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Algorithm and data structure implementation method of Golang function

May 17, 2023 am 08:21 AM
golang data structure algorithm

As a relatively new programming language, Go language (also commonly known as Golang) has been favored by more and more developers. One of the characteristics of Golang is its high speed, which is due to its efficient concurrency mechanism and excellent algorithm implementation. In Golang, functions are a very important concept and have become the key for programmers to write code efficiently.

This article will introduce the algorithms and data structure implementation methods in Golang functions.

1. Algorithm implementation

  1. Sorting algorithm

Sorting is the highlight of algorithm implementation and is also one of the most widely used algorithms in Golang. Sorting of different data types can be quickly implemented using the sort.Slice() and sort.SliceStable() methods in Golang's built-in sort package. Let's look at an example of sorting an integer array:

import "sort"

func main() {
    nums := []int{3, 7, 1, 9, 4, 5, 2, 8}
    sort.Slice(nums, func(i, j int) bool { return nums[i] < nums[j] })
    fmt.Println(nums)
    sort.SliceStable(nums, func(i, j int) bool { return nums[i] < nums[j] })
    fmt.Println(nums)
}
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sort.Slice() is used for quick sorting, and sort.SliceStable() is used for stable sorting. It should be noted that each execution of sort.Slice() may change the order of the original array, so using sort.SliceStable() can ensure that the result is the same every time.

  1. Search algorithm

Golang also has a built-in method to implement the search algorithm. The most commonly used one is the binary search algorithm, which can quickly find the position of an element in an ordered array, as shown below:

import "sort"

func main() {
    nums := []int{1, 2, 3, 4, 5, 6, 7, 8, 9}
    index := sort.SearchInts(nums, 4)
    fmt.Println(index)
}
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SearchInts() method is used to find the position of an element in an integer array , if found, returns the index of the element (starting from 0), otherwise returns the position where the element should be inserted into the array (starting from 0). In the example here, we want to find the position of the number 4, so we pass in the second parameter 4.

  1. Hash algorithm

The hash algorithm is a very important algorithm that allows the program to quickly find specified elements in massive data. In Golang, the implementation of hash algorithm is also very simple and efficient. Golang has a built-in map type, which is an implementation of a hash table. The following is an example of using map to implement a hash algorithm:

func main() {
    m := make(map[string]int)
    m["a"] = 1
    m["b"] = 2
    m["c"] = 3
    fmt.Println(m)
}
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Here we create a new map type variable m and add three elements to it. In Golang, it is very common to use map to implement hashing algorithms.

2. Data structure implementation

In addition to algorithm implementation, data structure implementation in Golang is also very important. Golang has built-in many commonly used data structures, such as arrays, slices, linked lists, etc., and also provides methods to implement custom data structures.

  1. Customized structure

In Golang, it is very easy to customize the structure. The following is an example of a custom structure:

type Person struct {
    name string
    age int
    gender string
}

func main() {
    p := Person{name: "Tom", age: 18, gender: "Male"}
    fmt.Println(p)
}
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Here we define a structure named Person, containing three fields: name, age and gender. Using this structure, we can create several Person objects and set their specific property values ​​for them.

  1. Tree

In Golang, the implementation of tree can be completed using custom structures and recursive methods. The following is an example of a simple binary tree structure:

type TreeNode struct {
    Val int
    Left *TreeNode
    Right *TreeNode
}

func main() {
    root := &TreeNode{Val: 3}
    root.Left = &TreeNode{Val: 9}
    root.Right = &TreeNode{Val: 20, Left: &TreeNode{Val: 15}, Right: &TreeNode{Val: 7}}
}
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Here we define a structure named TreeNode, which contains three fields: Val, Left and Right. Val represents the value of the current node, Left and Right represent its left child node and right child node respectively. Using this structure, we can implement various tree structures.

  1. Heap

In Golang, the implementation of heap is also very easy. Golang has built-in heap implementation method heap. We only need to use the methods it provides to implement various heap operations. The following is an example of implementing a large root heap:

import "container/heap"

type Heap []int

func (h Heap) Len() int { return len(h) }

func (h Heap) Less(i, j int) bool { return h[i] > h[j] }

func (h Heap) Swap(i, j int) { h[i], h[j] = h[j], h[i] }

func (h *Heap) Push(x interface{}) { *h = append(*h, x.(int)) }

func (h *Heap) Pop() interface{} {
    old := *h
    n := len(old)
    x := old[n-1]
    *h = old[:n-1]
    return x
}

func main() {
    h := &Heap{3, 5, 2, 4, 1}
    heap.Init(h)
    heap.Push(h, 6)
    fmt.Println(heap.Pop(h))
}
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Here we define a custom type Heap, which implements the interface in the container/heap package, thus becoming a structure type that can be used for heap operations . In the main function, we initialize the heap through the heap.Init() method, insert data into the heap using the heap.Push() method, and remove data from the heap using the heap.Pop() method.

Summary

In Golang, implementing algorithms and data structures is very simple. Golang provides many built-in packages and methods that can easily implement various data structures and algorithms. I hope this article can provide you with some reference and help, allowing you to write more efficient and elegant code.

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