity, don't select item i
|
||||
dp[i, c] = dp[i - 1, c];
|
||||
} else {
|
||||
// The larger value between not selecting and selecting item i
|
||||
dp[i, c] = Math.Max(dp[i - 1, c - weight[i - 1]] + val[i - 1], dp[i - 1, c]);
|
||||
}
|
||||
}
|
||||
}
|
||||
return dp[n, cap];
|
||||
}
|
||||
|
||||
/* 0-1 knapsack: Space-optimized dynamic programming */
|
||||
int KnapsackDPComp(int[] weight, int[] val, int cap) {
|
||||
int n = weight.Length;
|
||||
// Initialize dp table
|
||||
int[] dp = new int[cap + 1];
|
||||
// State transition
|
||||
for (int i = 1; i <= n; i++) {
|
||||
// Traverse in reverse order
|
||||
for (int c = cap; c > 0; c--) {
|
||||
if (weight[i - 1] > c) {
|
||||
// If exceeds knapsack capacity, don't select item i
|
||||
dp[c] = dp[c];
|
||||
} else {
|
||||
// The larger value between not selecting and selecting item i
|
||||
dp[c] = Math.Max(dp[c], dp[c - weight[i - 1]] + val[i - 1]);
|
||||
}
|
||||
}
|
||||
}
|
||||
return dp[cap];
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] weight = [10, 20, 30, 40, 50];
|
||||
int[] val = [50, 120, 150, 210, 240];
|
||||
int cap = 50;
|
||||
int n = weight.Length;
|
||||
|
||||
// Brute-force search
|
||||
int res = KnapsackDFS(weight, val, n, cap);
|
||||
Console.WriteLine("Maximum item value not exceeding knapsack capacity is " + res);
|
||||
|
||||
// Memoization search
|
||||
int[][] mem = new int[n + 1][];
|
||||
for (int i = 0; i <= n; i++) {
|
||||
mem[i] = new int[cap + 1];
|
||||
Array.Fill(mem[i], -1);
|
||||
}
|
||||
res = KnapsackDFSMem(weight, val, mem, n, cap);
|
||||
Console.WriteLine("Maximum item value not exceeding knapsack capacity is " + res);
|
||||
|
||||
// Dynamic programming
|
||||
res = KnapsackDP(weight, val, cap);
|
||||
Console.WriteLine("Maximum item value not exceeding knapsack capacity is " + res);
|
||||
|
||||
// Space-optimized dynamic programming
|
||||
res = KnapsackDPComp(weight, val, cap);
|
||||
Console.WriteLine("Maximum item value not exceeding knapsack capacity is " + res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,53 @@
|
||||
/**
|
||||
* File: min_cost_climbing_stairs_dp.cs
|
||||
* Created Time: 2023-06-30
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class min_cost_climbing_stairs_dp {
|
||||
/* Minimum cost climbing stairs: Dynamic programming */
|
||||
int MinCostClimbingStairsDP(int[] cost) {
|
||||
int n = cost.Length - 1;
|
||||
if (n == 1 || n == 2)
|
||||
return cost[n];
|
||||
// Initialize dp table, used to store solutions to subproblems
|
||||
int[] dp = new int[n + 1];
|
||||
// Initial state: preset the solution to the smallest subproblem
|
||||
dp[1] = cost[1];
|
||||
dp[2] = cost[2];
|
||||
// State transition: gradually solve larger subproblems from smaller ones
|
||||
for (int i = 3; i <= n; i++) {
|
||||
dp[i] = Math.Min(dp[i - 1], dp[i - 2]) + cost[i];
|
||||
}
|
||||
return dp[n];
|
||||
}
|
||||
|
||||
/* Minimum cost climbing stairs: Space-optimized dynamic programming */
|
||||
int MinCostClimbingStairsDPComp(int[] cost) {
|
||||
int n = cost.Length - 1;
|
||||
if (n == 1 || n == 2)
|
||||
return cost[n];
|
||||
int a = cost[1], b = cost[2];
|
||||
for (int i = 3; i <= n; i++) {
|
||||
int tmp = b;
|
||||
b = Math.Min(a, tmp) + cost[i];
|
||||
a = tmp;
|
||||
}
|
||||
return b;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] cost = [0, 1, 10, 1, 1, 1, 10, 1, 1, 10, 1];
|
||||
Console.WriteLine("Input stair cost list is");
|
||||
PrintUtil.PrintList(cost);
|
||||
|
||||
int res = MinCostClimbingStairsDP(cost);
|
||||
Console.WriteLine($"Minimum cost to climb stairs is {res}");
|
||||
|
||||
res = MinCostClimbingStairsDPComp(cost);
|
||||
Console.WriteLine($"Minimum cost to climb stairs is {res}");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,127 @@
|
||||
/**
|
||||
* File: min_path_sum.cs
|
||||
* Created Time: 2023-07-10
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class min_path_sum {
|
||||
/* Minimum path sum: Brute-force search */
|
||||
int MinPathSumDFS(int[][] grid, int i, int j) {
|
||||
// If it's the top-left cell, terminate the search
|
||||
if (i == 0 && j == 0) {
|
||||
return grid[0][0];
|
||||
}
|
||||
// If row or column index is out of bounds, return +∞ cost
|
||||
if (i < 0 || j < 0) {
|
||||
return int.MaxValue;
|
||||
}
|
||||
// Calculate the minimum path cost from top-left to (i-1, j) and (i, j-1)
|
||||
int up = MinPathSumDFS(grid, i - 1, j);
|
||||
int left = MinPathSumDFS(grid, i, j - 1);
|
||||
// Return the minimum path cost from top-left to (i, j)
|
||||
return Math.Min(left, up) + grid[i][j];
|
||||
}
|
||||
|
||||
/* Minimum path sum: Memoization search */
|
||||
int MinPathSumDFSMem(int[][] grid, int[][] mem, int i, int j) {
|
||||
// If it's the top-left cell, terminate the search
|
||||
if (i == 0 && j == 0) {
|
||||
return grid[0][0];
|
||||
}
|
||||
// If row or column index is out of bounds, return +∞ cost
|
||||
if (i < 0 || j < 0) {
|
||||
return int.MaxValue;
|
||||
}
|
||||
// If there's a record, return it directly
|
||||
if (mem[i][j] != -1) {
|
||||
return mem[i][j];
|
||||
}
|
||||
// Minimum path cost for left and upper cells
|
||||
int up = MinPathSumDFSMem(grid, mem, i - 1, j);
|
||||
int left = MinPathSumDFSMem(grid, mem, i, j - 1);
|
||||
// Record and return the minimum path cost from top-left to (i, j)
|
||||
mem[i][j] = Math.Min(left, up) + grid[i][j];
|
||||
return mem[i][j];
|
||||
}
|
||||
|
||||
/* Minimum path sum: Dynamic programming */
|
||||
int MinPathSumDP(int[][] grid) {
|
||||
int n = grid.Length, m = grid[0].Length;
|
||||
// Initialize dp table
|
||||
int[,] dp = new int[n, m];
|
||||
dp[0, 0] = grid[0][0];
|
||||
// State transition: first row
|
||||
for (int j = 1; j < m; j++) {
|
||||
dp[0, j] = dp[0, j - 1] + grid[0][j];
|
||||
}
|
||||
// State transition: first column
|
||||
for (int i = 1; i < n; i++) {
|
||||
dp[i, 0] = dp[i - 1, 0] + grid[i][0];
|
||||
}
|
||||
// State transition: rest of the rows and columns
|
||||
for (int i = 1; i < n; i++) {
|
||||
for (int j = 1; j < m; j++) {
|
||||
dp[i, j] = Math.Min(dp[i, j - 1], dp[i - 1, j]) + grid[i][j];
|
||||
}
|
||||
}
|
||||
return dp[n - 1, m - 1];
|
||||
}
|
||||
|
||||
/* Minimum path sum: Space-optimized dynamic programming */
|
||||
int MinPathSumDPComp(int[][] grid) {
|
||||
int n = grid.Length, m = grid[0].Length;
|
||||
// Initialize dp table
|
||||
int[] dp = new int[m];
|
||||
dp[0] = grid[0][0];
|
||||
// State transition: first row
|
||||
for (int j = 1; j < m; j++) {
|
||||
dp[j] = dp[j - 1] + grid[0][j];
|
||||
}
|
||||
// State transition: rest of the rows
|
||||
for (int i = 1; i < n; i++) {
|
||||
// State transition: first column
|
||||
dp[0] = dp[0] + grid[i][0];
|
||||
// State transition: rest of the columns
|
||||
for (int j = 1; j < m; j++) {
|
||||
dp[j] = Math.Min(dp[j - 1], dp[j]) + grid[i][j];
|
||||
}
|
||||
}
|
||||
return dp[m - 1];
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[][] grid =
|
||||
[
|
||||
[1, 3, 1, 5],
|
||||
[2, 2, 4, 2],
|
||||
[5, 3, 2, 1],
|
||||
[4, 3, 5, 2]
|
||||
];
|
||||
|
||||
int n = grid.Length, m = grid[0].Length;
|
||||
|
||||
// Brute-force search
|
||||
int res = MinPathSumDFS(grid, n - 1, m - 1);
|
||||
Console.WriteLine("Minimum path sum from top-left to bottom-right is " + res);
|
||||
|
||||
// Memoization search
|
||||
int[][] mem = new int[n][];
|
||||
for (int i = 0; i < n; i++) {
|
||||
mem[i] = new int[m];
|
||||
Array.Fill(mem[i], -1);
|
||||
}
|
||||
res = MinPathSumDFSMem(grid, mem, n - 1, m - 1);
|
||||
Console.WriteLine("Minimum path sum from top-left to bottom-right is " + res);
|
||||
|
||||
// Dynamic programming
|
||||
res = MinPathSumDP(grid);
|
||||
Console.WriteLine("Minimum path sum from top-left to bottom-right is " + res);
|
||||
|
||||
// Space-optimized dynamic programming
|
||||
res = MinPathSumDPComp(grid);
|
||||
Console.WriteLine("Minimum path sum from top-left to bottom-right is " + res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,64 @@
|
||||
/**
|
||||
* File: unbounded_knapsack.cs
|
||||
* Created Time: 2023-07-12
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_dynamic_programming;
|
||||
|
||||
public class unbounded_knapsack {
|
||||
/* Unbounded knapsack: Dynamic programming */
|
||||
int UnboundedKnapsackDP(int[] wgt, int[] val, int cap) {
|
||||
int n = wgt.Length;
|
||||
// Initialize dp table
|
||||
int[,] dp = new int[n + 1, cap + 1];
|
||||
// State transition
|
||||
for (int i = 1; i <= n; i++) {
|
||||
for (int c = 1; c <= cap; c++) {
|
||||
if (wgt[i - 1] > c) {
|
||||
// If exceeds knapsack capacity, don't select item i
|
||||
dp[i, c] = dp[i - 1, c];
|
||||
} else {
|
||||
// The larger value between not selecting and selecting item i
|
||||
dp[i, c] = Math.Max(dp[i - 1, c], dp[i, c - wgt[i - 1]] + val[i - 1]);
|
||||
}
|
||||
}
|
||||
}
|
||||
return dp[n, cap];
|
||||
}
|
||||
|
||||
/* Unbounded knapsack: Space-optimized dynamic programming */
|
||||
int UnboundedKnapsackDPComp(int[] wgt, int[] val, int cap) {
|
||||
int n = wgt.Length;
|
||||
// Initialize dp table
|
||||
int[] dp = new int[cap + 1];
|
||||
// State transition
|
||||
for (int i = 1; i <= n; i++) {
|
||||
for (int c = 1; c <= cap; c++) {
|
||||
if (wgt[i - 1] > c) {
|
||||
// If exceeds knapsack capacity, don't select item i
|
||||
dp[c] = dp[c];
|
||||
} else {
|
||||
// The larger value between not selecting and selecting item i
|
||||
dp[c] = Math.Max(dp[c], dp[c - wgt[i - 1]] + val[i - 1]);
|
||||
}
|
||||
}
|
||||
}
|
||||
return dp[cap];
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] wgt = [1, 2, 3];
|
||||
int[] val = [5, 11, 15];
|
||||
int cap = 4;
|
||||
|
||||
// Dynamic programming
|
||||
int res = UnboundedKnapsackDP(wgt, val, cap);
|
||||
Console.WriteLine("Maximum item value not exceeding knapsack capacity is " + res);
|
||||
|
||||
// Space-optimized dynamic programming
|
||||
res = UnboundedKnapsackDPComp(wgt, val, cap);
|
||||
Console.WriteLine("Maximum item value not exceeding knapsack capacity is " + res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,122 @@
|
||||
/**
|
||||
* File: graph_adjacency_list.cs
|
||||
* Created Time: 2023-02-06
|
||||
* Author: zjkung1123 (zjkung1123@gmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_graph;
|
||||
|
||||
/* Undirected graph class based on adjacency list */
|
||||
public class GraphAdjList {
|
||||
// Adjacency list, key: vertex, value: all adjacent vertices of that vertex
|
||||
public Dictionary<Vertex, List<Vertex>> adjList;
|
||||
|
||||
/* Constructor */
|
||||
public GraphAdjList(Vertex[][] edges) {
|
||||
adjList = [];
|
||||
// Add all vertices and edges
|
||||
foreach (Vertex[] edge in edges) {
|
||||
AddVertex(edge[0]);
|
||||
AddVertex(edge[1]);
|
||||
AddEdge(edge[0], edge[1]);
|
||||
}
|
||||
}
|
||||
|
||||
/* Get the number of vertices */
|
||||
int Size() {
|
||||
return adjList.Count;
|
||||
}
|
||||
|
||||
/* Add edge */
|
||||
public void AddEdge(Vertex vet1, Vertex vet2) {
|
||||
if (!adjList.ContainsKey(vet1) || !adjList.ContainsKey(vet2) || vet1 == vet2)
|
||||
throw new InvalidOperationException();
|
||||
// Add edge vet1 - vet2
|
||||
adjList[vet1].Add(vet2);
|
||||
adjList[vet2].Add(vet1);
|
||||
}
|
||||
|
||||
/* Remove edge */
|
||||
public void RemoveEdge(Vertex vet1, Vertex vet2) {
|
||||
if (!adjList.ContainsKey(vet1) || !adjList.ContainsKey(vet2) || vet1 == vet2)
|
||||
throw new InvalidOperationException();
|
||||
// Remove edge vet1 - vet2
|
||||
adjList[vet1].Remove(vet2);
|
||||
adjList[vet2].Remove(vet1);
|
||||
}
|
||||
|
||||
/* Add vertex */
|
||||
public void AddVertex(Vertex vet) {
|
||||
if (adjList.ContainsKey(vet))
|
||||
return;
|
||||
// Add a new linked list in the adjacency list
|
||||
adjList.Add(vet, []);
|
||||
}
|
||||
|
||||
/* Remove vertex */
|
||||
public void RemoveVertex(Vertex vet) {
|
||||
if (!adjList.ContainsKey(vet))
|
||||
throw new InvalidOperationException();
|
||||
// Remove the linked list corresponding to vertex vet in the adjacency list
|
||||
adjList.Remove(vet);
|
||||
// Traverse the linked lists of other vertices and remove all edges containing vet
|
||||
foreach (List<Vertex> list in adjList.Values) {
|
||||
list.Remove(vet);
|
||||
}
|
||||
}
|
||||
|
||||
/* Print adjacency list */
|
||||
public void Print() {
|
||||
Console.WriteLine("Adjacency list =");
|
||||
foreach (KeyValuePair<Vertex, List<Vertex>> pair in adjList) {
|
||||
List<int> tmp = [];
|
||||
foreach (Vertex vertex in pair.Value)
|
||||
tmp.Add(vertex.val);
|
||||
Console.WriteLine(pair.Key.val + ": [" + string.Join(", ", tmp) + "],");
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
public class graph_adjacency_list {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Add edge */
|
||||
Vertex[] v = Vertex.ValsToVets([1, 3, 2, 5, 4]);
|
||||
Vertex[][] edges =
|
||||
[
|
||||
[v[0], v[1]],
|
||||
[v[0], v[3]],
|
||||
[v[1], v[2]],
|
||||
[v[2], v[3]],
|
||||
[v[2], v[4]],
|
||||
[v[3], v[4]]
|
||||
];
|
||||
GraphAdjList graph = new(edges);
|
||||
Console.WriteLine("\nAfter initialization, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Add edge */
|
||||
// Vertices 1, 3 are v[0], v[1]
|
||||
graph.AddEdge(v[0], v[2]);
|
||||
Console.WriteLine("\nAfter adding edge 1-2, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Remove edge */
|
||||
// Vertex 3 is v[1]
|
||||
graph.RemoveEdge(v[0], v[1]);
|
||||
Console.WriteLine("\nAfter removing edge 1-3, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Add vertex */
|
||||
Vertex v5 = new(6);
|
||||
graph.AddVertex(v5);
|
||||
Console.WriteLine("\nAfter adding vertex 6, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Remove vertex */
|
||||
// Vertex 3 is v[1]
|
||||
graph.RemoveVertex(v[1]);
|
||||
Console.WriteLine("\nAfter removing vertex 3, graph is");
|
||||
graph.Print();
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,137 @@
|
||||
/**
|
||||
* File: graph_adjacency_matrix.cs
|
||||
* Created Time: 2023-02-06
|
||||
* Author: zjkung1123 (zjkung1123@gmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_graph;
|
||||
|
||||
/* Undirected graph class based on adjacency matrix */
|
||||
class GraphAdjMat {
|
||||
List<int> vertices; // Vertex list, where the element represents the "vertex value" and the index represents the "vertex index"
|
||||
List<List<int>> adjMat; // Adjacency matrix, where the row and column indices correspond to the "vertex index"
|
||||
|
||||
/* Constructor */
|
||||
public GraphAdjMat(int[] vertices, int[][] edges) {
|
||||
this.vertices = [];
|
||||
this.adjMat = [];
|
||||
// Add vertex
|
||||
foreach (int val in vertices) {
|
||||
AddVertex(val);
|
||||
}
|
||||
// Add edge
|
||||
// Note that the edges elements represent vertex indices, i.e., corresponding to the vertices element indices
|
||||
foreach (int[] e in edges) {
|
||||
AddEdge(e[0], e[1]);
|
||||
}
|
||||
}
|
||||
|
||||
/* Get the number of vertices */
|
||||
int Size() {
|
||||
return vertices.Count;
|
||||
}
|
||||
|
||||
/* Add vertex */
|
||||
public void AddVertex(int val) {
|
||||
int n = Size();
|
||||
// Add the value of the new vertex to the vertex list
|
||||
vertices.Add(val);
|
||||
// Add a row to the adjacency matrix
|
||||
List<int> newRow = new(n);
|
||||
for (int j = 0; j < n; j++) {
|
||||
newRow.Add(0);
|
||||
}
|
||||
adjMat.Add(newRow);
|
||||
// Add a column to the adjacency matrix
|
||||
foreach (List<int> row in adjMat) {
|
||||
row.Add(0);
|
||||
}
|
||||
}
|
||||
|
||||
/* Remove vertex */
|
||||
public void RemoveVertex(int index) {
|
||||
if (index >= Size())
|
||||
throw new IndexOutOfRangeException();
|
||||
// Remove the vertex at index from the vertex list
|
||||
vertices.RemoveAt(index);
|
||||
// Remove the row at index from the adjacency matrix
|
||||
adjMat.RemoveAt(index);
|
||||
// Remove the column at index from the adjacency matrix
|
||||
foreach (List<int> row in adjMat) {
|
||||
row.RemoveAt(index);
|
||||
}
|
||||
}
|
||||
|
||||
/* Add edge */
|
||||
// Parameters i, j correspond to the vertices element indices
|
||||
public void AddEdge(int i, int j) {
|
||||
// Handle index out of bounds and equality
|
||||
if (i < 0 || j < 0 || i >= Size() || j >= Size() || i == j)
|
||||
throw new IndexOutOfRangeException();
|
||||
// In an undirected graph, the adjacency matrix is symmetric about the main diagonal, i.e., (i, j) == (j, i)
|
||||
adjMat[i][j] = 1;
|
||||
adjMat[j][i] = 1;
|
||||
}
|
||||
|
||||
/* Remove edge */
|
||||
// Parameters i, j correspond to the vertices element indices
|
||||
public void RemoveEdge(int i, int j) {
|
||||
// Handle index out of bounds and equality
|
||||
if (i < 0 || j < 0 || i >= Size() || j >= Size() || i == j)
|
||||
throw new IndexOutOfRangeException();
|
||||
adjMat[i][j] = 0;
|
||||
adjMat[j][i] = 0;
|
||||
}
|
||||
|
||||
/* Print adjacency matrix */
|
||||
public void Print() {
|
||||
Console.Write("Vertex list = ");
|
||||
PrintUtil.PrintList(vertices);
|
||||
Console.WriteLine("Adjacency matrix =");
|
||||
PrintUtil.PrintMatrix(adjMat);
|
||||
}
|
||||
}
|
||||
|
||||
public class graph_adjacency_matrix {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Add edge */
|
||||
// Note that the edges elements represent vertex indices, i.e., corresponding to the vertices element indices
|
||||
int[] vertices = [1, 3, 2, 5, 4];
|
||||
int[][] edges =
|
||||
[
|
||||
[0, 1],
|
||||
[0, 3],
|
||||
[1, 2],
|
||||
[2, 3],
|
||||
[2, 4],
|
||||
[3, 4]
|
||||
];
|
||||
GraphAdjMat graph = new(vertices, edges);
|
||||
Console.WriteLine("\nAfter initialization, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Add edge */
|
||||
// Add vertex
|
||||
graph.AddEdge(0, 2);
|
||||
Console.WriteLine("\nAfter adding edge 1-2, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Remove edge */
|
||||
// Vertices 1, 3 have indices 0, 1 respectively
|
||||
graph.RemoveEdge(0, 1);
|
||||
Console.WriteLine("\nAfter removing edge 1-3, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Add vertex */
|
||||
graph.AddVertex(6);
|
||||
Console.WriteLine("\nAfter adding vertex 6, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Remove vertex */
|
||||
// Vertex 3 has index 1
|
||||
graph.RemoveVertex(1);
|
||||
Console.WriteLine("\nAfter removing vertex 3, graph is");
|
||||
graph.Print();
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,58 @@
|
||||
/**
|
||||
* File: graph_bfs.cs
|
||||
* Created Time: 2023-03-08
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_graph;
|
||||
|
||||
public class graph_bfs {
|
||||
/* Breadth-first traversal */
|
||||
// Use adjacency list to represent the graph, in order to obtain all adjacent vertices of a specified vertex
|
||||
List<Vertex> GraphBFS(GraphAdjList graph, Vertex startVet) {
|
||||
// Vertex traversal sequence
|
||||
List<Vertex> res = [];
|
||||
// Hash set for recording vertices that have been visited
|
||||
HashSet<Vertex> visited = [startVet];
|
||||
// Queue used to implement BFS
|
||||
Queue<Vertex> que = new();
|
||||
que.Enqueue(startVet);
|
||||
// Starting from vertex vet, loop until all vertices are visited
|
||||
while (que.Count > 0) {
|
||||
Vertex vet = que.Dequeue(); // Dequeue the front vertex
|
||||
res.Add(vet); // Record visited vertex
|
||||
foreach (Vertex adjVet in graph.adjList[vet]) {
|
||||
if (visited.Contains(adjVet)) {
|
||||
continue; // Skip vertices that have been visited
|
||||
}
|
||||
que.Enqueue(adjVet); // Only enqueue unvisited vertices
|
||||
visited.Add(adjVet); // Mark this vertex as visited
|
||||
}
|
||||
}
|
||||
|
||||
// Return vertex traversal sequence
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Add edge */
|
||||
Vertex[] v = Vertex.ValsToVets([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]);
|
||||
Vertex[][] edges =
|
||||
[
|
||||
[v[0], v[1]], [v[0], v[3]], [v[1], v[2]],
|
||||
[v[1], v[4]], [v[2], v[5]], [v[3], v[4]],
|
||||
[v[3], v[6]], [v[4], v[5]], [v[4], v[7]],
|
||||
[v[5], v[8]], [v[6], v[7]], [v[7], v[8]]
|
||||
];
|
||||
|
||||
GraphAdjList graph = new(edges);
|
||||
Console.WriteLine("\nAfter initialization, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Breadth-first traversal */
|
||||
List<Vertex> res = GraphBFS(graph, v[0]);
|
||||
Console.WriteLine("\nBreadth-first traversal (BFS) vertex sequence is");
|
||||
Console.WriteLine(string.Join(" ", Vertex.VetsToVals(res)));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,54 @@
|
||||
/**
|
||||
* File: graph_dfs.cs
|
||||
* Created Time: 2023-03-08
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_graph;
|
||||
|
||||
public class graph_dfs {
|
||||
/* Depth-first traversal helper function */
|
||||
void DFS(GraphAdjList graph, HashSet<Vertex> visited, List<Vertex> res, Vertex vet) {
|
||||
res.Add(vet); // Record visited vertex
|
||||
visited.Add(vet); // Mark this vertex as visited
|
||||
// Traverse all adjacent vertices of this vertex
|
||||
foreach (Vertex adjVet in graph.adjList[vet]) {
|
||||
if (visited.Contains(adjVet)) {
|
||||
continue; // Skip vertices that have been visited
|
||||
}
|
||||
// Recursively visit adjacent vertices
|
||||
DFS(graph, visited, res, adjVet);
|
||||
}
|
||||
}
|
||||
|
||||
/* Depth-first traversal */
|
||||
// Use adjacency list to represent the graph, in order to obtain all adjacent vertices of a specified vertex
|
||||
List<Vertex> GraphDFS(GraphAdjList graph, Vertex startVet) {
|
||||
// Vertex traversal sequence
|
||||
List<Vertex> res = [];
|
||||
// Hash set for recording vertices that have been visited
|
||||
HashSet<Vertex> visited = [];
|
||||
DFS(graph, visited, res, startVet);
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Add edge */
|
||||
Vertex[] v = Vertex.ValsToVets([0, 1, 2, 3, 4, 5, 6]);
|
||||
Vertex[][] edges =
|
||||
[
|
||||
[v[0], v[1]], [v[0], v[3]], [v[1], v[2]],
|
||||
[v[2], v[5]], [v[4], v[5]], [v[5], v[6]],
|
||||
];
|
||||
|
||||
GraphAdjList graph = new(edges);
|
||||
Console.WriteLine("\nAfter initialization, graph is");
|
||||
graph.Print();
|
||||
|
||||
/* Depth-first traversal */
|
||||
List<Vertex> res = GraphDFS(graph, v[0]);
|
||||
Console.WriteLine("\nDepth-first traversal (DFS) vertex sequence is");
|
||||
Console.WriteLine(string.Join(" ", Vertex.VetsToVals(res)));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,54 @@
|
||||
/**
|
||||
* File: coin_change_greedy.cs
|
||||
* Created Time: 2023-07-21
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_greedy;
|
||||
|
||||
public class coin_change_greedy {
|
||||
/* Coin change: Greedy algorithm */
|
||||
int CoinChangeGreedy(int[] coins, int amt) {
|
||||
// Assume coins list is sorted
|
||||
int i = coins.Length - 1;
|
||||
int count = 0;
|
||||
// Loop to make greedy choices until no remaining amount
|
||||
while (amt > 0) {
|
||||
// Find the coin that is less than and closest to the remaining amount
|
||||
while (i > 0 && coins[i] > amt) {
|
||||
i--;
|
||||
}
|
||||
// Choose coins[i]
|
||||
amt -= coins[i];
|
||||
count++;
|
||||
}
|
||||
// If no feasible solution is found, return -1
|
||||
return amt == 0 ? count : -1;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// Greedy algorithm: Can guarantee finding the global optimal solution
|
||||
int[] coins = [1, 5, 10, 20, 50, 100];
|
||||
int amt = 186;
|
||||
int res = CoinChangeGreedy(coins, amt);
|
||||
Console.WriteLine("\ncoins = " + coins.PrintList() + ", amt = " + amt);
|
||||
Console.WriteLine("To make " + amt + ", minimum number of coins needed is " + res);
|
||||
|
||||
// Greedy algorithm: Cannot guarantee finding the global optimal solution
|
||||
coins = [1, 20, 50];
|
||||
amt = 60;
|
||||
res = CoinChangeGreedy(coins, amt);
|
||||
Console.WriteLine("\ncoins = " + coins.PrintList() + ", amt = " + amt);
|
||||
Console.WriteLine("To make " + amt + ", minimum number of coins needed is " + res);
|
||||
Console.WriteLine("Actually the minimum number needed is 3, i.e., 20 + 20 + 20");
|
||||
|
||||
// Greedy algorithm: Cannot guarantee finding the global optimal solution
|
||||
coins = [1, 49, 50];
|
||||
amt = 98;
|
||||
res = CoinChangeGreedy(coins, amt);
|
||||
Console.WriteLine("\ncoins = " + coins.PrintList() + ", amt = " + amt);
|
||||
Console.WriteLine("To make " + amt + ", minimum number of coins needed is " + res);
|
||||
Console.WriteLine("Actually the minimum number needed is 2, i.e., 49 + 49");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,52 @@
|
||||
/**
|
||||
* File: fractional_knapsack.cs
|
||||
* Created Time: 2023-07-21
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_greedy;
|
||||
|
||||
/* Item */
|
||||
class Item(int w, int v) {
|
||||
public int w = w; // Item weight
|
||||
public int v = v; // Item value
|
||||
}
|
||||
|
||||
public class fractional_knapsack {
|
||||
/* Fractional knapsack: Greedy algorithm */
|
||||
double FractionalKnapsack(int[] wgt, int[] val, int cap) {
|
||||
// Create item list with two attributes: weight, value
|
||||
Item[] items = new Item[wgt.Length];
|
||||
for (int i = 0; i < wgt.Length; i++) {
|
||||
items[i] = new Item(wgt[i], val[i]);
|
||||
}
|
||||
// Sort by unit value item.v / item.w from high to low
|
||||
Array.Sort(items, (x, y) => (y.v / y.w).CompareTo(x.v / x.w));
|
||||
// Loop for greedy selection
|
||||
double res = 0;
|
||||
foreach (Item item in items) {
|
||||
if (item.w <= cap) {
|
||||
// If remaining capacity is sufficient, put the entire current item into the knapsack
|
||||
res += item.v;
|
||||
cap -= item.w;
|
||||
} else {
|
||||
// If remaining capacity is insufficient, put part of the current item into the knapsack
|
||||
res += (double)item.v / item.w * cap;
|
||||
// No remaining capacity, so break out of the loop
|
||||
break;
|
||||
}
|
||||
}
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] wgt = [10, 20, 30, 40, 50];
|
||||
int[] val = [50, 120, 150, 210, 240];
|
||||
int cap = 50;
|
||||
|
||||
// Greedy algorithm
|
||||
double res = FractionalKnapsack(wgt, val, cap);
|
||||
Console.WriteLine("Maximum item value not exceeding knapsack capacity is " + res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,39 @@
|
||||
/**
|
||||
* File: max_capacity.cs
|
||||
* Created Time: 2023-07-21
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_greedy;
|
||||
|
||||
public class max_capacity {
|
||||
/* Max capacity: Greedy algorithm */
|
||||
int MaxCapacity(int[] ht) {
|
||||
// Initialize i, j to be at both ends of the array
|
||||
int i = 0, j = ht.Length - 1;
|
||||
// Initial max capacity is 0
|
||||
int res = 0;
|
||||
// Loop for greedy selection until the two boards meet
|
||||
while (i < j) {
|
||||
// Update max capacity
|
||||
int cap = Math.Min(ht[i], ht[j]) * (j - i);
|
||||
res = Math.Max(res, cap);
|
||||
// Move the shorter board inward
|
||||
if (ht[i] < ht[j]) {
|
||||
i++;
|
||||
} else {
|
||||
j--;
|
||||
}
|
||||
}
|
||||
return res;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] ht = [3, 8, 5, 2, 7, 7, 3, 4];
|
||||
|
||||
// Greedy algorithm
|
||||
int res = MaxCapacity(ht);
|
||||
Console.WriteLine("Maximum capacity is " + res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,39 @@
|
||||
/**
|
||||
* File: max_product_cutting.cs
|
||||
* Created Time: 2023-07-21
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_greedy;
|
||||
|
||||
public class max_product_cutting {
|
||||
/* Max product cutting: Greedy algorithm */
|
||||
int MaxProductCutting(int n) {
|
||||
// When n <= 3, must cut out a 1
|
||||
if (n <= 3) {
|
||||
return 1 * (n - 1);
|
||||
}
|
||||
// Greedily cut out 3, a is the number of 3s, b is the remainder
|
||||
int a = n / 3;
|
||||
int b = n % 3;
|
||||
if (b == 1) {
|
||||
// When the remainder is 1, convert a pair of 1 * 3 to 2 * 2
|
||||
return (int)Math.Pow(3, a - 1) * 2 * 2;
|
||||
}
|
||||
if (b == 2) {
|
||||
// When the remainder is 2, do nothing
|
||||
return (int)Math.Pow(3, a) * 2;
|
||||
}
|
||||
// When the remainder is 0, do nothing
|
||||
return (int)Math.Pow(3, a);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int n = 58;
|
||||
|
||||
// Greedy algorithm
|
||||
int res = MaxProductCutting(n);
|
||||
Console.WriteLine("Maximum cutting product is" + res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,134 @@
|
||||
/**
|
||||
* File: array_hash_map.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_hashing;
|
||||
|
||||
/* Key-value pair int->string */
|
||||
class Pair(int key, string val) {
|
||||
public int key = key;
|
||||
public string val = val;
|
||||
}
|
||||
|
||||
/* Hash table based on array implementation */
|
||||
class ArrayHashMap {
|
||||
List<Pair?> buckets;
|
||||
public ArrayHashMap() {
|
||||
// Initialize array with 100 buckets
|
||||
buckets = [];
|
||||
for (int i = 0; i < 100; i++) {
|
||||
buckets.Add(null);
|
||||
}
|
||||
}
|
||||
|
||||
/* Hash function */
|
||||
int HashFunc(int key) {
|
||||
int index = key % 100;
|
||||
return index;
|
||||
}
|
||||
|
||||
/* Query operation */
|
||||
public string? Get(int key) {
|
||||
int index = HashFunc(key);
|
||||
Pair? pair = buckets[index];
|
||||
if (pair == null) return null;
|
||||
return pair.val;
|
||||
}
|
||||
|
||||
/* Add operation */
|
||||
public void Put(int key, string val) {
|
||||
Pair pair = new(key, val);
|
||||
int index = HashFunc(key);
|
||||
buckets[index] = pair;
|
||||
}
|
||||
|
||||
/* Remove operation */
|
||||
public void Remove(int key) {
|
||||
int index = HashFunc(key);
|
||||
// Set to null to represent deletion
|
||||
buckets[index] = null;
|
||||
}
|
||||
|
||||
/* Get all key-value pairs */
|
||||
public List<Pair> PairSet() {
|
||||
List<Pair> pairSet = [];
|
||||
foreach (Pair? pair in buckets) {
|
||||
if (pair != null)
|
||||
pairSet.Add(pair);
|
||||
}
|
||||
return pairSet;
|
||||
}
|
||||
|
||||
/* Get all keys */
|
||||
public List<int> KeySet() {
|
||||
List<int> keySet = [];
|
||||
foreach (Pair? pair in buckets) {
|
||||
if (pair != null)
|
||||
keySet.Add(pair.key);
|
||||
}
|
||||
return keySet;
|
||||
}
|
||||
|
||||
/* Get all values */
|
||||
public List<string> ValueSet() {
|
||||
List<string> valueSet = [];
|
||||
foreach (Pair? pair in buckets) {
|
||||
if (pair != null)
|
||||
valueSet.Add(pair.val);
|
||||
}
|
||||
return valueSet;
|
||||
}
|
||||
|
||||
/* Print hash table */
|
||||
public void Print() {
|
||||
foreach (Pair kv in PairSet()) {
|
||||
Console.WriteLine(kv.key + " -> " + kv.val);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
public class array_hash_map {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize hash table */
|
||||
ArrayHashMap map = new();
|
||||
|
||||
/* Add operation */
|
||||
// Add key-value pair (key, value) to the hash table
|
||||
map.Put(12836, "Xiao Ha");
|
||||
map.Put(15937, "Xiao Luo");
|
||||
map.Put(16750, "Xiao Suan");
|
||||
map.Put(13276, "Xiao Fa");
|
||||
map.Put(10583, "Xiao Ya");
|
||||
Console.WriteLine("\nAfter adding is complete, hash table is\nKey -> Value");
|
||||
map.Print();
|
||||
|
||||
/* Query operation */
|
||||
// Input key into hash table to get value
|
||||
string? name = map.Get(15937);
|
||||
Console.WriteLine("\nInput student ID 15937, query name " + name);
|
||||
|
||||
/* Remove operation */
|
||||
// Remove key-value pair (key, value) from hash table
|
||||
map.Remove(10583);
|
||||
Console.WriteLine("\nAfter removing 10583, hash table is\nKey -> Value");
|
||||
map.Print();
|
||||
|
||||
/* Traverse hash table */
|
||||
Console.WriteLine("\nTraverse key-value pairs Key->Value");
|
||||
foreach (Pair kv in map.PairSet()) {
|
||||
Console.WriteLine(kv.key + " -> " + kv.val);
|
||||
}
|
||||
Console.WriteLine("\nTraverse keys only Key");
|
||||
foreach (int key in map.KeySet()) {
|
||||
Console.WriteLine(key);
|
||||
}
|
||||
Console.WriteLine("\nTraverse values only Value");
|
||||
foreach (string val in map.ValueSet()) {
|
||||
Console.WriteLine(val);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,36 @@
|
||||
/**
|
||||
* File: built_in_hash.cs
|
||||
* Created Time: 2023-06-26
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_hashing;
|
||||
|
||||
public class built_in_hash {
|
||||
[Test]
|
||||
public void Test() {
|
||||
int num = 3;
|
||||
int hashNum = num.GetHashCode();
|
||||
Console.WriteLine("Integer " + num + " has hash value " + hashNum);
|
||||
|
||||
bool bol = true;
|
||||
int hashBol = bol.GetHashCode();
|
||||
Console.WriteLine("Boolean " + bol + " has hash value " + hashBol);
|
||||
|
||||
double dec = 3.14159;
|
||||
int hashDec = dec.GetHashCode();
|
||||
Console.WriteLine("Decimal " + dec + " has hash value " + hashDec);
|
||||
|
||||
string str = "Hello Algo";
|
||||
int hashStr = str.GetHashCode();
|
||||
Console.WriteLine("String " + str + " has hash value " + hashStr);
|
||||
|
||||
object[] arr = [12836, "Xiao Ha"];
|
||||
int hashTup = arr.GetHashCode();
|
||||
Console.WriteLine("Array [" + string.Join(", ", arr) + "] hash value is " + hashTup);
|
||||
|
||||
ListNode obj = new(0);
|
||||
int hashObj = obj.GetHashCode();
|
||||
Console.WriteLine("Node object " + obj + " has hash value " + hashObj);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,51 @@
|
||||
|
||||
/**
|
||||
* File: hash_map.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_hashing;
|
||||
|
||||
public class hash_map {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize hash table */
|
||||
Dictionary<int, string> map = new() {
|
||||
/* Add operation */
|
||||
// Add key-value pair (key, value) to the hash table
|
||||
{ 12836, "Xiao Ha" },
|
||||
{ 15937, "Xiao Luo" },
|
||||
{ 16750, "Xiao Suan" },
|
||||
{ 13276, "Xiao Fa" },
|
||||
{ 10583, "Xiao Ya" }
|
||||
};
|
||||
Console.WriteLine("\nAfter adding is complete, hash table is\nKey -> Value");
|
||||
PrintUtil.PrintHashMap(map);
|
||||
|
||||
/* Query operation */
|
||||
// Input key into hash table to get value
|
||||
string name = map[15937];
|
||||
Console.WriteLine("\nInput student ID 15937, query name " + name);
|
||||
|
||||
/* Remove operation */
|
||||
// Remove key-value pair (key, value) from hash table
|
||||
map.Remove(10583);
|
||||
Console.WriteLine("\nAfter removing 10583, hash table is\nKey -> Value");
|
||||
PrintUtil.PrintHashMap(map);
|
||||
|
||||
/* Traverse hash table */
|
||||
Console.WriteLine("\nTraverse key-value pairs Key->Value");
|
||||
foreach (var kv in map) {
|
||||
Console.WriteLine(kv.Key + " -> " + kv.Value);
|
||||
}
|
||||
Console.WriteLine("\nTraverse keys only Key");
|
||||
foreach (int key in map.Keys) {
|
||||
Console.WriteLine(key);
|
||||
}
|
||||
Console.WriteLine("\nTraverse values only Value");
|
||||
foreach (string val in map.Values) {
|
||||
Console.WriteLine(val);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,144 @@
|
||||
/**
|
||||
* File: hash_map_chaining.cs
|
||||
* Created Time: 2023-06-26
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_hashing;
|
||||
|
||||
/* Hash table with separate chaining */
|
||||
class HashMapChaining {
|
||||
int size; // Number of key-value pairs
|
||||
int capacity; // Hash table capacity
|
||||
double loadThres; // Load factor threshold for triggering expansion
|
||||
int extendRatio; // Expansion multiplier
|
||||
List<List<Pair>> buckets; // Bucket array
|
||||
|
||||
/* Constructor */
|
||||
public HashMapChaining() {
|
||||
size = 0;
|
||||
capacity = 4;
|
||||
loadThres = 2.0 / 3.0;
|
||||
extendRatio = 2;
|
||||
buckets = new List<List<Pair>>(capacity);
|
||||
for (int i = 0; i < capacity; i++) {
|
||||
buckets.Add([]);
|
||||
}
|
||||
}
|
||||
|
||||
/* Hash function */
|
||||
int HashFunc(int key) {
|
||||
return key % capacity;
|
||||
}
|
||||
|
||||
/* Load factor */
|
||||
double LoadFactor() {
|
||||
return (double)size / capacity;
|
||||
}
|
||||
|
||||
/* Query operation */
|
||||
public string? Get(int key) {
|
||||
int index = HashFunc(key);
|
||||
// Traverse bucket, if key is found, return corresponding val
|
||||
foreach (Pair pair in buckets[index]) {
|
||||
if (pair.key == key) {
|
||||
return pair.val;
|
||||
}
|
||||
}
|
||||
// If key is not found, return null
|
||||
return null;
|
||||
}
|
||||
|
||||
/* Add operation */
|
||||
public void Put(int key, string val) {
|
||||
// When load factor exceeds threshold, perform expansion
|
||||
if (LoadFactor() > loadThres) {
|
||||
Extend();
|
||||
}
|
||||
int index = HashFunc(key);
|
||||
// Traverse bucket, if specified key is encountered, update corresponding val and return
|
||||
foreach (Pair pair in buckets[index]) {
|
||||
if (pair.key == key) {
|
||||
pair.val = val;
|
||||
return;
|
||||
}
|
||||
}
|
||||
// If key does not exist, append key-value pair to the end
|
||||
buckets[index].Add(new Pair(key, val));
|
||||
size++;
|
||||
}
|
||||
|
||||
/* Remove operation */
|
||||
public void Remove(int key) {
|
||||
int index = HashFunc(key);
|
||||
// Traverse bucket and remove key-value pair from it
|
||||
foreach (Pair pair in buckets[index].ToList()) {
|
||||
if (pair.key == key) {
|
||||
buckets[index].Remove(pair);
|
||||
size--;
|
||||
break;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/* Expand hash table */
|
||||
void Extend() {
|
||||
// Temporarily store the original hash table
|
||||
List<List<Pair>> bucketsTmp = buckets;
|
||||
// Initialize expanded new hash table
|
||||
capacity *= extendRatio;
|
||||
buckets = new List<List<Pair>>(capacity);
|
||||
for (int i = 0; i < capacity; i++) {
|
||||
buckets.Add([]);
|
||||
}
|
||||
size = 0;
|
||||
// Move key-value pairs from original hash table to new hash table
|
||||
foreach (List<Pair> bucket in bucketsTmp) {
|
||||
foreach (Pair pair in bucket) {
|
||||
Put(pair.key, pair.val);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/* Print hash table */
|
||||
public void Print() {
|
||||
foreach (List<Pair> bucket in buckets) {
|
||||
List<string> res = [];
|
||||
foreach (Pair pair in bucket) {
|
||||
res.Add(pair.key + " -> " + pair.val);
|
||||
}
|
||||
foreach (string kv in res) {
|
||||
Console.WriteLine(kv);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
public class hash_map_chaining {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize hash table */
|
||||
HashMapChaining map = new();
|
||||
|
||||
/* Add operation */
|
||||
// Add key-value pair (key, value) to the hash table
|
||||
map.Put(12836, "Xiao Ha");
|
||||
map.Put(15937, "Xiao Luo");
|
||||
map.Put(16750, "Xiao Suan");
|
||||
map.Put(13276, "Xiao Fa");
|
||||
map.Put(10583, "Xiao Ya");
|
||||
Console.WriteLine("\nAfter adding is complete, hash table is\nKey -> Value");
|
||||
map.Print();
|
||||
|
||||
/* Query operation */
|
||||
// Input key into hash table to get value
|
||||
string? name = map.Get(13276);
|
||||
Console.WriteLine("\nInput student ID 13276, query name " + name);
|
||||
|
||||
/* Remove operation */
|
||||
// Remove key-value pair (key, value) from hash table
|
||||
map.Remove(12836);
|
||||
Console.WriteLine("\nAfter removing 12836, hash table is\nKey -> Value");
|
||||
map.Print();
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,159 @@
|
||||
/**
|
||||
* File: hash_map_open_addressing.cs
|
||||
* Created Time: 2023-06-26
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_hashing;
|
||||
|
||||
/* Hash table with open addressing */
|
||||
class HashMapOpenAddressing {
|
||||
int size; // Number of key-value pairs
|
||||
int capacity = 4; // Hash table capacity
|
||||
double loadThres = 2.0 / 3.0; // Load factor threshold for triggering expansion
|
||||
int extendRatio = 2; // Expansion multiplier
|
||||
Pair[] buckets; // Bucket array
|
||||
Pair TOMBSTONE = new(-1, "-1"); // Removal marker
|
||||
|
||||
/* Constructor */
|
||||
public HashMapOpenAddressing() {
|
||||
size = 0;
|
||||
buckets = new Pair[capacity];
|
||||
}
|
||||
|
||||
/* Hash function */
|
||||
int HashFunc(int key) {
|
||||
return key % capacity;
|
||||
}
|
||||
|
||||
/* Load factor */
|
||||
double LoadFactor() {
|
||||
return (double)size / capacity;
|
||||
}
|
||||
|
||||
/* Search for bucket index corresponding to key */
|
||||
int FindBucket(int key) {
|
||||
int index = HashFunc(key);
|
||||
int firstTombstone = -1;
|
||||
// Linear probing, break when encountering an empty bucket
|
||||
while (buckets[index] != null) {
|
||||
// If key is encountered, return the corresponding bucket index
|
||||
if (buckets[index].key == key) {
|
||||
// If a removal marker was encountered before, move the key-value pair to that index
|
||||
if (firstTombstone != -1) {
|
||||
buckets[firstTombstone] = buckets[index];
|
||||
buckets[index] = TOMBSTONE;
|
||||
return firstTombstone; // Return the moved bucket index
|
||||
}
|
||||
return index; // Return bucket index
|
||||
}
|
||||
// Record the first removal marker encountered
|
||||
if (firstTombstone == -1 && buckets[index] == TOMBSTONE) {
|
||||
firstTombstone = index;
|
||||
}
|
||||
// Calculate bucket index, wrap around to the head if past the tail
|
||||
index = (index + 1) % capacity;
|
||||
}
|
||||
// If key does not exist, return the index for insertion
|
||||
return firstTombstone == -1 ? index : firstTombstone;
|
||||
}
|
||||
|
||||
/* Query operation */
|
||||
public string? Get(int key) {
|
||||
// Search for bucket index corresponding to key
|
||||
int index = FindBucket(key);
|
||||
// If key-value pair is found, return corresponding val
|
||||
if (buckets[index] != null && buckets[index] != TOMBSTONE) {
|
||||
return buckets[index].val;
|
||||
}
|
||||
// If key-value pair does not exist, return null
|
||||
return null;
|
||||
}
|
||||
|
||||
/* Add operation */
|
||||
public void Put(int key, string val) {
|
||||
// When load factor exceeds threshold, perform expansion
|
||||
if (LoadFactor() > loadThres) {
|
||||
Extend();
|
||||
}
|
||||
// Search for bucket index corresponding to key
|
||||
int index = FindBucket(key);
|
||||
// If key-value pair is found, overwrite val and return
|
||||
if (buckets[index] != null && buckets[index] != TOMBSTONE) {
|
||||
buckets[index].val = val;
|
||||
return;
|
||||
}
|
||||
// If key-value pair does not exist, add the key-value pair
|
||||
buckets[index] = new Pair(key, val);
|
||||
size++;
|
||||
}
|
||||
|
||||
/* Remove operation */
|
||||
public void Remove(int key) {
|
||||
// Search for bucket index corresponding to key
|
||||
int index = FindBucket(key);
|
||||
// If key-value pair is found, overwrite it with removal marker
|
||||
if (buckets[index] != null && buckets[index] != TOMBSTONE) {
|
||||
buckets[index] = TOMBSTONE;
|
||||
size--;
|
||||
}
|
||||
}
|
||||
|
||||
/* Expand hash table */
|
||||
void Extend() {
|
||||
// Temporarily store the original hash table
|
||||
Pair[] bucketsTmp = buckets;
|
||||
// Initialize expanded new hash table
|
||||
capacity *= extendRatio;
|
||||
buckets = new Pair[capacity];
|
||||
size = 0;
|
||||
// Move key-value pairs from original hash table to new hash table
|
||||
foreach (Pair pair in bucketsTmp) {
|
||||
if (pair != null && pair != TOMBSTONE) {
|
||||
Put(pair.key, pair.val);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/* Print hash table */
|
||||
public void Print() {
|
||||
foreach (Pair pair in buckets) {
|
||||
if (pair == null) {
|
||||
Console.WriteLine("null");
|
||||
} else if (pair == TOMBSTONE) {
|
||||
Console.WriteLine("TOMBSTONE");
|
||||
} else {
|
||||
Console.WriteLine(pair.key + " -> " + pair.val);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
public class hash_map_open_addressing {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize hash table */
|
||||
HashMapOpenAddressing map = new();
|
||||
|
||||
/* Add operation */
|
||||
// Add key-value pair (key, value) to the hash table
|
||||
map.Put(12836, "Xiao Ha");
|
||||
map.Put(15937, "Xiao Luo");
|
||||
map.Put(16750, "Xiao Suan");
|
||||
map.Put(13276, "Xiao Fa");
|
||||
map.Put(10583, "Xiao Ya");
|
||||
Console.WriteLine("\nAfter adding is complete, hash table is\nKey -> Value");
|
||||
map.Print();
|
||||
|
||||
/* Query operation */
|
||||
// Input key into hash table to get value
|
||||
string? name = map.Get(13276);
|
||||
Console.WriteLine("\nInput student ID 13276, query name " + name);
|
||||
|
||||
/* Remove operation */
|
||||
// Remove key-value pair (key, value) from hash table
|
||||
map.Remove(16750);
|
||||
Console.WriteLine("\nAfter removing 16750, hash table is\nKey -> Value");
|
||||
map.Print();
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,66 @@
|
||||
/**
|
||||
* File: simple_hash.cs
|
||||
* Created Time: 2023-06-26
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_hashing;
|
||||
|
||||
public class simple_hash {
|
||||
/* Additive hash */
|
||||
int AddHash(string key) {
|
||||
long hash = 0;
|
||||
const int MODULUS = 1000000007;
|
||||
foreach (char c in key) {
|
||||
hash = (hash + c) % MODULUS;
|
||||
}
|
||||
return (int)hash;
|
||||
}
|
||||
|
||||
/* Multiplicative hash */
|
||||
int MulHash(string key) {
|
||||
long hash = 0;
|
||||
const int MODULUS = 1000000007;
|
||||
foreach (char c in key) {
|
||||
hash = (31 * hash + c) % MODULUS;
|
||||
}
|
||||
return (int)hash;
|
||||
}
|
||||
|
||||
/* XOR hash */
|
||||
int XorHash(string key) {
|
||||
int hash = 0;
|
||||
const int MODULUS = 1000000007;
|
||||
foreach (char c in key) {
|
||||
hash ^= c;
|
||||
}
|
||||
return hash & MODULUS;
|
||||
}
|
||||
|
||||
/* Rotational hash */
|
||||
int RotHash(string key) {
|
||||
long hash = 0;
|
||||
const int MODULUS = 1000000007;
|
||||
foreach (char c in key) {
|
||||
hash = ((hash << 4) ^ (hash >> 28) ^ c) % MODULUS;
|
||||
}
|
||||
return (int)hash;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
string key = "Hello Algo";
|
||||
|
||||
int hash = AddHash(key);
|
||||
Console.WriteLine("Additive hash value is " + hash);
|
||||
|
||||
hash = MulHash(key);
|
||||
Console.WriteLine("Multiplicative hash value is " + hash);
|
||||
|
||||
hash = XorHash(key);
|
||||
Console.WriteLine("XOR hash value is " + hash);
|
||||
|
||||
hash = RotHash(key);
|
||||
Console.WriteLine("Rotational hash value is " + hash);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,64 @@
|
||||
/**
|
||||
* File: heap.cs
|
||||
* Created Time: 2023-02-06
|
||||
* Author: zjkung1123 (zjkung1123@gmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_heap;
|
||||
|
||||
public class heap {
|
||||
void TestPush(PriorityQueue<int, int> heap, int val) {
|
||||
heap.Enqueue(val, val); // Element enters heap
|
||||
Console.WriteLine($"\nAfter element {val} pushes to heap\n");
|
||||
PrintUtil.PrintHeap(heap);
|
||||
}
|
||||
|
||||
void TestPop(PriorityQueue<int, int> heap) {
|
||||
int val = heap.Dequeue(); // Time complexity is O(n), not O(nlogn)
|
||||
Console.WriteLine($"\nAfter heap top element {val} pops from heap\n");
|
||||
PrintUtil.PrintHeap(heap);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize heap */
|
||||
// Python's heapq module implements min heap by default
|
||||
PriorityQueue<int, int> minHeap = new();
|
||||
// Initialize max heap (modify Comparer using lambda expression)
|
||||
PriorityQueue<int, int> maxHeap = new(Comparer<int>.Create((x, y) => y.CompareTo(x)));
|
||||
Console.WriteLine("Following test cases are for max heap");
|
||||
|
||||
/* Element enters heap */
|
||||
TestPush(maxHeap, 1);
|
||||
TestPush(maxHeap, 3);
|
||||
TestPush(maxHeap, 2);
|
||||
TestPush(maxHeap, 5);
|
||||
TestPush(maxHeap, 4);
|
||||
|
||||
/* Check if heap is empty */
|
||||
int peek = maxHeap.Peek();
|
||||
Console.WriteLine($"Heap top element is {peek}");
|
||||
|
||||
/* Time complexity is O(n), not O(nlogn) */
|
||||
// Dequeued elements form a descending sequence
|
||||
TestPop(maxHeap);
|
||||
TestPop(maxHeap);
|
||||
TestPop(maxHeap);
|
||||
TestPop(maxHeap);
|
||||
TestPop(maxHeap);
|
||||
|
||||
/* Get heap size */
|
||||
int size = maxHeap.Count;
|
||||
Console.WriteLine($"Heap size is {size}");
|
||||
|
||||
/* Check if heap is empty */
|
||||
bool isEmpty = maxHeap.Count == 0;
|
||||
Console.WriteLine($"Is heap empty {isEmpty}");
|
||||
|
||||
/* Input list and build heap */
|
||||
var list = new int[] { 1, 3, 2, 5, 4 };
|
||||
minHeap = new PriorityQueue<int, int>(list.Select(x => (x, x)));
|
||||
Console.WriteLine("After input list and building min heap");
|
||||
PrintUtil.PrintHeap(minHeap);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,160 @@
|
||||
/**
|
||||
* File: my_heap.cs
|
||||
* Created Time: 2023-02-06
|
||||
* Author: zjkung1123 (zjkung1123@gmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_heap;
|
||||
|
||||
/* Max heap */
|
||||
class MaxHeap {
|
||||
// Use list instead of array, no need to consider capacity expansion
|
||||
List<int> maxHeap;
|
||||
|
||||
/* Constructor, build empty heap */
|
||||
public MaxHeap() {
|
||||
maxHeap = [];
|
||||
}
|
||||
|
||||
/* Constructor, build heap from input list */
|
||||
public MaxHeap(IEnumerable<int> nums) {
|
||||
// Add list elements to heap as is
|
||||
maxHeap = new List<int>(nums);
|
||||
// Heapify all nodes except leaf nodes
|
||||
var size = Parent(this.Size() - 1);
|
||||
for (int i = size; i >= 0; i--) {
|
||||
SiftDown(i);
|
||||
}
|
||||
}
|
||||
|
||||
/* Get index of left child node */
|
||||
int Left(int i) {
|
||||
return 2 * i + 1;
|
||||
}
|
||||
|
||||
/* Get index of right child node */
|
||||
int Right(int i) {
|
||||
return 2 * i + 2;
|
||||
}
|
||||
|
||||
/* Get index of parent node */
|
||||
int Parent(int i) {
|
||||
return (i - 1) / 2; // Floor division
|
||||
}
|
||||
|
||||
/* Access top element */
|
||||
public int Peek() {
|
||||
return maxHeap[0];
|
||||
}
|
||||
|
||||
/* Element enters heap */
|
||||
public void Push(int val) {
|
||||
// Add node
|
||||
maxHeap.Add(val);
|
||||
// Heapify from bottom to top
|
||||
SiftUp(Size() - 1);
|
||||
}
|
||||
|
||||
/* Get heap size */
|
||||
public int Size() {
|
||||
return maxHeap.Count;
|
||||
}
|
||||
|
||||
/* Check if heap is empty */
|
||||
public bool IsEmpty() {
|
||||
return Size() == 0;
|
||||
}
|
||||
|
||||
/* Starting from node i, heapify from bottom to top */
|
||||
void SiftUp(int i) {
|
||||
while (true) {
|
||||
// Get parent node of node i
|
||||
int p = Parent(i);
|
||||
// If 'past root node' or 'node needs no repair', end heapify
|
||||
if (p < 0 || maxHeap[i] <= maxHeap[p])
|
||||
break;
|
||||
// Swap two nodes
|
||||
Swap(i, p);
|
||||
// Loop upward heapify
|
||||
i = p;
|
||||
}
|
||||
}
|
||||
|
||||
/* Element exits heap */
|
||||
public int Pop() {
|
||||
// Handle empty case
|
||||
if (IsEmpty())
|
||||
throw new IndexOutOfRangeException();
|
||||
// Delete node
|
||||
Swap(0, Size() - 1);
|
||||
// Remove node
|
||||
int val = maxHeap.Last();
|
||||
maxHeap.RemoveAt(Size() - 1);
|
||||
// Return top element
|
||||
SiftDown(0);
|
||||
// Return heap top element
|
||||
return val;
|
||||
}
|
||||
|
||||
/* Starting from node i, heapify from top to bottom */
|
||||
void SiftDown(int i) {
|
||||
while (true) {
|
||||
// If node i is largest or indices l, r are out of bounds, no need to continue heapify, break
|
||||
int l = Left(i), r = Right(i), ma = i;
|
||||
if (l < Size() && maxHeap[l] > maxHeap[ma])
|
||||
ma = l;
|
||||
if (r < Size() && maxHeap[r] > maxHeap[ma])
|
||||
ma = r;
|
||||
// If 'node i is largest' or 'past leaf node', end heapify
|
||||
if (ma == i) break;
|
||||
// Swap two nodes
|
||||
Swap(i, ma);
|
||||
// Loop downwards heapification
|
||||
i = ma;
|
||||
}
|
||||
}
|
||||
|
||||
/* Swap elements */
|
||||
void Swap(int i, int p) {
|
||||
(maxHeap[i], maxHeap[p]) = (maxHeap[p], maxHeap[i]);
|
||||
}
|
||||
|
||||
/* Driver Code */
|
||||
public void Print() {
|
||||
var queue = new Queue<int>(maxHeap);
|
||||
PrintUtil.PrintHeap(queue);
|
||||
}
|
||||
}
|
||||
|
||||
public class my_heap {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Consider negating the elements before entering the heap, which can reverse the size relationship, thus implementing max heap */
|
||||
MaxHeap maxHeap = new([9, 8, 6, 6, 7, 5, 2, 1, 4, 3, 6, 2]);
|
||||
Console.WriteLine("\nAfter inputting list and building heap");
|
||||
maxHeap.Print();
|
||||
|
||||
/* Check if heap is empty */
|
||||
int peek = maxHeap.Peek();
|
||||
Console.WriteLine($"Heap top element is {peek}");
|
||||
|
||||
/* Element enters heap */
|
||||
int val = 7;
|
||||
maxHeap.Push(val);
|
||||
Console.WriteLine($"After element {val} pushes to heap");
|
||||
maxHeap.Print();
|
||||
|
||||
/* Time complexity is O(n), not O(nlogn) */
|
||||
peek = maxHeap.Pop();
|
||||
Console.WriteLine($"After heap top element {peek} pops from heap");
|
||||
maxHeap.Print();
|
||||
|
||||
/* Get heap size */
|
||||
int size = maxHeap.Size();
|
||||
Console.WriteLine($"Heap size is {size}");
|
||||
|
||||
/* Check if heap is empty */
|
||||
bool isEmpty = maxHeap.IsEmpty();
|
||||
Console.WriteLine($"Is heap empty {isEmpty}");
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,37 @@
|
||||
/**
|
||||
* File: top_k.cs
|
||||
* Created Time: 2023-06-14
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_heap;
|
||||
|
||||
public class top_k {
|
||||
/* Find the largest k elements in array based on heap */
|
||||
PriorityQueue<int, int> TopKHeap(int[] nums, int k) {
|
||||
// Python's heapq module implements min heap by default
|
||||
PriorityQueue<int, int> heap = new();
|
||||
// Enter the first k elements of array into heap
|
||||
for (int i = 0; i < k; i++) {
|
||||
heap.Enqueue(nums[i], nums[i]);
|
||||
}
|
||||
// Starting from the (k+1)th element, maintain heap length as k
|
||||
for (int i = k; i < nums.Length; i++) {
|
||||
// If current element is greater than top element, top element exits heap, current element enters heap
|
||||
if (nums[i] > heap.Peek()) {
|
||||
heap.Dequeue();
|
||||
heap.Enqueue(nums[i], nums[i]);
|
||||
}
|
||||
}
|
||||
return heap;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [1, 7, 6, 3, 2];
|
||||
int k = 3;
|
||||
PriorityQueue<int, int> res = TopKHeap(nums, k);
|
||||
Console.WriteLine("The largest " + k + " elements are");
|
||||
PrintUtil.PrintHeap(res);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,59 @@
|
||||
/**
|
||||
* File: binary_search.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_searching;
|
||||
|
||||
public class binary_search {
|
||||
/* Binary search (closed interval on both sides) */
|
||||
int BinarySearch(int[] nums, int target) {
|
||||
// Initialize closed interval [0, n-1], i.e., i, j point to the first and last elements of the array
|
||||
int i = 0, j = nums.Length - 1;
|
||||
// Loop, exit when the search interval is empty (empty when i > j)
|
||||
while (i <= j) {
|
||||
int m = i + (j - i) / 2; // Calculate the midpoint index m
|
||||
if (nums[m] < target) // This means target is in the interval [m+1, j]
|
||||
i = m + 1;
|
||||
else if (nums[m] > target) // This means target is in the interval [i, m-1]
|
||||
j = m - 1;
|
||||
else // Found the target element, return its index
|
||||
return m;
|
||||
}
|
||||
// Target element not found, return -1
|
||||
return -1;
|
||||
}
|
||||
|
||||
/* Binary search (left-closed right-open interval) */
|
||||
int BinarySearchLCRO(int[] nums, int target) {
|
||||
// Initialize left-closed right-open interval [0, n), i.e., i, j point to the first element and last element+1
|
||||
int i = 0, j = nums.Length;
|
||||
// Loop, exit when the search interval is empty (empty when i = j)
|
||||
while (i < j) {
|
||||
int m = i + (j - i) / 2; // Calculate the midpoint index m
|
||||
if (nums[m] < target) // This means target is in the interval [m+1, j)
|
||||
i = m + 1;
|
||||
else if (nums[m] > target) // This means target is in the interval [i, m)
|
||||
j = m;
|
||||
else // Found the target element, return its index
|
||||
return m;
|
||||
}
|
||||
// Target element not found, return -1
|
||||
return -1;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int target = 6;
|
||||
int[] nums = [1, 3, 6, 8, 12, 15, 23, 26, 31, 35];
|
||||
|
||||
/* Binary search (closed interval on both sides) */
|
||||
int index = BinarySearch(nums, target);
|
||||
Console.WriteLine("Index of target element 6 = " + index);
|
||||
|
||||
/* Binary search (left-closed right-open interval) */
|
||||
index = BinarySearchLCRO(nums, target);
|
||||
Console.WriteLine("Index of target element 6 = " + index);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,50 @@
|
||||
/**
|
||||
* File: binary_search_edge.cs
|
||||
* Created Time: 2023-08-06
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_searching;
|
||||
|
||||
public class binary_search_edge {
|
||||
/* Binary search for the leftmost target */
|
||||
int BinarySearchLeftEdge(int[] nums, int target) {
|
||||
// Equivalent to finding the insertion point of target
|
||||
int i = binary_search_insertion.BinarySearchInsertion(nums, target);
|
||||
// Target not found, return -1
|
||||
if (i == nums.Length || nums[i] != target) {
|
||||
return -1;
|
||||
}
|
||||
// Found target, return index i
|
||||
return i;
|
||||
}
|
||||
|
||||
/* Binary search for the rightmost target */
|
||||
int BinarySearchRightEdge(int[] nums, int target) {
|
||||
// Convert to finding the leftmost target + 1
|
||||
int i = binary_search_insertion.BinarySearchInsertion(nums, target + 1);
|
||||
// j points to the rightmost target, i points to the first element greater than target
|
||||
int j = i - 1;
|
||||
// Target not found, return -1
|
||||
if (j == -1 || nums[j] != target) {
|
||||
return -1;
|
||||
}
|
||||
// Found target, return index j
|
||||
return j;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// Array with duplicate elements
|
||||
int[] nums = [1, 3, 6, 6, 6, 6, 6, 10, 12, 15];
|
||||
Console.WriteLine("\nArray nums = " + nums.PrintList());
|
||||
|
||||
// Binary search left and right boundaries
|
||||
foreach (int target in new int[] { 6, 7 }) {
|
||||
int index = BinarySearchLeftEdge(nums, target);
|
||||
Console.WriteLine("Leftmost element " + target + " has index " + index);
|
||||
index = BinarySearchRightEdge(nums, target);
|
||||
Console.WriteLine("Rightmost element " + target + " has index " + index);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,64 @@
|
||||
/**
|
||||
* File: binary_search_insertion.cs
|
||||
* Created Time: 2023-08-06
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_searching;
|
||||
|
||||
public class binary_search_insertion {
|
||||
/* Binary search for insertion point (no duplicate elements) */
|
||||
public static int BinarySearchInsertionSimple(int[] nums, int target) {
|
||||
int i = 0, j = nums.Length - 1; // Initialize closed interval [0, n-1]
|
||||
while (i <= j) {
|
||||
int m = i + (j - i) / 2; // Calculate the midpoint index m
|
||||
if (nums[m] < target) {
|
||||
i = m + 1; // target is in the interval [m+1, j]
|
||||
} else if (nums[m] > target) {
|
||||
j = m - 1; // target is in the interval [i, m-1]
|
||||
} else {
|
||||
return m; // Found target, return insertion point m
|
||||
}
|
||||
}
|
||||
// Target not found, return insertion point i
|
||||
return i;
|
||||
}
|
||||
|
||||
/* Binary search for insertion point (with duplicate elements) */
|
||||
public static int BinarySearchInsertion(int[] nums, int target) {
|
||||
int i = 0, j = nums.Length - 1; // Initialize closed interval [0, n-1]
|
||||
while (i <= j) {
|
||||
int m = i + (j - i) / 2; // Calculate the midpoint index m
|
||||
if (nums[m] < target) {
|
||||
i = m + 1; // target is in the interval [m+1, j]
|
||||
} else if (nums[m] > target) {
|
||||
j = m - 1; // target is in the interval [i, m-1]
|
||||
} else {
|
||||
j = m - 1; // The first element less than target is in the interval [i, m-1]
|
||||
}
|
||||
}
|
||||
// Return insertion point i
|
||||
return i;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// Array without duplicate elements
|
||||
int[] nums = [1, 3, 6, 8, 12, 15, 23, 26, 31, 35];
|
||||
Console.WriteLine("\nArray nums = " + nums.PrintList());
|
||||
// Binary search for insertion point
|
||||
foreach (int target in new int[] { 6, 9 }) {
|
||||
int index = BinarySearchInsertionSimple(nums, target);
|
||||
Console.WriteLine("Element " + target + "'s insertion point index is " + index);
|
||||
}
|
||||
|
||||
// Array with duplicate elements
|
||||
nums = [1, 3, 6, 6, 6, 6, 6, 10, 12, 15];
|
||||
Console.WriteLine("\nArray nums = " + nums.PrintList());
|
||||
// Binary search for insertion point
|
||||
foreach (int target in new int[] { 2, 6, 20 }) {
|
||||
int index = BinarySearchInsertion(nums, target);
|
||||
Console.WriteLine("Element " + target + "'s insertion point index is " + index);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,50 @@
|
||||
/**
|
||||
* File: hashing_search.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_searching;
|
||||
|
||||
public class hashing_search {
|
||||
/* Hash search (array) */
|
||||
int HashingSearchArray(Dictionary<int, int> map, int target) {
|
||||
// Hash table's key: target element, value: index
|
||||
// If this key does not exist in the hash table, return -1
|
||||
return map.GetValueOrDefault(target, -1);
|
||||
}
|
||||
|
||||
/* Hash search (linked list) */
|
||||
ListNode? HashingSearchLinkedList(Dictionary<int, ListNode> map, int target) {
|
||||
|
||||
// Hash table key: target node value, value: node object
|
||||
// If key is not in hash table, return null
|
||||
return map.GetValueOrDefault(target);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int target = 3;
|
||||
|
||||
/* Hash search (array) */
|
||||
int[] nums = [1, 5, 3, 2, 4, 7, 5, 9, 10, 8];
|
||||
// Initialize hash table
|
||||
Dictionary<int, int> map = [];
|
||||
for (int i = 0; i < nums.Length; i++) {
|
||||
map[nums[i]] = i; // key: element, value: index
|
||||
}
|
||||
int index = HashingSearchArray(map, target);
|
||||
Console.WriteLine("Index of target element 3 = " + index);
|
||||
|
||||
/* Hash search (linked list) */
|
||||
ListNode? head = ListNode.ArrToLinkedList(nums);
|
||||
// Initialize hash table
|
||||
Dictionary<int, ListNode> map1 = [];
|
||||
while (head != null) {
|
||||
map1[head.val] = head; // key: node value, value: node
|
||||
head = head.next;
|
||||
}
|
||||
ListNode? node = HashingSearchLinkedList(map1, target);
|
||||
Console.WriteLine("Node object corresponding to target node value 3 is " + node);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,49 @@
|
||||
/**
|
||||
* File: linear_search.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_searching;
|
||||
|
||||
public class linear_search {
|
||||
/* Linear search (array) */
|
||||
int LinearSearchArray(int[] nums, int target) {
|
||||
// Traverse array
|
||||
for (int i = 0; i < nums.Length; i++) {
|
||||
// Found the target element, return its index
|
||||
if (nums[i] == target)
|
||||
return i;
|
||||
}
|
||||
// Target element not found, return -1
|
||||
return -1;
|
||||
}
|
||||
|
||||
/* Linear search (linked list) */
|
||||
ListNode? LinearSearchLinkedList(ListNode? head, int target) {
|
||||
// Traverse the linked list
|
||||
while (head != null) {
|
||||
// Found the target node, return it
|
||||
if (head.val == target)
|
||||
return head;
|
||||
head = head.next;
|
||||
}
|
||||
// Target node not found, return null
|
||||
return null;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int target = 3;
|
||||
|
||||
/* Perform linear search in array */
|
||||
int[] nums = [1, 5, 3, 2, 4, 7, 5, 9, 10, 8];
|
||||
int index = LinearSearchArray(nums, target);
|
||||
Console.WriteLine("Index of target element 3 = " + index);
|
||||
|
||||
/* Perform linear search in linked list */
|
||||
ListNode? head = ListNode.ArrToLinkedList(nums);
|
||||
ListNode? node = LinearSearchLinkedList(head, target);
|
||||
Console.WriteLine("Node object corresponding to target node value 3 is " + node);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,52 @@
|
||||
/**
|
||||
* File: two_sum.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_searching;
|
||||
|
||||
public class two_sum {
|
||||
/* Method 1: Brute force enumeration */
|
||||
int[] TwoSumBruteForce(int[] nums, int target) {
|
||||
int size = nums.Length;
|
||||
// Two nested loops, time complexity is O(n^2)
|
||||
for (int i = 0; i < size - 1; i++) {
|
||||
for (int j = i + 1; j < size; j++) {
|
||||
if (nums[i] + nums[j] == target)
|
||||
return [i, j];
|
||||
}
|
||||
}
|
||||
return [];
|
||||
}
|
||||
|
||||
/* Method 2: Auxiliary hash table */
|
||||
int[] TwoSumHashTable(int[] nums, int target) {
|
||||
int size = nums.Length;
|
||||
// Auxiliary hash table, space complexity is O(n)
|
||||
Dictionary<int, int> dic = [];
|
||||
// Single loop, time complexity is O(n)
|
||||
for (int i = 0; i < size; i++) {
|
||||
if (dic.ContainsKey(target - nums[i])) {
|
||||
return [dic[target - nums[i]], i];
|
||||
}
|
||||
dic.Add(nums[i], i);
|
||||
}
|
||||
return [];
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// ======= Test Case =======
|
||||
int[] nums = [2, 7, 11, 15];
|
||||
int target = 13;
|
||||
|
||||
// ====== Driver Code ======
|
||||
// Method 1
|
||||
int[] res = TwoSumBruteForce(nums, target);
|
||||
Console.WriteLine("Method 1 res = " + string.Join(",", res));
|
||||
// Method 2
|
||||
res = TwoSumHashTable(nums, target);
|
||||
Console.WriteLine("Method 2 res = " + string.Join(",", res));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,51 @@
|
||||
/**
|
||||
* File: bubble_sort.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_sorting;
|
||||
|
||||
public class bubble_sort {
|
||||
/* Bubble sort */
|
||||
void BubbleSort(int[] nums) {
|
||||
// Outer loop: unsorted range is [0, i]
|
||||
for (int i = nums.Length - 1; i > 0; i--) {
|
||||
// Inner loop: swap the largest element in the unsorted range [0, i] to the rightmost end of that range
|
||||
for (int j = 0; j < i; j++) {
|
||||
if (nums[j] > nums[j + 1]) {
|
||||
// Swap nums[j] and nums[j + 1]
|
||||
(nums[j + 1], nums[j]) = (nums[j], nums[j + 1]);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/* Bubble sort (flag optimization) */
|
||||
void BubbleSortWithFlag(int[] nums) {
|
||||
// Outer loop: unsorted range is [0, i]
|
||||
for (int i = nums.Length - 1; i > 0; i--) {
|
||||
bool flag = false; // Initialize flag
|
||||
// Inner loop: swap the largest element in the unsorted range [0, i] to the rightmost end of that range
|
||||
for (int j = 0; j < i; j++) {
|
||||
if (nums[j] > nums[j + 1]) {
|
||||
// Swap nums[j] and nums[j + 1]
|
||||
(nums[j + 1], nums[j]) = (nums[j], nums[j + 1]);
|
||||
flag = true; // Record element swap
|
||||
}
|
||||
}
|
||||
if (!flag) break; // No elements were swapped in this round of "bubbling", exit directly
|
||||
}
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [4, 1, 3, 1, 5, 2];
|
||||
BubbleSort(nums);
|
||||
Console.WriteLine("After bubble sort, nums = " + string.Join(",", nums));
|
||||
|
||||
int[] nums1 = [4, 1, 3, 1, 5, 2];
|
||||
BubbleSortWithFlag(nums1);
|
||||
Console.WriteLine("After bubble sort completes, nums1 = " + string.Join(",", nums1));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,46 @@
|
||||
/**
|
||||
* File: bucket_sort.cs
|
||||
* Created Time: 2023-04-13
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_sorting;
|
||||
|
||||
public class bucket_sort {
|
||||
/* Bucket sort */
|
||||
void BucketSort(float[] nums) {
|
||||
// Initialize k = n/2 buckets, expected to allocate 2 elements per bucket
|
||||
int k = nums.Length / 2;
|
||||
List<List<float>> buckets = [];
|
||||
for (int i = 0; i < k; i++) {
|
||||
buckets.Add([]);
|
||||
}
|
||||
// 1. Distribute array elements into various buckets
|
||||
foreach (float num in nums) {
|
||||
// Input data range is [0, 1), use num * k to map to index range [0, k-1]
|
||||
int i = (int)(num * k);
|
||||
// Add num to bucket i
|
||||
buckets[i].Add(num);
|
||||
}
|
||||
// 2. Sort each bucket
|
||||
foreach (List<float> bucket in buckets) {
|
||||
// Use built-in sorting function, can also replace with other sorting algorithms
|
||||
bucket.Sort();
|
||||
}
|
||||
// 3. Traverse buckets to merge results
|
||||
int j = 0;
|
||||
foreach (List<float> bucket in buckets) {
|
||||
foreach (float num in bucket) {
|
||||
nums[j++] = num;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// Assume input data is floating point, interval [0, 1)
|
||||
float[] nums = [0.49f, 0.96f, 0.82f, 0.09f, 0.57f, 0.43f, 0.91f, 0.75f, 0.15f, 0.37f];
|
||||
BucketSort(nums);
|
||||
Console.WriteLine("After bucket sort completes, nums = " + string.Join(" ", nums));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,77 @@
|
||||
/**
|
||||
* File: counting_sort.cs
|
||||
* Created Time: 2023-04-13
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_sorting;
|
||||
|
||||
public class counting_sort {
|
||||
/* Counting sort */
|
||||
// Simple implementation, cannot be used for sorting objects
|
||||
void CountingSortNaive(int[] nums) {
|
||||
// 1. Count the maximum element m in the array
|
||||
int m = 0;
|
||||
foreach (int num in nums) {
|
||||
m = Math.Max(m, num);
|
||||
}
|
||||
// 2. Count the occurrence of each number
|
||||
// counter[num] represents the occurrence of num
|
||||
int[] counter = new int[m + 1];
|
||||
foreach (int num in nums) {
|
||||
counter[num]++;
|
||||
}
|
||||
// 3. Traverse counter, filling each element back into the original array nums
|
||||
int i = 0;
|
||||
for (int num = 0; num < m + 1; num++) {
|
||||
for (int j = 0; j < counter[num]; j++, i++) {
|
||||
nums[i] = num;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/* Counting sort */
|
||||
// Complete implementation, can sort objects and is a stable sort
|
||||
void CountingSort(int[] nums) {
|
||||
// 1. Count the maximum element m in the array
|
||||
int m = 0;
|
||||
foreach (int num in nums) {
|
||||
m = Math.Max(m, num);
|
||||
}
|
||||
// 2. Count the occurrence of each number
|
||||
// counter[num] represents the occurrence of num
|
||||
int[] counter = new int[m + 1];
|
||||
foreach (int num in nums) {
|
||||
counter[num]++;
|
||||
}
|
||||
// 3. Calculate the prefix sum of counter, converting "occurrence count" to "tail index"
|
||||
// counter[num]-1 is the last index where num appears in res
|
||||
for (int i = 0; i < m; i++) {
|
||||
counter[i + 1] += counter[i];
|
||||
}
|
||||
// 4. Traverse nums in reverse order, placing each element into the result array res
|
||||
// Initialize the array res to record results
|
||||
int n = nums.Length;
|
||||
int[] res = new int[n];
|
||||
for (int i = n - 1; i >= 0; i--) {
|
||||
int num = nums[i];
|
||||
res[counter[num] - 1] = num; // Place num at the corresponding index
|
||||
counter[num]--; // Decrement the prefix sum by 1, getting the next index to place num
|
||||
}
|
||||
// Use result array res to overwrite the original array nums
|
||||
for (int i = 0; i < n; i++) {
|
||||
nums[i] = res[i];
|
||||
}
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [1, 0, 1, 2, 0, 4, 0, 2, 2, 4];
|
||||
CountingSortNaive(nums);
|
||||
Console.WriteLine("After counting sort (cannot sort objects) completes, nums = " + string.Join(" ", nums));
|
||||
|
||||
int[] nums1 = [1, 0, 1, 2, 0, 4, 0, 2, 2, 4];
|
||||
CountingSort(nums1);
|
||||
Console.WriteLine("After counting sort completes, nums1 = " + string.Join(" ", nums));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,52 @@
|
||||
/**
|
||||
* File: heap_sort.cs
|
||||
* Created Time: 2023-06-01
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_sorting;
|
||||
|
||||
public class heap_sort {
|
||||
/* Heap length is n, start heapifying node i, from top to bottom */
|
||||
void SiftDown(int[] nums, int n, int i) {
|
||||
while (true) {
|
||||
// If node i is largest or indices l, r are out of bounds, no need to continue heapify, break
|
||||
int l = 2 * i + 1;
|
||||
int r = 2 * i + 2;
|
||||
int ma = i;
|
||||
if (l < n && nums[l] > nums[ma])
|
||||
ma = l;
|
||||
if (r < n && nums[r] > nums[ma])
|
||||
ma = r;
|
||||
// Swap two nodes
|
||||
if (ma == i)
|
||||
break;
|
||||
// Swap two nodes
|
||||
(nums[ma], nums[i]) = (nums[i], nums[ma]);
|
||||
// Loop downwards heapification
|
||||
i = ma;
|
||||
}
|
||||
}
|
||||
|
||||
/* Heap sort */
|
||||
void HeapSort(int[] nums) {
|
||||
// Build heap operation: heapify all nodes except leaves
|
||||
for (int i = nums.Length / 2 - 1; i >= 0; i--) {
|
||||
SiftDown(nums, nums.Length, i);
|
||||
}
|
||||
// Extract the largest element from the heap and repeat for n-1 rounds
|
||||
for (int i = nums.Length - 1; i > 0; i--) {
|
||||
// Delete node
|
||||
(nums[i], nums[0]) = (nums[0], nums[i]);
|
||||
// Start heapifying the root node, from top to bottom
|
||||
SiftDown(nums, i, 0);
|
||||
}
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [4, 1, 3, 1, 5, 2];
|
||||
HeapSort(nums);
|
||||
Console.WriteLine("After heap sort completes, nums = " + string.Join(" ", nums));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,30 @@
|
||||
/**
|
||||
* File: insertion_sort.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_sorting;
|
||||
|
||||
public class insertion_sort {
|
||||
/* Insertion sort */
|
||||
void InsertionSort(int[] nums) {
|
||||
// Outer loop: sorted interval is [0, i-1]
|
||||
for (int i = 1; i < nums.Length; i++) {
|
||||
int bas = nums[i], j = i - 1;
|
||||
// Inner loop: insert base into the correct position within the sorted interval [0, i-1]
|
||||
while (j >= 0 && nums[j] > bas) {
|
||||
nums[j + 1] = nums[j]; // Move nums[j] to the right by one position
|
||||
j--;
|
||||
}
|
||||
nums[j + 1] = bas; // Assign base to the correct position
|
||||
}
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [4, 1, 3, 1, 5, 2];
|
||||
InsertionSort(nums);
|
||||
Console.WriteLine("After insertion sort completes, nums = " + string.Join(",", nums));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,56 @@
|
||||
/**
|
||||
* File: merge_sort.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_sorting;
|
||||
|
||||
public class merge_sort {
|
||||
/* Merge left subarray and right subarray */
|
||||
void Merge(int[] nums, int left, int mid, int right) {
|
||||
// Left subarray interval is [left, mid], right subarray interval is [mid+1, right]
|
||||
// Create a temporary array tmp to store the merged results
|
||||
int[] tmp = new int[right - left + 1];
|
||||
// Initialize the start indices of the left and right subarrays
|
||||
int i = left, j = mid + 1, k = 0;
|
||||
// While both subarrays still have elements, compare and copy the smaller element into the temporary array
|
||||
while (i <= mid && j <= right) {
|
||||
if (nums[i] <= nums[j])
|
||||
tmp[k++] = nums[i++];
|
||||
else
|
||||
tmp[k++] = nums[j++];
|
||||
}
|
||||
// Copy the remaining elements of the left and right subarrays into the temporary array
|
||||
while (i <= mid) {
|
||||
tmp[k++] = nums[i++];
|
||||
}
|
||||
while (j <= right) {
|
||||
tmp[k++] = nums[j++];
|
||||
}
|
||||
// Copy the elements from the temporary array tmp back to the original array nums at the corresponding interval
|
||||
for (k = 0; k < tmp.Length; ++k) {
|
||||
nums[left + k] = tmp[k];
|
||||
}
|
||||
}
|
||||
|
||||
/* Merge sort */
|
||||
void MergeSort(int[] nums, int left, int right) {
|
||||
// Termination condition
|
||||
if (left >= right) return; // Terminate recursion when subarray length is 1
|
||||
// Divide and conquer stage
|
||||
int mid = left + (right - left) / 2; // Calculate midpoint
|
||||
MergeSort(nums, left, mid); // Recursively process the left subarray
|
||||
MergeSort(nums, mid + 1, right); // Recursively process the right subarray
|
||||
// Merge stage
|
||||
Merge(nums, left, mid, right);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Merge sort */
|
||||
int[] nums = [7, 3, 2, 6, 0, 1, 5, 4];
|
||||
MergeSort(nums, 0, nums.Length - 1);
|
||||
Console.WriteLine("After merge sort completes, nums = " + string.Join(",", nums));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,150 @@
|
||||
/**
|
||||
* File: quick_sort.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_sorting;
|
||||
|
||||
class quickSort {
|
||||
/* Swap elements */
|
||||
static void Swap(int[] nums, int i, int j) {
|
||||
(nums[j], nums[i]) = (nums[i], nums[j]);
|
||||
}
|
||||
|
||||
/* Sentinel partition */
|
||||
static int Partition(int[] nums, int left, int right) {
|
||||
// Use nums[left] as the pivot
|
||||
int i = left, j = right;
|
||||
while (i < j) {
|
||||
while (i < j && nums[j] >= nums[left])
|
||||
j--; // Search from right to left for the first element smaller than the pivot
|
||||
while (i < j && nums[i] <= nums[left])
|
||||
i++; // Search from left to right for the first element greater than the pivot
|
||||
Swap(nums, i, j); // Swap these two elements
|
||||
}
|
||||
Swap(nums, i, left); // Swap the pivot to the boundary between the two subarrays
|
||||
return i; // Return the index of the pivot
|
||||
}
|
||||
|
||||
/* Quick sort */
|
||||
public static void QuickSort(int[] nums, int left, int right) {
|
||||
// Terminate recursion when subarray length is 1
|
||||
if (left >= right)
|
||||
return;
|
||||
// Sentinel partition
|
||||
int pivot = Partition(nums, left, right);
|
||||
// Recursively process the left subarray and right subarray
|
||||
QuickSort(nums, left, pivot - 1);
|
||||
QuickSort(nums, pivot + 1, right);
|
||||
}
|
||||
}
|
||||
|
||||
/* Quick sort class (median pivot optimization) */
|
||||
class QuickSortMedian {
|
||||
/* Swap elements */
|
||||
static void Swap(int[] nums, int i, int j) {
|
||||
(nums[j], nums[i]) = (nums[i], nums[j]);
|
||||
}
|
||||
|
||||
/* Select the median of three candidate elements */
|
||||
static int MedianThree(int[] nums, int left, int mid, int right) {
|
||||
int l = nums[left], m = nums[mid], r = nums[right];
|
||||
if ((l <= m && m <= r) || (r <= m && m <= l))
|
||||
return mid; // m is between l and r
|
||||
if ((m <= l && l <= r) || (r <= l && l <= m))
|
||||
return left; // l is between m and r
|
||||
return right;
|
||||
}
|
||||
|
||||
/* Sentinel partition (median of three) */
|
||||
static int Partition(int[] nums, int left, int right) {
|
||||
// Select the median of three candidate elements
|
||||
int med = MedianThree(nums, left, (left + right) / 2, right);
|
||||
// Swap the median to the array's leftmost position
|
||||
Swap(nums, left, med);
|
||||
// Use nums[left] as the pivot
|
||||
int i = left, j = right;
|
||||
while (i < j) {
|
||||
while (i < j && nums[j] >= nums[left])
|
||||
j--; // Search from right to left for the first element smaller than the pivot
|
||||
while (i < j && nums[i] <= nums[left])
|
||||
i++; // Search from left to right for the first element greater than the pivot
|
||||
Swap(nums, i, j); // Swap these two elements
|
||||
}
|
||||
Swap(nums, i, left); // Swap the pivot to the boundary between the two subarrays
|
||||
return i; // Return the index of the pivot
|
||||
}
|
||||
|
||||
/* Quick sort */
|
||||
public static void QuickSort(int[] nums, int left, int right) {
|
||||
// Terminate recursion when subarray length is 1
|
||||
if (left >= right)
|
||||
return;
|
||||
// Sentinel partition
|
||||
int pivot = Partition(nums, left, right);
|
||||
// Recursively process the left subarray and right subarray
|
||||
QuickSort(nums, left, pivot - 1);
|
||||
QuickSort(nums, pivot + 1, right);
|
||||
}
|
||||
}
|
||||
|
||||
/* Quick sort class (recursion depth optimization) */
|
||||
class QuickSortTailCall {
|
||||
/* Swap elements */
|
||||
static void Swap(int[] nums, int i, int j) {
|
||||
(nums[j], nums[i]) = (nums[i], nums[j]);
|
||||
}
|
||||
|
||||
/* Sentinel partition */
|
||||
static int Partition(int[] nums, int left, int right) {
|
||||
// Use nums[left] as the pivot
|
||||
int i = left, j = right;
|
||||
while (i < j) {
|
||||
while (i < j && nums[j] >= nums[left])
|
||||
j--; // Search from right to left for the first element smaller than the pivot
|
||||
while (i < j && nums[i] <= nums[left])
|
||||
i++; // Search from left to right for the first element greater than the pivot
|
||||
Swap(nums, i, j); // Swap these two elements
|
||||
}
|
||||
Swap(nums, i, left); // Swap the pivot to the boundary between the two subarrays
|
||||
return i; // Return the index of the pivot
|
||||
}
|
||||
|
||||
/* Quick sort (recursion depth optimization) */
|
||||
public static void QuickSort(int[] nums, int left, int right) {
|
||||
// Terminate when subarray length is 1
|
||||
while (left < right) {
|
||||
// Sentinel partition operation
|
||||
int pivot = Partition(nums, left, right);
|
||||
// Perform quick sort on the shorter of the two subarrays
|
||||
if (pivot - left < right - pivot) {
|
||||
QuickSort(nums, left, pivot - 1); // Recursively sort the left subarray
|
||||
left = pivot + 1; // Remaining unsorted interval is [pivot + 1, right]
|
||||
} else {
|
||||
QuickSort(nums, pivot + 1, right); // Recursively sort the right subarray
|
||||
right = pivot - 1; // Remaining unsorted interval is [left, pivot - 1]
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
public class quick_sort {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Quick sort */
|
||||
int[] nums = [2, 4, 1, 0, 3, 5];
|
||||
quickSort.QuickSort(nums, 0, nums.Length - 1);
|
||||
Console.WriteLine("After quick sort completes, nums = " + string.Join(",", nums));
|
||||
|
||||
/* Quick sort (recursion depth optimization) */
|
||||
int[] nums1 = [2, 4, 1, 0, 3, 5];
|
||||
QuickSortMedian.QuickSort(nums1, 0, nums1.Length - 1);
|
||||
Console.WriteLine("After quick sort (median pivot optimization) completes, nums1 = " + string.Join(",", nums1));
|
||||
|
||||
/* Quick sort (recursion depth optimization) */
|
||||
int[] nums2 = [2, 4, 1, 0, 3, 5];
|
||||
QuickSortTailCall.QuickSort(nums2, 0, nums2.Length - 1);
|
||||
Console.WriteLine("After quick sort (recursion depth optimization) completes, nums2 = " + string.Join(",", nums2));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,69 @@
|
||||
/**
|
||||
* File: radix_sort.cs
|
||||
* Created Time: 2023-04-13
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_sorting;
|
||||
|
||||
public class radix_sort {
|
||||
/* Get the k-th digit of element num, where exp = 10^(k-1) */
|
||||
int Digit(int num, int exp) {
|
||||
// Passing exp instead of k can avoid repeated expensive exponentiation here
|
||||
return (num / exp) % 10;
|
||||
}
|
||||
|
||||
/* Counting sort (based on nums k-th digit) */
|
||||
void CountingSortDigit(int[] nums, int exp) {
|
||||
// Decimal digit range is 0~9, therefore need a bucket array of length 10
|
||||
int[] counter = new int[10];
|
||||
int n = nums.Length;
|
||||
// Count the occurrence of digits 0~9
|
||||
for (int i = 0; i < n; i++) {
|
||||
int d = Digit(nums[i], exp); // Get the k-th digit of nums[i], noted as d
|
||||
counter[d]++; // Count the occurrence of digit d
|
||||
}
|
||||
// Calculate prefix sum, converting "occurrence count" into "array index"
|
||||
for (int i = 1; i < 10; i++) {
|
||||
counter[i] += counter[i - 1];
|
||||
}
|
||||
// Traverse in reverse, based on bucket statistics, place each element into res
|
||||
int[] res = new int[n];
|
||||
for (int i = n - 1; i >= 0; i--) {
|
||||
int d = Digit(nums[i], exp);
|
||||
int j = counter[d] - 1; // Get the index j for d in the array
|
||||
res[j] = nums[i]; // Place the current element at index j
|
||||
counter[d]--; // Decrease the count of d by 1
|
||||
}
|
||||
// Use result to overwrite the original array nums
|
||||
for (int i = 0; i < n; i++) {
|
||||
nums[i] = res[i];
|
||||
}
|
||||
}
|
||||
|
||||
/* Radix sort */
|
||||
void RadixSort(int[] nums) {
|
||||
// Get the maximum element of the array, used to determine the maximum number of digits
|
||||
int m = int.MinValue;
|
||||
foreach (int num in nums) {
|
||||
if (num > m) m = num;
|
||||
}
|
||||
// Traverse from the lowest to the highest digit
|
||||
for (int exp = 1; exp <= m; exp *= 10) {
|
||||
// Perform counting sort on the k-th digit of array elements
|
||||
// k = 1 -> exp = 1
|
||||
// k = 2 -> exp = 10
|
||||
// i.e., exp = 10^(k-1)
|
||||
CountingSortDigit(nums, exp);
|
||||
}
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
// Radix sort
|
||||
int[] nums = [ 10546151, 35663510, 42865989, 34862445, 81883077,
|
||||
88906420, 72429244, 30524779, 82060337, 63832996 ];
|
||||
RadixSort(nums);
|
||||
Console.WriteLine("After radix sort completes, nums = " + string.Join(" ", nums));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,32 @@
|
||||
/**
|
||||
* File: selection_sort.cs
|
||||
* Created Time: 2023-06-01
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_sorting;
|
||||
|
||||
public class selection_sort {
|
||||
/* Selection sort */
|
||||
void SelectionSort(int[] nums) {
|
||||
int n = nums.Length;
|
||||
// Outer loop: unsorted interval is [i, n-1]
|
||||
for (int i = 0; i < n - 1; i++) {
|
||||
// Inner loop: find the smallest element within the unsorted interval
|
||||
int k = i;
|
||||
for (int j = i + 1; j < n; j++) {
|
||||
if (nums[j] < nums[k])
|
||||
k = j; // Record the index of the smallest element
|
||||
}
|
||||
// Swap the smallest element with the first element of the unsorted interval
|
||||
(nums[k], nums[i]) = (nums[i], nums[k]);
|
||||
}
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
int[] nums = [4, 1, 3, 1, 5, 2];
|
||||
SelectionSort(nums);
|
||||
Console.WriteLine("After selection sort completes, nums = " + string.Join(" ", nums));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,152 @@
|
||||
/**
|
||||
* File: array_deque.cs
|
||||
* Created Time: 2023-03-08
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_stack_and_queue;
|
||||
|
||||
/* Double-ended queue based on circular array implementation */
|
||||
public class ArrayDeque {
|
||||
int[] nums; // Array for storing double-ended queue elements
|
||||
int front; // Front pointer, points to the front of the queue element
|
||||
int queSize; // Double-ended queue length
|
||||
|
||||
/* Constructor */
|
||||
public ArrayDeque(int capacity) {
|
||||
nums = new int[capacity];
|
||||
front = queSize = 0;
|
||||
}
|
||||
|
||||
/* Get the capacity of the double-ended queue */
|
||||
int Capacity() {
|
||||
return nums.Length;
|
||||
}
|
||||
|
||||
/* Get the length of the double-ended queue */
|
||||
public int Size() {
|
||||
return queSize;
|
||||
}
|
||||
|
||||
/* Check if the double-ended queue is empty */
|
||||
public bool IsEmpty() {
|
||||
return queSize == 0;
|
||||
}
|
||||
|
||||
/* Calculate circular array index */
|
||||
int Index(int i) {
|
||||
// Use modulo operation to wrap the array head and tail together
|
||||
// When i passes the tail of the array, return to the head
|
||||
// When i passes the head of the array, return to the tail
|
||||
return (i + Capacity()) % Capacity();
|
||||
}
|
||||
|
||||
/* Front of the queue enqueue */
|
||||
public void PushFirst(int num) {
|
||||
if (queSize == Capacity()) {
|
||||
Console.WriteLine("Double-ended queue is full");
|
||||
return;
|
||||
}
|
||||
// Use modulo operation to wrap front around to the tail after passing the head of the array
|
||||
// Add num to the front of the queue
|
||||
front = Index(front - 1);
|
||||
// Add num to front of queue
|
||||
nums[front] = num;
|
||||
queSize++;
|
||||
}
|
||||
|
||||
/* Rear of the queue enqueue */
|
||||
public void PushLast(int num) {
|
||||
if (queSize == Capacity()) {
|
||||
Console.WriteLine("Double-ended queue is full");
|
||||
return;
|
||||
}
|
||||
// Use modulo operation to wrap rear around to the head after passing the tail of the array
|
||||
int rear = Index(front + queSize);
|
||||
// Front pointer moves one position backward
|
||||
nums[rear] = num;
|
||||
queSize++;
|
||||
}
|
||||
|
||||
/* Rear of the queue dequeue */
|
||||
public int PopFirst() {
|
||||
int num = PeekFirst();
|
||||
// Move front pointer backward by one position
|
||||
front = Index(front + 1);
|
||||
queSize--;
|
||||
return num;
|
||||
}
|
||||
|
||||
/* Access rear of the queue element */
|
||||
public int PopLast() {
|
||||
int num = PeekLast();
|
||||
queSize--;
|
||||
return num;
|
||||
}
|
||||
|
||||
/* Return list for printing */
|
||||
public int PeekFirst() {
|
||||
if (IsEmpty()) {
|
||||
throw new InvalidOperationException();
|
||||
}
|
||||
return nums[front];
|
||||
}
|
||||
|
||||
/* Driver Code */
|
||||
public int PeekLast() {
|
||||
if (IsEmpty()) {
|
||||
throw new InvalidOperationException();
|
||||
}
|
||||
// Initialize double-ended queue
|
||||
int last = Index(front + queSize - 1);
|
||||
return nums[last];
|
||||
}
|
||||
|
||||
/* Return array for printing */
|
||||
public int[] ToArray() {
|
||||
// Elements enqueue
|
||||
int[] res = new int[queSize];
|
||||
for (int i = 0, j = front; i < queSize; i++, j++) {
|
||||
res[i] = nums[Index(j)];
|
||||
}
|
||||
return res;
|
||||
}
|
||||
}
|
||||
|
||||
public class array_deque {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Get the length of the double-ended queue */
|
||||
ArrayDeque deque = new(10);
|
||||
deque.PushLast(3);
|
||||
deque.PushLast(2);
|
||||
deque.PushLast(5);
|
||||
Console.WriteLine("Double-ended queue deque = " + string.Join(" ", deque.ToArray()));
|
||||
|
||||
/* Update element */
|
||||
int peekFirst = deque.PeekFirst();
|
||||
Console.WriteLine("Front element peekFirst = " + peekFirst);
|
||||
int peekLast = deque.PeekLast();
|
||||
Console.WriteLine("Rear element peekLast = " + peekLast);
|
||||
|
||||
/* Elements enqueue */
|
||||
deque.PushLast(4);
|
||||
Console.WriteLine("After element 4 enqueues at rear, deque = " + string.Join(" ", deque.ToArray()));
|
||||
deque.PushFirst(1);
|
||||
Console.WriteLine("After element 1 enqueues at front, deque = " + string.Join(" ", deque.ToArray()));
|
||||
|
||||
/* Element dequeue */
|
||||
int popLast = deque.PopLast();
|
||||
Console.WriteLine("Rear dequeue element = " + popLast + ", after rear dequeue, deque = " + string.Join(" ", deque.ToArray()));
|
||||
int popFirst = deque.PopFirst();
|
||||
Console.WriteLine("Front dequeue element = " + popFirst + ", after front dequeue, deque = " + string.Join(" ", deque.ToArray()));
|
||||
|
||||
/* Get the length of the double-ended queue */
|
||||
int size = deque.Size();
|
||||
Console.WriteLine("Double-ended queue length size = " + size);
|
||||
|
||||
/* Check if the double-ended queue is empty */
|
||||
bool isEmpty = deque.IsEmpty();
|
||||
Console.WriteLine("Double-ended queue is empty = " + isEmpty);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,114 @@
|
||||
/**
|
||||
* File: array_queue.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_stack_and_queue;
|
||||
|
||||
/* Queue based on circular array implementation */
|
||||
class ArrayQueue {
|
||||
int[] nums; // Array for storing queue elements
|
||||
int front; // Front pointer, points to the front of the queue element
|
||||
int queSize; // Queue length
|
||||
|
||||
public ArrayQueue(int capacity) {
|
||||
nums = new int[capacity];
|
||||
front = queSize = 0;
|
||||
}
|
||||
|
||||
/* Get the capacity of the queue */
|
||||
int Capacity() {
|
||||
return nums.Length;
|
||||
}
|
||||
|
||||
/* Get the length of the queue */
|
||||
public int Size() {
|
||||
return queSize;
|
||||
}
|
||||
|
||||
/* Check if the queue is empty */
|
||||
public bool IsEmpty() {
|
||||
return queSize == 0;
|
||||
}
|
||||
|
||||
/* Enqueue */
|
||||
public void Push(int num) {
|
||||
if (queSize == Capacity()) {
|
||||
Console.WriteLine("Queue is full");
|
||||
return;
|
||||
}
|
||||
// Use modulo operation to wrap rear around to the head after passing the tail of the array
|
||||
// Add num to the rear of the queue
|
||||
int rear = (front + queSize) % Capacity();
|
||||
// Front pointer moves one position backward
|
||||
nums[rear] = num;
|
||||
queSize++;
|
||||
}
|
||||
|
||||
/* Dequeue */
|
||||
public int Pop() {
|
||||
int num = Peek();
|
||||
// Move front pointer backward by one position, if it passes the tail, return to array head
|
||||
front = (front + 1) % Capacity();
|
||||
queSize--;
|
||||
return num;
|
||||
}
|
||||
|
||||
/* Return list for printing */
|
||||
public int Peek() {
|
||||
if (IsEmpty())
|
||||
throw new Exception();
|
||||
return nums[front];
|
||||
}
|
||||
|
||||
/* Return array */
|
||||
public int[] ToArray() {
|
||||
// Elements enqueue
|
||||
int[] res = new int[queSize];
|
||||
for (int i = 0, j = front; i < queSize; i++, j++) {
|
||||
res[i] = nums[j % this.Capacity()];
|
||||
}
|
||||
return res;
|
||||
}
|
||||
}
|
||||
|
||||
public class array_queue {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Access front of the queue element */
|
||||
int capacity = 10;
|
||||
ArrayQueue queue = new(capacity);
|
||||
|
||||
/* Elements enqueue */
|
||||
queue.Push(1);
|
||||
queue.Push(3);
|
||||
queue.Push(2);
|
||||
queue.Push(5);
|
||||
queue.Push(4);
|
||||
Console.WriteLine("Queue queue = " + string.Join(",", queue.ToArray()));
|
||||
|
||||
/* Return list for printing */
|
||||
int peek = queue.Peek();
|
||||
Console.WriteLine("Front element peek = " + peek);
|
||||
|
||||
/* Element dequeue */
|
||||
int pop = queue.Pop();
|
||||
Console.WriteLine("Dequeue element pop = " + pop + ", after dequeue, queue = " + string.Join(",", queue.ToArray()));
|
||||
|
||||
/* Get the length of the queue */
|
||||
int size = queue.Size();
|
||||
Console.WriteLine("Queue length size = " + size);
|
||||
|
||||
/* Check if the queue is empty */
|
||||
bool isEmpty = queue.IsEmpty();
|
||||
Console.WriteLine("Queue is empty = " + isEmpty);
|
||||
|
||||
/* Test circular array */
|
||||
for (int i = 0; i < 10; i++) {
|
||||
queue.Push(i);
|
||||
queue.Pop();
|
||||
Console.WriteLine("Round " + i + " enqueue + dequeue, queue = " + string.Join(",", queue.ToArray()));
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,84 @@
|
||||
/**
|
||||
* File: array_stack.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_stack_and_queue;
|
||||
|
||||
/* Stack based on array implementation */
|
||||
class ArrayStack {
|
||||
List<int> stack;
|
||||
public ArrayStack() {
|
||||
// Initialize list (dynamic array)
|
||||
stack = [];
|
||||
}
|
||||
|
||||
/* Get the length of the stack */
|
||||
public int Size() {
|
||||
return stack.Count;
|
||||
}
|
||||
|
||||
/* Check if the stack is empty */
|
||||
public bool IsEmpty() {
|
||||
return Size() == 0;
|
||||
}
|
||||
|
||||
/* Push */
|
||||
public void Push(int num) {
|
||||
stack.Add(num);
|
||||
}
|
||||
|
||||
/* Pop */
|
||||
public int Pop() {
|
||||
if (IsEmpty())
|
||||
throw new Exception();
|
||||
var val = Peek();
|
||||
stack.RemoveAt(Size() - 1);
|
||||
return val;
|
||||
}
|
||||
|
||||
/* Return list for printing */
|
||||
public int Peek() {
|
||||
if (IsEmpty())
|
||||
throw new Exception();
|
||||
return stack[Size() - 1];
|
||||
}
|
||||
|
||||
/* Convert List to Array and return */
|
||||
public int[] ToArray() {
|
||||
return [.. stack];
|
||||
}
|
||||
}
|
||||
|
||||
public class array_stack {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Access top of the stack element */
|
||||
ArrayStack stack = new();
|
||||
|
||||
/* Elements push onto stack */
|
||||
stack.Push(1);
|
||||
stack.Push(3);
|
||||
stack.Push(2);
|
||||
stack.Push(5);
|
||||
stack.Push(4);
|
||||
Console.WriteLine("Stack stack = " + string.Join(",", stack.ToArray()));
|
||||
|
||||
/* Return list for printing */
|
||||
int peek = stack.Peek();
|
||||
Console.WriteLine("Stack top element peek = " + peek);
|
||||
|
||||
/* Element pop from stack */
|
||||
int pop = stack.Pop();
|
||||
Console.WriteLine("Pop element pop = " + pop + ", after pop, stack = " + string.Join(",", stack.ToArray()));
|
||||
|
||||
/* Get the length of the stack */
|
||||
int size = stack.Size();
|
||||
Console.WriteLine("Stack length size = " + size);
|
||||
|
||||
/* Check if empty */
|
||||
bool isEmpty = stack.IsEmpty();
|
||||
Console.WriteLine("Stack is empty = " + isEmpty);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,44 @@
|
||||
/**
|
||||
* File: deque.cs
|
||||
* Created Time: 2022-12-30
|
||||
* Author: moonache (microin1301@outlook.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_stack_and_queue;
|
||||
|
||||
public class deque {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Get the length of the double-ended queue */
|
||||
// In C#, use LinkedList as deque
|
||||
LinkedList<int> deque = new();
|
||||
|
||||
/* Elements enqueue */
|
||||
deque.AddLast(2); // Add to the rear of the queue
|
||||
deque.AddLast(5);
|
||||
deque.AddLast(4);
|
||||
deque.AddFirst(3); // Add to the front of the queue
|
||||
deque.AddFirst(1);
|
||||
Console.WriteLine("Double-ended queue deque = " + string.Join(",", deque));
|
||||
|
||||
/* Update element */
|
||||
int? peekFirst = deque.First?.Value; // Rear of the queue element
|
||||
Console.WriteLine("Front element peekFirst = " + peekFirst);
|
||||
int? peekLast = deque.Last?.Value; // Front of the queue element dequeues
|
||||
Console.WriteLine("Rear element peekLast = " + peekLast);
|
||||
|
||||
/* Element dequeue */
|
||||
deque.RemoveFirst(); // Check if the double-ended queue is empty
|
||||
Console.WriteLine("After front element dequeues, deque = " + string.Join(",", deque));
|
||||
deque.RemoveLast(); // Rear element dequeue
|
||||
Console.WriteLine("After rear element dequeues, deque = " + string.Join(",", deque));
|
||||
|
||||
/* Get the length of the double-ended queue */
|
||||
int size = deque.Count;
|
||||
Console.WriteLine("Double-ended queue length size = " + size);
|
||||
|
||||
/* Check if the double-ended queue is empty */
|
||||
bool isEmpty = deque.Count == 0;
|
||||
Console.WriteLine("Double-ended queue is empty = " + isEmpty);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,177 @@
|
||||
/**
|
||||
* File: linkedlist_deque.cs
|
||||
* Created Time: 2023-03-08
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_stack_and_queue;
|
||||
|
||||
/* Doubly linked list node */
|
||||
public class ListNode(int val) {
|
||||
public int val = val; // Node value
|
||||
public ListNode? next = null; // Successor node reference
|
||||
public ListNode? prev = null; // Predecessor node reference
|
||||
}
|
||||
|
||||
/* Double-ended queue based on doubly linked list implementation */
|
||||
public class LinkedListDeque {
|
||||
ListNode? front, rear; // Head node front, tail node rear
|
||||
int queSize = 0; // Length of the double-ended queue
|
||||
|
||||
public LinkedListDeque() {
|
||||
front = null;
|
||||
rear = null;
|
||||
}
|
||||
|
||||
/* Get the length of the double-ended queue */
|
||||
public int Size() {
|
||||
return queSize;
|
||||
}
|
||||
|
||||
/* Check if the double-ended queue is empty */
|
||||
public bool IsEmpty() {
|
||||
return Size() == 0;
|
||||
}
|
||||
|
||||
/* Enqueue operation */
|
||||
void Push(int num, bool isFront) {
|
||||
ListNode node = new(num);
|
||||
// If the linked list is empty, make both front and rear point to node
|
||||
if (IsEmpty()) {
|
||||
front = node;
|
||||
rear = node;
|
||||
}
|
||||
// Front of the queue enqueue operation
|
||||
else if (isFront) {
|
||||
// Add node to the head of the linked list
|
||||
front!.prev = node;
|
||||
node.next = front;
|
||||
front = node; // Update head node
|
||||
}
|
||||
// Rear of the queue enqueue operation
|
||||
else {
|
||||
// Add node to the tail of the linked list
|
||||
rear!.next = node;
|
||||
node.prev = rear;
|
||||
rear = node; // Update tail node
|
||||
}
|
||||
|
||||
queSize++; // Update queue length
|
||||
}
|
||||
|
||||
/* Front of the queue enqueue */
|
||||
public void PushFirst(int num) {
|
||||
Push(num, true);
|
||||
}
|
||||
|
||||
/* Rear of the queue enqueue */
|
||||
public void PushLast(int num) {
|
||||
Push(num, false);
|
||||
}
|
||||
|
||||
/* Dequeue operation */
|
||||
int? Pop(bool isFront) {
|
||||
if (IsEmpty())
|
||||
throw new Exception();
|
||||
int? val;
|
||||
// Temporarily store head node value
|
||||
if (isFront) {
|
||||
val = front?.val; // Delete head node
|
||||
// Delete head node
|
||||
ListNode? fNext = front?.next;
|
||||
if (fNext != null) {
|
||||
fNext.prev = null;
|
||||
front!.next = null;
|
||||
}
|
||||
front = fNext; // Update head node
|
||||
}
|
||||
// Temporarily store tail node value
|
||||
else {
|
||||
val = rear?.val; // Delete tail node
|
||||
// Update tail node
|
||||
ListNode? rPrev = rear?.prev;
|
||||
if (rPrev != null) {
|
||||
rPrev.next = null;
|
||||
rear!.prev = null;
|
||||
}
|
||||
rear = rPrev; // Update tail node
|
||||
}
|
||||
|
||||
queSize--; // Update queue length
|
||||
return val;
|
||||
}
|
||||
|
||||
/* Rear of the queue dequeue */
|
||||
public int? PopFirst() {
|
||||
return Pop(true);
|
||||
}
|
||||
|
||||
/* Access rear of the queue element */
|
||||
public int? PopLast() {
|
||||
return Pop(false);
|
||||
}
|
||||
|
||||
/* Return list for printing */
|
||||
public int? PeekFirst() {
|
||||
if (IsEmpty())
|
||||
throw new Exception();
|
||||
return front?.val;
|
||||
}
|
||||
|
||||
/* Driver Code */
|
||||
public int? PeekLast() {
|
||||
if (IsEmpty())
|
||||
throw new Exception();
|
||||
return rear?.val;
|
||||
}
|
||||
|
||||
/* Return array for printing */
|
||||
public int?[] ToArray() {
|
||||
ListNode? node = front;
|
||||
int?[] res = new int?[Size()];
|
||||
for (int i = 0; i < res.Length; i++) {
|
||||
res[i] = node?.val;
|
||||
node = node?.next;
|
||||
}
|
||||
|
||||
return res;
|
||||
}
|
||||
}
|
||||
|
||||
public class linkedlist_deque {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Get the length of the double-ended queue */
|
||||
LinkedListDeque deque = new();
|
||||
deque.PushLast(3);
|
||||
deque.PushLast(2);
|
||||
deque.PushLast(5);
|
||||
Console.WriteLine("Double-ended queue deque = " + string.Join(" ", deque.ToArray()));
|
||||
|
||||
/* Update element */
|
||||
int? peekFirst = deque.PeekFirst();
|
||||
Console.WriteLine("Front element peekFirst = " + peekFirst);
|
||||
int? peekLast = deque.PeekLast();
|
||||
Console.WriteLine("Rear element peekLast = " + peekLast);
|
||||
|
||||
/* Elements enqueue */
|
||||
deque.PushLast(4);
|
||||
Console.WriteLine("After element 4 enqueues at rear, deque = " + string.Join(" ", deque.ToArray()));
|
||||
deque.PushFirst(1);
|
||||
Console.WriteLine("After element 1 enqueues at front, deque = " + string.Join(" ", deque.ToArray()));
|
||||
|
||||
/* Element dequeue */
|
||||
int? popLast = deque.PopLast();
|
||||
Console.WriteLine("Rear dequeue element = " + popLast + ", after rear dequeue, deque = " + string.Join(" ", deque.ToArray()));
|
||||
int? popFirst = deque.PopFirst();
|
||||
Console.WriteLine("Front dequeue element = " + popFirst + ", after front dequeue, deque = " + string.Join(" ", deque.ToArray()));
|
||||
|
||||
/* Get the length of the double-ended queue */
|
||||
int size = deque.Size();
|
||||
Console.WriteLine("Double-ended queue length size = " + size);
|
||||
|
||||
/* Check if the double-ended queue is empty */
|
||||
bool isEmpty = deque.IsEmpty();
|
||||
Console.WriteLine("Double-ended queue is empty = " + isEmpty);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,106 @@
|
||||
/**
|
||||
* File: linkedlist_queue.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_stack_and_queue;
|
||||
|
||||
/* Queue based on linked list implementation */
|
||||
class LinkedListQueue {
|
||||
ListNode? front, rear; // Head node front, tail node rear
|
||||
int queSize = 0;
|
||||
|
||||
public LinkedListQueue() {
|
||||
front = null;
|
||||
rear = null;
|
||||
}
|
||||
|
||||
/* Get the length of the queue */
|
||||
public int Size() {
|
||||
return queSize;
|
||||
}
|
||||
|
||||
/* Check if the queue is empty */
|
||||
public bool IsEmpty() {
|
||||
return Size() == 0;
|
||||
}
|
||||
|
||||
/* Enqueue */
|
||||
public void Push(int num) {
|
||||
// Add num after the tail node
|
||||
ListNode node = new(num);
|
||||
// If the queue is empty, make both front and rear point to the node
|
||||
if (front == null) {
|
||||
front = node;
|
||||
rear = node;
|
||||
// If the queue is not empty, add the node after the tail node
|
||||
} else if (rear != null) {
|
||||
rear.next = node;
|
||||
rear = node;
|
||||
}
|
||||
queSize++;
|
||||
}
|
||||
|
||||
/* Dequeue */
|
||||
public int Pop() {
|
||||
int num = Peek();
|
||||
// Delete head node
|
||||
front = front?.next;
|
||||
queSize--;
|
||||
return num;
|
||||
}
|
||||
|
||||
/* Return list for printing */
|
||||
public int Peek() {
|
||||
if (IsEmpty())
|
||||
throw new Exception();
|
||||
return front!.val;
|
||||
}
|
||||
|
||||
/* Convert linked list to Array and return */
|
||||
public int[] ToArray() {
|
||||
if (front == null)
|
||||
return [];
|
||||
|
||||
ListNode? node = front;
|
||||
int[] res = new int[Size()];
|
||||
for (int i = 0; i < res.Length; i++) {
|
||||
res[i] = node!.val;
|
||||
node = node.next;
|
||||
}
|
||||
return res;
|
||||
}
|
||||
}
|
||||
|
||||
public class linkedlist_queue {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Access front of the queue element */
|
||||
LinkedListQueue queue = new();
|
||||
|
||||
/* Elements enqueue */
|
||||
queue.Push(1);
|
||||
queue.Push(3);
|
||||
queue.Push(2);
|
||||
queue.Push(5);
|
||||
queue.Push(4);
|
||||
Console.WriteLine("Queue queue = " + string.Join(",", queue.ToArray()));
|
||||
|
||||
/* Return list for printing */
|
||||
int peek = queue.Peek();
|
||||
Console.WriteLine("Front element peek = " + peek);
|
||||
|
||||
/* Element dequeue */
|
||||
int pop = queue.Pop();
|
||||
Console.WriteLine("Dequeue element pop = " + pop + ", after dequeue, queue = " + string.Join(",", queue.ToArray()));
|
||||
|
||||
/* Get the length of the queue */
|
||||
int size = queue.Size();
|
||||
Console.WriteLine("Queue length size = " + size);
|
||||
|
||||
/* Check if the queue is empty */
|
||||
bool isEmpty = queue.IsEmpty();
|
||||
Console.WriteLine("Queue is empty = " + isEmpty);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,97 @@
|
||||
/**
|
||||
* File: linkedlist_stack.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_stack_and_queue;
|
||||
|
||||
/* Stack based on linked list implementation */
|
||||
class LinkedListStack {
|
||||
ListNode? stackPeek; // Use head node as stack top
|
||||
int stkSize = 0; // Stack length
|
||||
|
||||
public LinkedListStack() {
|
||||
stackPeek = null;
|
||||
}
|
||||
|
||||
/* Get the length of the stack */
|
||||
public int Size() {
|
||||
return stkSize;
|
||||
}
|
||||
|
||||
/* Check if the stack is empty */
|
||||
public bool IsEmpty() {
|
||||
return Size() == 0;
|
||||
}
|
||||
|
||||
/* Push */
|
||||
public void Push(int num) {
|
||||
ListNode node = new(num) {
|
||||
next = stackPeek
|
||||
};
|
||||
stackPeek = node;
|
||||
stkSize++;
|
||||
}
|
||||
|
||||
/* Pop */
|
||||
public int Pop() {
|
||||
int num = Peek();
|
||||
stackPeek = stackPeek!.next;
|
||||
stkSize--;
|
||||
return num;
|
||||
}
|
||||
|
||||
/* Return list for printing */
|
||||
public int Peek() {
|
||||
if (IsEmpty())
|
||||
throw new Exception();
|
||||
return stackPeek!.val;
|
||||
}
|
||||
|
||||
/* Convert List to Array and return */
|
||||
public int[] ToArray() {
|
||||
if (stackPeek == null)
|
||||
return [];
|
||||
|
||||
ListNode? node = stackPeek;
|
||||
int[] res = new int[Size()];
|
||||
for (int i = res.Length - 1; i >= 0; i--) {
|
||||
res[i] = node!.val;
|
||||
node = node.next;
|
||||
}
|
||||
return res;
|
||||
}
|
||||
}
|
||||
|
||||
public class linkedlist_stack {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Access top of the stack element */
|
||||
LinkedListStack stack = new();
|
||||
|
||||
/* Elements push onto stack */
|
||||
stack.Push(1);
|
||||
stack.Push(3);
|
||||
stack.Push(2);
|
||||
stack.Push(5);
|
||||
stack.Push(4);
|
||||
Console.WriteLine("Stack stack = " + string.Join(",", stack.ToArray()));
|
||||
|
||||
/* Return list for printing */
|
||||
int peek = stack.Peek();
|
||||
Console.WriteLine("Stack top element peek = " + peek);
|
||||
|
||||
/* Element pop from stack */
|
||||
int pop = stack.Pop();
|
||||
Console.WriteLine("Pop element pop = " + pop + ", after pop, stack = " + string.Join(",", stack.ToArray()));
|
||||
|
||||
/* Get the length of the stack */
|
||||
int size = stack.Size();
|
||||
Console.WriteLine("Stack length size = " + size);
|
||||
|
||||
/* Check if empty */
|
||||
bool isEmpty = stack.IsEmpty();
|
||||
Console.WriteLine("Stack is empty = " + isEmpty);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,39 @@
|
||||
/**
|
||||
* File: queue.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_stack_and_queue;
|
||||
|
||||
public class queue {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Access front of the queue element */
|
||||
Queue<int> queue = new();
|
||||
|
||||
/* Elements enqueue */
|
||||
queue.Enqueue(1);
|
||||
queue.Enqueue(3);
|
||||
queue.Enqueue(2);
|
||||
queue.Enqueue(5);
|
||||
queue.Enqueue(4);
|
||||
Console.WriteLine("Queue queue = " + string.Join(",", queue));
|
||||
|
||||
/* Return list for printing */
|
||||
int peek = queue.Peek();
|
||||
Console.WriteLine("Front element peek = " + peek);
|
||||
|
||||
/* Element dequeue */
|
||||
int pop = queue.Dequeue();
|
||||
Console.WriteLine("Dequeue element pop = " + pop + ", after dequeue, queue = " + string.Join(",", queue));
|
||||
|
||||
/* Get the length of the queue */
|
||||
int size = queue.Count;
|
||||
Console.WriteLine("Queue length size = " + size);
|
||||
|
||||
/* Check if the queue is empty */
|
||||
bool isEmpty = queue.Count == 0;
|
||||
Console.WriteLine("Queue is empty = " + isEmpty);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,40 @@
|
||||
/**
|
||||
* File: stack.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_stack_and_queue;
|
||||
|
||||
public class stack {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Access top of the stack element */
|
||||
Stack<int> stack = new();
|
||||
|
||||
/* Elements push onto stack */
|
||||
stack.Push(1);
|
||||
stack.Push(3);
|
||||
stack.Push(2);
|
||||
stack.Push(5);
|
||||
stack.Push(4);
|
||||
// Note: stack.ToArray() returns reversed sequence, index 0 is stack top
|
||||
Console.WriteLine("Stack stack = " + string.Join(",", stack));
|
||||
|
||||
/* Return list for printing */
|
||||
int peek = stack.Peek();
|
||||
Console.WriteLine("Stack top element peek = " + peek);
|
||||
|
||||
/* Element pop from stack */
|
||||
int pop = stack.Pop();
|
||||
Console.WriteLine("Pop element pop = " + pop + ", after pop, stack = " + string.Join(",", stack));
|
||||
|
||||
/* Get the length of the stack */
|
||||
int size = stack.Count;
|
||||
Console.WriteLine("Stack length size = " + size);
|
||||
|
||||
/* Check if empty */
|
||||
bool isEmpty = stack.Count == 0;
|
||||
Console.WriteLine("Stack is empty = " + isEmpty);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,129 @@
|
||||
/**
|
||||
* File: array_binary_tree.cs
|
||||
* Created Time: 2023-07-20
|
||||
* Author: hpstory (hpstory1024@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_tree;
|
||||
|
||||
/* Binary tree class represented by array */
|
||||
public class ArrayBinaryTree(List<int?> arr) {
|
||||
List<int?> tree = new(arr);
|
||||
|
||||
/* List capacity */
|
||||
public int Size() {
|
||||
return tree.Count;
|
||||
}
|
||||
|
||||
/* Get value of node at index i */
|
||||
public int? Val(int i) {
|
||||
// If index out of bounds, return null to represent empty position
|
||||
if (i < 0 || i >= Size())
|
||||
return null;
|
||||
return tree[i];
|
||||
}
|
||||
|
||||
/* Get index of left child node of node at index i */
|
||||
public int Left(int i) {
|
||||
return 2 * i + 1;
|
||||
}
|
||||
|
||||
/* Get index of right child node of node at index i */
|
||||
public int Right(int i) {
|
||||
return 2 * i + 2;
|
||||
}
|
||||
|
||||
/* Get index of parent node of node at index i */
|
||||
public int Parent(int i) {
|
||||
return (i - 1) / 2;
|
||||
}
|
||||
|
||||
/* Level-order traversal */
|
||||
public List<int> LevelOrder() {
|
||||
List<int> res = [];
|
||||
// Traverse array directly
|
||||
for (int i = 0; i < Size(); i++) {
|
||||
if (Val(i).HasValue)
|
||||
res.Add(Val(i)!.Value);
|
||||
}
|
||||
return res;
|
||||
}
|
||||
|
||||
/* Depth-first traversal */
|
||||
void DFS(int i, string order, List<int> res) {
|
||||
// If empty position, return
|
||||
if (!Val(i).HasValue)
|
||||
return;
|
||||
// Preorder traversal
|
||||
if (order == "pre")
|
||||
res.Add(Val(i)!.Value);
|
||||
DFS(Left(i), order, res);
|
||||
// Inorder traversal
|
||||
if (order == "in")
|
||||
res.Add(Val(i)!.Value);
|
||||
DFS(Right(i), order, res);
|
||||
// Postorder traversal
|
||||
if (order == "post")
|
||||
res.Add(Val(i)!.Value);
|
||||
}
|
||||
|
||||
/* Preorder traversal */
|
||||
public List<int> PreOrder() {
|
||||
List<int> res = [];
|
||||
DFS(0, "pre", res);
|
||||
return res;
|
||||
}
|
||||
|
||||
/* Inorder traversal */
|
||||
public List<int> InOrder() {
|
||||
List<int> res = [];
|
||||
DFS(0, "in", res);
|
||||
return res;
|
||||
}
|
||||
|
||||
/* Postorder traversal */
|
||||
public List<int> PostOrder() {
|
||||
List<int> res = [];
|
||||
DFS(0, "post", res);
|
||||
return res;
|
||||
}
|
||||
}
|
||||
|
||||
public class array_binary_tree {
|
||||
[Test]
|
||||
public void Test() {
|
||||
// Initialize binary tree
|
||||
// Here we use a function to generate a binary tree directly from an array
|
||||
List<int?> arr = [1, 2, 3, 4, null, 6, 7, 8, 9, null, null, 12, null, null, 15];
|
||||
|
||||
TreeNode? root = TreeNode.ListToTree(arr);
|
||||
Console.WriteLine("\nInitialize binary tree\n");
|
||||
Console.WriteLine("Array representation of binary tree:");
|
||||
Console.WriteLine(arr.PrintList());
|
||||
Console.WriteLine("Linked list representation of binary tree:");
|
||||
PrintUtil.PrintTree(root);
|
||||
|
||||
// Binary tree class represented by array
|
||||
ArrayBinaryTree abt = new(arr);
|
||||
|
||||
// Access node
|
||||
int i = 1;
|
||||
int l = abt.Left(i);
|
||||
int r = abt.Right(i);
|
||||
int p = abt.Parent(i);
|
||||
Console.WriteLine("\nCurrent node index is " + i + ", value is " + abt.Val(i));
|
||||
Console.WriteLine("Its left child node index is " + l + ", value is " + (abt.Val(l).HasValue ? abt.Val(l) : "null"));
|
||||
Console.WriteLine("Its right child node index is " + r + ", value is " + (abt.Val(r).HasValue ? abt.Val(r) : "null"));
|
||||
Console.WriteLine("Its parent node index is " + p + ", value is " + (abt.Val(p).HasValue ? abt.Val(p) : "null"));
|
||||
|
||||
// Traverse tree
|
||||
List<int> res = abt.LevelOrder();
|
||||
Console.WriteLine("\nLevel-order traversal is:" + res.PrintList());
|
||||
res = abt.PreOrder();
|
||||
Console.WriteLine("Preorder traversal is:" + res.PrintList());
|
||||
res = abt.InOrder();
|
||||
Console.WriteLine("Inorder traversal is:" + res.PrintList());
|
||||
res = abt.PostOrder();
|
||||
Console.WriteLine("Postorder traversal is:" + res.PrintList());
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,216 @@
|
||||
/**
|
||||
* File: avl_tree.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_tree;
|
||||
|
||||
/* AVL tree */
|
||||
class AVLTree {
|
||||
public TreeNode? root; // Root node
|
||||
|
||||
/* Get node height */
|
||||
int Height(TreeNode? node) {
|
||||
// Empty node height is -1, leaf node height is 0
|
||||
return node == null ? -1 : node.height;
|
||||
}
|
||||
|
||||
/* Update node height */
|
||||
void UpdateHeight(TreeNode node) {
|
||||
// Node height equals the height of the tallest subtree + 1
|
||||
node.height = Math.Max(Height(node.left), Height(node.right)) + 1;
|
||||
}
|
||||
|
||||
/* Get balance factor */
|
||||
public int BalanceFactor(TreeNode? node) {
|
||||
// Empty node balance factor is 0
|
||||
if (node == null) return 0;
|
||||
// Node balance factor = left subtree height - right subtree height
|
||||
return Height(node.left) - Height(node.right);
|
||||
}
|
||||
|
||||
/* Right rotation operation */
|
||||
TreeNode? RightRotate(TreeNode? node) {
|
||||
TreeNode? child = node?.left;
|
||||
TreeNode? grandChild = child?.right;
|
||||
// Using child as pivot, rotate node to the right
|
||||
child.right = node;
|
||||
node.left = grandChild;
|
||||
// Update node height
|
||||
UpdateHeight(node);
|
||||
UpdateHeight(child);
|
||||
// Return root node of subtree after rotation
|
||||
return child;
|
||||
}
|
||||
|
||||
/* Left rotation operation */
|
||||
TreeNode? LeftRotate(TreeNode? node) {
|
||||
TreeNode? child = node?.right;
|
||||
TreeNode? grandChild = child?.left;
|
||||
// Using child as pivot, rotate node to the left
|
||||
child.left = node;
|
||||
node.right = grandChild;
|
||||
// Update node height
|
||||
UpdateHeight(node);
|
||||
UpdateHeight(child);
|
||||
// Return root node of subtree after rotation
|
||||
return child;
|
||||
}
|
||||
|
||||
/* Perform rotation operation to restore balance to this subtree */
|
||||
TreeNode? Rotate(TreeNode? node) {
|
||||
// Get balance factor of node
|
||||
int balanceFactorInt = BalanceFactor(node);
|
||||
// Left-leaning tree
|
||||
if (balanceFactorInt > 1) {
|
||||
if (BalanceFactor(node?.left) >= 0) {
|
||||
// Right rotation
|
||||
return RightRotate(node);
|
||||
} else {
|
||||
// First left rotation then right rotation
|
||||
node!.left = LeftRotate(node!.left);
|
||||
return RightRotate(node);
|
||||
}
|
||||
}
|
||||
// Right-leaning tree
|
||||
if (balanceFactorInt < -1) {
|
||||
if (BalanceFactor(node?.right) <= 0) {
|
||||
// Left rotation
|
||||
return LeftRotate(node);
|
||||
} else {
|
||||
// First right rotation then left rotation
|
||||
node!.right = RightRotate(node!.right);
|
||||
return LeftRotate(node);
|
||||
}
|
||||
}
|
||||
// Balanced tree, no rotation needed, return directly
|
||||
return node;
|
||||
}
|
||||
|
||||
/* Insert node */
|
||||
public void Insert(int val) {
|
||||
root = InsertHelper(root, val);
|
||||
}
|
||||
|
||||
/* Recursively insert node (helper method) */
|
||||
TreeNode? InsertHelper(TreeNode? node, int val) {
|
||||
if (node == null) return new TreeNode(val);
|
||||
/* 1. Find insertion position and insert node */
|
||||
if (val < node.val)
|
||||
node.left = InsertHelper(node.left, val);
|
||||
else if (val > node.val)
|
||||
node.right = InsertHelper(node.right, val);
|
||||
else
|
||||
return node; // Duplicate node not inserted, return directly
|
||||
UpdateHeight(node); // Update node height
|
||||
/* 2. Perform rotation operation to restore balance to this subtree */
|
||||
node = Rotate(node);
|
||||
// Return root node of subtree
|
||||
return node;
|
||||
}
|
||||
|
||||
/* Remove node */
|
||||
public void Remove(int val) {
|
||||
root = RemoveHelper(root, val);
|
||||
}
|
||||
|
||||
/* Recursively delete node (helper method) */
|
||||
TreeNode? RemoveHelper(TreeNode? node, int val) {
|
||||
if (node == null) return null;
|
||||
/* 1. Find node and delete */
|
||||
if (val < node.val)
|
||||
node.left = RemoveHelper(node.left, val);
|
||||
else if (val > node.val)
|
||||
node.right = RemoveHelper(node.right, val);
|
||||
else {
|
||||
if (node.left == null || node.right == null) {
|
||||
TreeNode? child = node.left ?? node.right;
|
||||
// Number of child nodes = 0, delete node directly and return
|
||||
if (child == null)
|
||||
return null;
|
||||
// Number of child nodes = 1, delete node directly
|
||||
else
|
||||
node = child;
|
||||
} else {
|
||||
// Number of child nodes = 2, delete the next node in inorder traversal and replace current node with it
|
||||
TreeNode? temp = node.right;
|
||||
while (temp.left != null) {
|
||||
temp = temp.left;
|
||||
}
|
||||
node.right = RemoveHelper(node.right, temp.val!.Value);
|
||||
node.val = temp.val;
|
||||
}
|
||||
}
|
||||
UpdateHeight(node); // Update node height
|
||||
/* 2. Perform rotation operation to restore balance to this subtree */
|
||||
node = Rotate(node);
|
||||
// Return root node of subtree
|
||||
return node;
|
||||
}
|
||||
|
||||
/* Search node */
|
||||
public TreeNode? Search(int val) {
|
||||
TreeNode? cur = root;
|
||||
// Loop search, exit after passing leaf node
|
||||
while (cur != null) {
|
||||
// Target node is in cur's right subtree
|
||||
if (cur.val < val)
|
||||
cur = cur.right;
|
||||
// Target node is in cur's left subtree
|
||||
else if (cur.val > val)
|
||||
cur = cur.left;
|
||||
// Found target node, exit loop
|
||||
else
|
||||
break;
|
||||
}
|
||||
// Return target node
|
||||
return cur;
|
||||
}
|
||||
}
|
||||
|
||||
public class avl_tree {
|
||||
static void TestInsert(AVLTree tree, int val) {
|
||||
tree.Insert(val);
|
||||
Console.WriteLine("\nInsert node " + val + ", AVL tree is");
|
||||
PrintUtil.PrintTree(tree.root);
|
||||
}
|
||||
|
||||
static void TestRemove(AVLTree tree, int val) {
|
||||
tree.Remove(val);
|
||||
Console.WriteLine("\nRemove node " + val + ", AVL tree is");
|
||||
PrintUtil.PrintTree(tree.root);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Please pay attention to how the AVL tree maintains balance after inserting nodes */
|
||||
AVLTree avlTree = new();
|
||||
|
||||
/* Insert node */
|
||||
// Delete nodes
|
||||
TestInsert(avlTree, 1);
|
||||
TestInsert(avlTree, 2);
|
||||
TestInsert(avlTree, 3);
|
||||
TestInsert(avlTree, 4);
|
||||
TestInsert(avlTree, 5);
|
||||
TestInsert(avlTree, 8);
|
||||
TestInsert(avlTree, 7);
|
||||
TestInsert(avlTree, 9);
|
||||
TestInsert(avlTree, 10);
|
||||
TestInsert(avlTree, 6);
|
||||
|
||||
/* Please pay attention to how the AVL tree maintains balance after deleting nodes */
|
||||
TestInsert(avlTree, 7);
|
||||
|
||||
/* Remove node */
|
||||
// Delete node with degree 1
|
||||
TestRemove(avlTree, 8); // Delete node with degree 2
|
||||
TestRemove(avlTree, 5); // Remove node with degree 1
|
||||
TestRemove(avlTree, 4); // Remove node with degree 2
|
||||
|
||||
/* Search node */
|
||||
TreeNode? node = avlTree.Search(7);
|
||||
Console.WriteLine("\nFound node object is " + node + ", node value = " + node?.val);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,160 @@
|
||||
/**
|
||||
* File: binary_search_tree.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_tree;
|
||||
|
||||
class BinarySearchTree {
|
||||
TreeNode? root;
|
||||
|
||||
public BinarySearchTree() {
|
||||
// Initialize empty tree
|
||||
root = null;
|
||||
}
|
||||
|
||||
/* Get binary tree root node */
|
||||
public TreeNode? GetRoot() {
|
||||
return root;
|
||||
}
|
||||
|
||||
/* Search node */
|
||||
public TreeNode? Search(int num) {
|
||||
TreeNode? cur = root;
|
||||
// Loop search, exit after passing leaf node
|
||||
while (cur != null) {
|
||||
// Target node is in cur's right subtree
|
||||
if (cur.val < num) cur =
|
||||
cur.right;
|
||||
// Target node is in cur's left subtree
|
||||
else if (cur.val > num)
|
||||
cur = cur.left;
|
||||
// Found target node, exit loop
|
||||
else
|
||||
break;
|
||||
}
|
||||
// Return target node
|
||||
return cur;
|
||||
}
|
||||
|
||||
/* Insert node */
|
||||
public void Insert(int num) {
|
||||
// If tree is empty, initialize root node
|
||||
if (root == null) {
|
||||
root = new TreeNode(num);
|
||||
return;
|
||||
}
|
||||
TreeNode? cur = root, pre = null;
|
||||
// Loop search, exit after passing leaf node
|
||||
while (cur != null) {
|
||||
// Found duplicate node, return directly
|
||||
if (cur.val == num)
|
||||
return;
|
||||
pre = cur;
|
||||
// Insertion position is in cur's right subtree
|
||||
if (cur.val < num)
|
||||
cur = cur.right;
|
||||
// Insertion position is in cur's left subtree
|
||||
else
|
||||
cur = cur.left;
|
||||
}
|
||||
|
||||
// Insert node
|
||||
TreeNode node = new(num);
|
||||
if (pre != null) {
|
||||
if (pre.val < num)
|
||||
pre.right = node;
|
||||
else
|
||||
pre.left = node;
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
/* Remove node */
|
||||
public void Remove(int num) {
|
||||
// If tree is empty, return directly
|
||||
if (root == null)
|
||||
return;
|
||||
TreeNode? cur = root, pre = null;
|
||||
// Loop search, exit after passing leaf node
|
||||
while (cur != null) {
|
||||
// Found node to delete, exit loop
|
||||
if (cur.val == num)
|
||||
break;
|
||||
pre = cur;
|
||||
// Node to delete is in cur's right subtree
|
||||
if (cur.val < num)
|
||||
cur = cur.right;
|
||||
// Node to delete is in cur's left subtree
|
||||
else
|
||||
cur = cur.left;
|
||||
}
|
||||
// If no node to delete, return directly
|
||||
if (cur == null)
|
||||
return;
|
||||
// Number of child nodes = 0 or 1
|
||||
if (cur.left == null || cur.right == null) {
|
||||
// When number of child nodes = 0 / 1, child = null / that child node
|
||||
TreeNode? child = cur.left ?? cur.right;
|
||||
// Delete node cur
|
||||
if (cur != root) {
|
||||
if (pre!.left == cur)
|
||||
pre.left = child;
|
||||
else
|
||||
pre.right = child;
|
||||
} else {
|
||||
// If deleted node is root node, reassign root node
|
||||
root = child;
|
||||
}
|
||||
}
|
||||
// Number of child nodes = 2
|
||||
else {
|
||||
// Get next node of cur in inorder traversal
|
||||
TreeNode? tmp = cur.right;
|
||||
while (tmp.left != null) {
|
||||
tmp = tmp.left;
|
||||
}
|
||||
// Recursively delete node tmp
|
||||
Remove(tmp.val!.Value);
|
||||
// Replace cur with tmp
|
||||
cur.val = tmp.val;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
public class binary_search_tree {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize binary search tree */
|
||||
BinarySearchTree bst = new();
|
||||
// Please note that different insertion orders will generate different binary trees, this sequence can generate a perfect binary tree
|
||||
int[] nums = [8, 4, 12, 2, 6, 10, 14, 1, 3, 5, 7, 9, 11, 13, 15];
|
||||
foreach (int num in nums) {
|
||||
bst.Insert(num);
|
||||
}
|
||||
|
||||
Console.WriteLine("\nInitialized binary tree is\n");
|
||||
PrintUtil.PrintTree(bst.GetRoot());
|
||||
|
||||
/* Search node */
|
||||
TreeNode? node = bst.Search(7);
|
||||
Console.WriteLine("\nFound node object is " + node + ", node value = " + node?.val);
|
||||
|
||||
/* Insert node */
|
||||
bst.Insert(16);
|
||||
Console.WriteLine("\nAfter inserting node 16, binary tree is\n");
|
||||
PrintUtil.PrintTree(bst.GetRoot());
|
||||
|
||||
/* Remove node */
|
||||
bst.Remove(1);
|
||||
Console.WriteLine("\nAfter removing node 1, binary tree is\n");
|
||||
PrintUtil.PrintTree(bst.GetRoot());
|
||||
bst.Remove(2);
|
||||
Console.WriteLine("\nAfter removing node 2, binary tree is\n");
|
||||
PrintUtil.PrintTree(bst.GetRoot());
|
||||
bst.Remove(4);
|
||||
Console.WriteLine("\nAfter removing node 4, binary tree is\n");
|
||||
PrintUtil.PrintTree(bst.GetRoot());
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,39 @@
|
||||
/**
|
||||
* File: binary_tree.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_tree;
|
||||
|
||||
public class binary_tree {
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize binary tree */
|
||||
// Initialize nodes
|
||||
TreeNode n1 = new(1);
|
||||
TreeNode n2 = new(2);
|
||||
TreeNode n3 = new(3);
|
||||
TreeNode n4 = new(4);
|
||||
TreeNode n5 = new(5);
|
||||
// Build references (pointers) between nodes
|
||||
n1.left = n2;
|
||||
n1.right = n3;
|
||||
n2.left = n4;
|
||||
n2.right = n5;
|
||||
Console.WriteLine("\nInitialize binary tree\n");
|
||||
PrintUtil.PrintTree(n1);
|
||||
|
||||
/* Insert node P between n1 -> n2 */
|
||||
TreeNode P = new(0);
|
||||
// Delete node
|
||||
n1.left = P;
|
||||
P.left = n2;
|
||||
Console.WriteLine("\nAfter inserting node P\n");
|
||||
PrintUtil.PrintTree(n1);
|
||||
// Remove node P
|
||||
n1.left = n2;
|
||||
Console.WriteLine("\nAfter removing node P\n");
|
||||
PrintUtil.PrintTree(n1);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,40 @@
|
||||
/**
|
||||
* File: binary_tree_bfs.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_tree;
|
||||
|
||||
public class binary_tree_bfs {
|
||||
|
||||
/* Level-order traversal */
|
||||
List<int> LevelOrder(TreeNode root) {
|
||||
// Initialize queue, add root node
|
||||
Queue<TreeNode> queue = new();
|
||||
queue.Enqueue(root);
|
||||
// Initialize a list to save the traversal sequence
|
||||
List<int> list = [];
|
||||
while (queue.Count != 0) {
|
||||
TreeNode node = queue.Dequeue(); // Dequeue
|
||||
list.Add(node.val!.Value); // Save node value
|
||||
if (node.left != null)
|
||||
queue.Enqueue(node.left); // Left child node enqueue
|
||||
if (node.right != null)
|
||||
queue.Enqueue(node.right); // Right child node enqueue
|
||||
}
|
||||
return list;
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize binary tree */
|
||||
// Here we use a function to generate a binary tree directly from an array
|
||||
TreeNode? root = TreeNode.ListToTree([1, 2, 3, 4, 5, 6, 7]);
|
||||
Console.WriteLine("\nInitialize binary tree\n");
|
||||
PrintUtil.PrintTree(root);
|
||||
|
||||
List<int> list = LevelOrder(root!);
|
||||
Console.WriteLine("\nLevel-order traversal node print sequence = " + string.Join(",", list));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,59 @@
|
||||
/**
|
||||
* File: binary_tree_dfs.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.chapter_tree;
|
||||
|
||||
public class binary_tree_dfs {
|
||||
List<int> list = [];
|
||||
|
||||
/* Preorder traversal */
|
||||
void PreOrder(TreeNode? root) {
|
||||
if (root == null) return;
|
||||
// Visit priority: root node -> left subtree -> right subtree
|
||||
list.Add(root.val!.Value);
|
||||
PreOrder(root.left);
|
||||
PreOrder(root.right);
|
||||
}
|
||||
|
||||
/* Inorder traversal */
|
||||
void InOrder(TreeNode? root) {
|
||||
if (root == null) return;
|
||||
// Visit priority: left subtree -> root node -> right subtree
|
||||
InOrder(root.left);
|
||||
list.Add(root.val!.Value);
|
||||
InOrder(root.right);
|
||||
}
|
||||
|
||||
/* Postorder traversal */
|
||||
void PostOrder(TreeNode? root) {
|
||||
if (root == null) return;
|
||||
// Visit priority: left subtree -> right subtree -> root node
|
||||
PostOrder(root.left);
|
||||
PostOrder(root.right);
|
||||
list.Add(root.val!.Value);
|
||||
}
|
||||
|
||||
[Test]
|
||||
public void Test() {
|
||||
/* Initialize binary tree */
|
||||
// Here we use a function to generate a binary tree directly from an array
|
||||
TreeNode? root = TreeNode.ListToTree([1, 2, 3, 4, 5, 6, 7]);
|
||||
Console.WriteLine("\nInitialize binary tree\n");
|
||||
PrintUtil.PrintTree(root);
|
||||
|
||||
list.Clear();
|
||||
PreOrder(root);
|
||||
Console.WriteLine("\nPreorder traversal node print sequence = " + string.Join(",", list));
|
||||
|
||||
list.Clear();
|
||||
InOrder(root);
|
||||
Console.WriteLine("\nInorder traversal node print sequence = " + string.Join(",", list));
|
||||
|
||||
list.Clear();
|
||||
PostOrder(root);
|
||||
Console.WriteLine("\nPostorder traversal node print sequence = " + string.Join(",", list));
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,25 @@
|
||||
|
||||
Microsoft Visual Studio Solution File, Format Version 12.00
|
||||
# Visual Studio Version 17
|
||||
VisualStudioVersion = 17.5.002.0
|
||||
MinimumVisualStudioVersion = 10.0.40219.1
|
||||
Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "hello-algo", "hello-algo.csproj", "{48B60439-EFDC-4C8F-AE8D-41979958C8AC}"
|
||||
EndProject
|
||||
Global
|
||||
GlobalSection(SolutionConfigurationPlatforms) = preSolution
|
||||
Debug|Any CPU = Debug|Any CPU
|
||||
Release|Any CPU = Release|Any CPU
|
||||
EndGlobalSection
|
||||
GlobalSection(ProjectConfigurationPlatforms) = postSolution
|
||||
{48B60439-EFDC-4C8F-AE8D-41979958C8AC}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
|
||||
{48B60439-EFDC-4C8F-AE8D-41979958C8AC}.Debug|Any CPU.Build.0 = Debug|Any CPU
|
||||
{48B60439-EFDC-4C8F-AE8D-41979958C8AC}.Release|Any CPU.ActiveCfg = Release|Any CPU
|
||||
{48B60439-EFDC-4C8F-AE8D-41979958C8AC}.Release|Any CPU.Build.0 = Release|Any CPU
|
||||
EndGlobalSection
|
||||
GlobalSection(SolutionProperties) = preSolution
|
||||
HideSolutionNode = FALSE
|
||||
EndGlobalSection
|
||||
GlobalSection(ExtensibilityGlobals) = postSolution
|
||||
SolutionGuid = {1E773F8A-FF66-4974-820B-FCE9032D19AE}
|
||||
EndGlobalSection
|
||||
EndGlobal
|
||||
@@ -0,0 +1,21 @@
|
||||
<Project Sdk="Microsoft.NET.Sdk">
|
||||
|
||||
<PropertyGroup>
|
||||
<OutputType>Exe</OutputType>
|
||||
<TargetFramework>net8.0</TargetFramework>
|
||||
<RootNamespace>hello_algo</RootNamespace>
|
||||
<ImplicitUsings>enable</ImplicitUsings>
|
||||
<Nullable>enable</Nullable>
|
||||
</PropertyGroup>
|
||||
|
||||
<ItemGroup>
|
||||
<PackageReference Include="Microsoft.NET.Test.Sdk" Version="17.8.0" />
|
||||
<PackageReference Include="NUnit" Version="3.14.0" />
|
||||
<PackageReference Include="NUnit3TestAdapter" Version="4.5.0" />
|
||||
<PackageReference Include="coverlet.collector" Version="6.0.0">
|
||||
<PrivateAssets>all</PrivateAssets>
|
||||
<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
|
||||
</PackageReference>
|
||||
</ItemGroup>
|
||||
|
||||
</Project>
|
||||
@@ -0,0 +1,32 @@
|
||||
// File: ListNode.cs
|
||||
// Created Time: 2022-12-16
|
||||
// Author: mingXta (1195669834@qq.com)
|
||||
|
||||
namespace hello_algo.utils;
|
||||
|
||||
/* Linked list node */
|
||||
public class ListNode(int x) {
|
||||
public int val = x;
|
||||
public ListNode? next;
|
||||
|
||||
/* Deserialize array to linked list */
|
||||
public static ListNode? ArrToLinkedList(int[] arr) {
|
||||
ListNode dum = new(0);
|
||||
ListNode head = dum;
|
||||
foreach (int val in arr) {
|
||||
head.next = new ListNode(val);
|
||||
head = head.next;
|
||||
}
|
||||
return dum.next;
|
||||
}
|
||||
|
||||
public override string? ToString() {
|
||||
List<string> list = [];
|
||||
var head = this;
|
||||
while (head != null) {
|
||||
list.Add(head.val.ToString());
|
||||
head = head.next;
|
||||
}
|
||||
return string.Join("->", list);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,132 @@
|
||||
/**
|
||||
* File: PrintUtil.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com), krahets (krahets@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.utils;
|
||||
|
||||
public class Trunk(Trunk? prev, string str) {
|
||||
public Trunk? prev = prev;
|
||||
public string str = str;
|
||||
};
|
||||
|
||||
public static class PrintUtil {
|
||||
/* Print list */
|
||||
public static void PrintList<T>(IList<T> list) {
|
||||
Console.WriteLine("[" + string.Join(", ", list) + "]");
|
||||
}
|
||||
|
||||
public static string PrintList<T>(this IEnumerable<T?> list) {
|
||||
return $"[ {string.Join(", ", list.Select(x => x?.ToString() ?? "null"))} ]";
|
||||
}
|
||||
|
||||
/* Print matrix (Array) */
|
||||
public static void PrintMatrix<T>(T[][] matrix) {
|
||||
Console.WriteLine("[");
|
||||
foreach (T[] row in matrix) {
|
||||
Console.WriteLine(" " + string.Join(", ", row) + ",");
|
||||
}
|
||||
Console.WriteLine("]");
|
||||
}
|
||||
|
||||
/* Print matrix (List) */
|
||||
public static void PrintMatrix<T>(List<List<T>> matrix) {
|
||||
Console.WriteLine("[");
|
||||
foreach (List<T> row in matrix) {
|
||||
Console.WriteLine(" " + string.Join(", ", row) + ",");
|
||||
}
|
||||
Console.WriteLine("]");
|
||||
}
|
||||
|
||||
/* Print linked list */
|
||||
public static void PrintLinkedList(ListNode? head) {
|
||||
List<string> list = [];
|
||||
while (head != null) {
|
||||
list.Add(head.val.ToString());
|
||||
head = head.next;
|
||||
}
|
||||
Console.Write(string.Join(" -> ", list));
|
||||
}
|
||||
|
||||
/**
|
||||
* Print binary tree
|
||||
* This tree printer is borrowed from TECHIE DELIGHT
|
||||
* https://www.techiedelight.com/c-program-print-binary-tree/
|
||||
*/
|
||||
public static void PrintTree(TreeNode? root) {
|
||||
PrintTree(root, null, false);
|
||||
}
|
||||
|
||||
/* Print binary tree */
|
||||
public static void PrintTree(TreeNode? root, Trunk? prev, bool isRight) {
|
||||
if (root == null) {
|
||||
return;
|
||||
}
|
||||
|
||||
string prev_str = " ";
|
||||
Trunk trunk = new(prev, prev_str);
|
||||
|
||||
PrintTree(root.right, trunk, true);
|
||||
|
||||
if (prev == null) {
|
||||
trunk.str = "———";
|
||||
} else if (isRight) {
|
||||
trunk.str = "/———";
|
||||
prev_str = " |";
|
||||
} else {
|
||||
trunk.str = "\\———";
|
||||
prev.str = prev_str;
|
||||
}
|
||||
|
||||
ShowTrunks(trunk);
|
||||
Console.WriteLine(" " + root.val);
|
||||
|
||||
if (prev != null) {
|
||||
prev.str = prev_str;
|
||||
}
|
||||
trunk.str = " |";
|
||||
|
||||
PrintTree(root.left, trunk, false);
|
||||
}
|
||||
|
||||
public static void ShowTrunks(Trunk? p) {
|
||||
if (p == null) {
|
||||
return;
|
||||
}
|
||||
|
||||
ShowTrunks(p.prev);
|
||||
Console.Write(p.str);
|
||||
}
|
||||
|
||||
/* Print hash table */
|
||||
public static void PrintHashMap<K, V>(Dictionary<K, V> map) where K : notnull {
|
||||
foreach (var kv in map.Keys) {
|
||||
Console.WriteLine(kv.ToString() + " -> " + map[kv]?.ToString());
|
||||
}
|
||||
}
|
||||
|
||||
/* Print heap */
|
||||
public static void PrintHeap(Queue<int> queue) {
|
||||
Console.Write("Heap array representation:");
|
||||
List<int> list = [.. queue];
|
||||
Console.WriteLine(string.Join(',', list));
|
||||
Console.WriteLine("Heap tree representation:");
|
||||
TreeNode? tree = TreeNode.ListToTree(list.Cast<int?>().ToList());
|
||||
PrintTree(tree);
|
||||
}
|
||||
|
||||
/* Print priority queue */
|
||||
public static void PrintHeap(PriorityQueue<int, int> queue) {
|
||||
var newQueue = new PriorityQueue<int, int>(queue.UnorderedItems, queue.Comparer);
|
||||
Console.Write("Heap array representation:");
|
||||
List<int> list = [];
|
||||
while (newQueue.TryDequeue(out int element, out _)) {
|
||||
list.Add(element);
|
||||
}
|
||||
Console.WriteLine("Heap tree representation:");
|
||||
Console.WriteLine(string.Join(',', list.ToList()));
|
||||
TreeNode? tree = TreeNode.ListToTree(list.Cast<int?>().ToList());
|
||||
PrintTree(tree);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,67 @@
|
||||
/**
|
||||
* File: TreeNode.cs
|
||||
* Created Time: 2022-12-23
|
||||
* Author: haptear (haptear@hotmail.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.utils;
|
||||
|
||||
/* Binary tree node class */
|
||||
public class TreeNode(int? x) {
|
||||
public int? val = x; // Node value
|
||||
public int height; // Node height
|
||||
public TreeNode? left; // Reference to left child node
|
||||
public TreeNode? right; // Reference to right child node
|
||||
|
||||
// For the serialization encoding rules, please refer to:
|
||||
// https://www.hello-algo.com/chapter_tree/array_representation_of_tree/
|
||||
// Array representation of binary tree:
|
||||
// [1, 2, 3, 4, None, 6, 7, 8, 9, None, None, 12, None, None, 15]
|
||||
// Linked list representation of binary tree:
|
||||
// /——— 15
|
||||
// /——— 7
|
||||
// /——— 3
|
||||
// | \——— 6
|
||||
// | \——— 12
|
||||
// ——— 1
|
||||
// \——— 2
|
||||
// | /——— 9
|
||||
// \——— 4
|
||||
// \——— 8
|
||||
|
||||
/* Deserialize a list into a binary tree: recursion */
|
||||
static TreeNode? ListToTreeDFS(List<int?> arr, int i) {
|
||||
if (i < 0 || i >= arr.Count || !arr[i].HasValue) {
|
||||
return null;
|
||||
}
|
||||
TreeNode root = new(arr[i]) {
|
||||
left = ListToTreeDFS(arr, 2 * i + 1),
|
||||
right = ListToTreeDFS(arr, 2 * i + 2)
|
||||
};
|
||||
return root;
|
||||
}
|
||||
|
||||
/* Deserialize a list into a binary tree */
|
||||
public static TreeNode? ListToTree(List<int?> arr) {
|
||||
return ListToTreeDFS(arr, 0);
|
||||
}
|
||||
|
||||
/* Serialize a binary tree into a list: recursion */
|
||||
static void TreeToListDFS(TreeNode? root, int i, List<int?> res) {
|
||||
if (root == null)
|
||||
return;
|
||||
while (i >= res.Count) {
|
||||
res.Add(null);
|
||||
}
|
||||
res[i] = root.val;
|
||||
TreeToListDFS(root.left, 2 * i + 1, res);
|
||||
TreeToListDFS(root.right, 2 * i + 2, res);
|
||||
}
|
||||
|
||||
/* Serialize a binary tree into a list */
|
||||
public static List<int?> TreeToList(TreeNode root) {
|
||||
List<int?> res = [];
|
||||
TreeToListDFS(root, 0, res);
|
||||
return res;
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,30 @@
|
||||
/**
|
||||
* File: Vertex.cs
|
||||
* Created Time: 2023-02-06
|
||||
* Author: zjkung1123 (zjkung1123@gmail.com), krahets (krahets@163.com)
|
||||
*/
|
||||
|
||||
namespace hello_algo.utils;
|
||||
|
||||
/* Vertex class */
|
||||
public class Vertex(int val) {
|
||||
public int val = val;
|
||||
|
||||
/* Input value list vals, return vertex list vets */
|
||||
public static Vertex[] ValsToVets(int[] vals) {
|
||||
Vertex[] vets = new Vertex[vals.Length];
|
||||
for (int i = 0; i < vals.Length; i++) {
|
||||
vets[i] = new Vertex(vals[i]);
|
||||
}
|
||||
return vets;
|
||||
}
|
||||
|
||||
/* Input vertex list vets, return value list vals */
|
||||
public static List<int> VetsToVals(List<Vertex> vets) {
|
||||
List<int> vals = [];
|
||||
foreach (Vertex vet in vets) {
|
||||
vals.Add(vet.val);
|
||||
}
|
||||
return vals;
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user