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Implement efficient quantity calculations in Go language

Jun 15, 2023 pm 09:19 PM
go language Efficient computing total

Realizing efficient quantity calculation in Go language

With the advent of the big data era, quantity calculation has become an important issue in the field of computing. In the Go language, it is very necessary to achieve efficient quantity calculations, because the Go language is widely used in high-concurrency back-end server development and data processing. This article will introduce an efficient implementation of quantity calculation in Go language.

1. Implementation based on built-in containers
Go language has built-in rich containers, such as arrays, slices, dictionaries, etc. In quantity calculations, these containers can be used to implement efficient calculation operations. Below we take the summation operation as an example to demonstrate this implementation.

  1. Use arrays to sum quantities
func sum(arr []int) int {
    var res int
    for _, num := range arr {
        res += num
    }
    return res
}

func main() {
    arr := []int{1, 2, 3, 4, 5}
    fmt.Println(sum(arr))
}
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  1. Use slices to sum quantities
func sum(slice []int) int {
    var res int
    for _, num := range slice {
        res += num
    }
    return res
}

func main() {
    slice := []int{1, 2, 3, 4, 5}
    fmt.Println(sum(slice))
}
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  1. Use Dictionary for summing quantities
func sum(m map[int]int) int {
    var res int
    for _, value := range m {
        res += value
    }
    return res
}

func main() {
    m := map[int]int{1: 1, 2: 2, 3: 3, 4: 4, 5: 5}
    fmt.Println(sum(m))
}
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The implementation based on the built-in container is simple and efficient, and is widely used in quantity calculations. At the same time, the built-in container of the Go language also has efficient concurrent operations, which can meet the quantity calculation needs in high concurrency scenarios.

2. Implementation based on third-party libraries
In addition to the built-in containers of the Go language, there are many third-party libraries that can be used in quantity calculations, such as Gonum, Math and other libraries. These libraries provide more advanced mathematical calculation functions and algorithms.

Take the Gonum library as an example. This library provides a wealth of linear algebra, statistics, random number and other functions and algorithms. Below we will use the Sum function in the Gonum library to implement the sum of quantities.

import (
    "fmt"

    "github.com/gonum/stat"
)

func main() {
    arr := []float64{1.0, 2.0, 3.0, 4.0, 5.0}
    fmt.Println(stat.Sum(arr, nil))
}
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The implementation based on third-party libraries can greatly improve the accuracy and efficiency of quantity calculation and is suitable for more complex calculation scenarios.

3. Implementation based on concurrency
In the Go language, concurrency is a very important feature. In quantity calculations, calculation efficiency can be improved through concurrency. Below we will implement the sum of quantities through concurrency.

  1. Based on the traditional concurrency model
import (
    "fmt"
    "sync"
)

func sum(arr []int, ch chan int, wg *sync.WaitGroup) {
    defer wg.Done()
    var res int
    for _, num := range arr {
        res += num
    }
    ch <- res
}

func main() {
    arr := []int{1, 2, 3, 4, 5}
    ch := make(chan int)
    var wg sync.WaitGroup
    wg.Add(1)
    go sum(arr, ch, &wg)
    go sum(arr, ch, &wg)
    wg.Wait()
    close(ch)
    var res int
    for n := range ch {
        res += n
    }
    fmt.Println(res)
}
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  1. Based on the built-in concurrency mechanism of Go language
import (
    "fmt"
)

func sum(arr []int, ch chan int) {
    var res int
    for _, num := range arr {
        res += num
    }
    ch <- res
}

func main() {
    arr := []int{1, 2, 3, 4, 5, 6}
    ch1 := make(chan int)
    ch2 := make(chan int)
    go sum(arr[:len(arr)/2], ch1)
    go sum(arr[len(arr)/2:], ch2)
    res1, res2 := <-ch1, <-ch2
    fmt.Println(res1+res2)
}
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Concurrency-based implementation can Make full use of the computing power of multi-core CPUs to improve computing efficiency. At the same time, through the built-in concurrency mechanism of Go language, quantity calculation can also be realized more concisely.

Summary:
There are many solutions to achieve efficient quantity calculation in Go language, and you can choose different implementation methods according to specific needs. The implementation based on built-in containers is simple and efficient; the implementation based on third-party libraries can improve calculation accuracy and efficiency; the implementation based on concurrency can utilize the computing power of multi-core CPUs to improve calculation efficiency.

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