How to resolve the algorithm One of n lines in a file step by step in the Go programming language

Published on 12 May 2024 09:40 PM
#Go

How to resolve the algorithm One of n lines in a file step by step in the Go programming language

Table of Contents

Problem Statement

A method of choosing a line randomly from a file: Is to:

Note: You may choose a smaller number of repetitions if necessary, but mention this up-front. Note: This is a specific version of a Reservoir Sampling algorithm: https://en.wikipedia.org/wiki/Reservoir_sampling

Let's start with the solution:

Step by Step solution about How to resolve the algorithm One of n lines in a file step by step in the Go programming language

The provided Go program showcases functions designed for a specific task, as described below:

  • choseLineRandomly function:

    • Purpose: Selects a random line from the input io.Reader.
    • Implementation:
      • Uses a bufio.Reader to read the input line by line.
      • Initializes line number to 1 and last line number to 1.
      • Iterates through the lines:
        • Reads the next line and increments the line number.
        • Generates a random float between 0 and 1.
        • If the random float is less than 1 divided by the current line number, it updates the selected line and its line number.
    • Return: Returns the randomly selected line and its line number, or an error if any occurs while reading the input.
  • oneOfN function:

    • Purpose: Selects a random line from the input file, ignoring the specified number of lines n.
    • Implementation: Calls the choseLineRandomly function, passing the input file as an io.Reader. The line number returned by choseLineRandomly is ignored, as this function only requires the selected line.
    • Return: Returns the line number of the randomly selected line in the file.
  • Main function:

    • Purpose: Demonstrates the functions and simulates a random line selection scenario.
    • Implementation:
      • Defines a simReader type that implements io.Reader for simulating a file with a specified number of lines.
      • Sets up a frequency distribution array of size n to record line number occurrences.
      • Seeds the random number generator using the current time.
      • Iterates 1,000,000 times to simulate random line selections from a simulated file with n lines.
      • For each iteration, it creates a simulated file with n lines and passes it to the oneOfN function to get the selected line number.
      • Increments the corresponding frequency counter in the distribution array.
      • Finally, it prints the frequency distribution, showing how often each line was selected.

In summary, this program demonstrates how to randomly select lines from a file, and it provides a simulation to illustrate the frequency of line selections from a simulated file.

Source code in the go programming language

package main

import (
    "bufio"
    "fmt"
    "io"
    "math/rand"
    "time"
)

// choseLineRandomly implements the method described in the task.
// input is a an io.Reader, which could be an os.File, for example.
// Or, to implement a simulation, it could be anything else that implements
// io.Reader.  The method as described suggests saving and returning
// lines, but the rest of the task requires line numbers.  This function
// thus returns both.
func choseLineRandomly(r io.Reader) (s string, ln int, err error) {
    br := bufio.NewReader(r)
    s, err = br.ReadString('\n')
    if err != nil {
        return
    }
    ln = 1
    lnLast := 1.
    var sLast string
    for {
        // note bufio.ReadString used here.  This effectively defines a
        // line of the file as zero or more bytes followed by a newline.
        sLast, err = br.ReadString('\n')
        if err == io.EOF {
            return s, ln, nil // normal return
        }
        if err != nil {
            break
        }
        lnLast++
        if rand.Float64() < 1/lnLast {
            s = sLast
            ln = int(lnLast)
        }
    }
    return // error return
}

// oneOfN function required for task item 1.  Specified to take a number
// n, the number of lines in a file, but the method (above) specified to
// to be used does not need n, but rather the file itself.  This function
// thus takes both, ignoring n and passing the file to choseLineRandomly.
func oneOfN(n int, file io.Reader) int {
    _, ln, err := choseLineRandomly(file)
    if err != nil {
        panic(err)
    }
    return ln
}

// simulated file reader for task item 2
type simReader int

func (r *simReader) Read(b []byte) (int, error) {
    if *r <= 0 {
        return 0, io.EOF
    }
    b[0] = '\n'
    *r--
    return 1, nil
}

func main() {
    // task item 2 simulation consists of accumulating frequency statistic
    // on 1,000,000 calls of oneOfN on simulated file.
    n := 10
    freq := make([]int, n)
    rand.Seed(time.Now().UnixNano())
    for times := 0; times < 1e6; times++ {
        sr := simReader(n)
        freq[oneOfN(n, &sr)-1]++
    }

    // task item 3.  show frequencies.
    fmt.Println(freq)
}


  

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