How to resolve the algorithm One of n lines in a file step by step in the Julia programming language
How to resolve the algorithm One of n lines in a file step by step in the Julia 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 Julia programming language
The provided Julia code is a simulation of the oneofn
function, which randomly selects a number between 1 and n, inclusive, with each number being equally likely to be chosen. The simulation runs GOAL times and records the frequency of each number being chosen in the nhist
array.
Here's a detailed explanation of the code:
-
Constants:
N
: This constant is set to 10, which means theoneofn
function will randomly select a number between 1 and 10.GOAL
: This constant is set to 10^6, which indicates the number of times the simulation will be run.
-
oneofn
Function:- This function takes an integer
n
as input and randomly selects a number between 1 andn
, inclusive. - It does this by repeatedly generating a random integer between 1 and
n
until the generated number is equal to 1. - If the generated number is not equal to 1, it continues to the next iteration of the loop.
- Once a generated number is equal to 1, it returns the value of
n
.
- This function takes an integer
-
nhist
Array:- This array is initialized with zeros and has a size of
N
. - It will be used to store the frequency of each number being chosen by the
oneofn
function.
- This array is initialized with zeros and has a size of
-
Simulation Loop:
- The simulation loop runs
GOAL
times. - In each iteration, it calls the
oneofn
function withN
as the argument and stores the returned value in the corresponding index of thenhist
array.
- The simulation loop runs
-
Printing Results:
- After the simulation is complete, the code prints the results, showing the number of times each number from 1 to
N
was chosen by theoneofn
function.
- After the simulation is complete, the code prints the results, showing the number of times each number from 1 to
In summary, this code simulates the oneofn
function, which randomly selects a number between 1 and N
with equal probability, and records the frequency of each number being chosen over multiple iterations.
Source code in the julia programming language
const N = 10
const GOAL = 10^6
function oneofn{T<:Integer}(n::T)
0 < n || error("n = ", n, ", but it should be positive.")
oon = 1
for i in 2:n
rand(1:i) == 1 || continue
oon = i
end
return oon
end
nhist = zeros(Int, N)
for i in 1:GOAL
nhist[oneofn(N)] += 1
end
println("Simulating oneofn(", N, ") ", GOAL, " times:")
for i in 1:N
println(@sprintf " %2d => %6d" i nhist[i])
end
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