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
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.
- Uses a
- Return: Returns the randomly selected line and its line number, or an error if any occurs while reading the input.
- Purpose: Selects a random line from 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 anio.Reader
. The line number returned bychoseLineRandomly
is ignored, as this function only requires the selected line. - Return: Returns the line number of the randomly selected line in the file.
- Purpose: Selects a random line from the input file, ignoring the specified number of lines
-
Main function:
- Purpose: Demonstrates the functions and simulates a random line selection scenario.
- Implementation:
- Defines a
simReader
type that implementsio.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 theoneOfN
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.
- Defines a
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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