How to resolve the algorithm Move-to-front algorithm step by step in the Julia programming language
How to resolve the algorithm Move-to-front algorithm step by step in the Julia programming language
Table of Contents
Problem Statement
Given a symbol table of a zero-indexed array of all possible input symbols this algorithm reversibly transforms a sequence of input symbols into an array of output numbers (indices). The transform in many cases acts to give frequently repeated input symbols lower indices which is useful in some compression algorithms.
Encoding the string of character symbols 'broood' using a symbol table of the lowercase characters a-to-z
Decoding the indices back to the original symbol order:
The strings are:
(Note the misspellings in the above strings.)
Let's start with the solution:
Step by Step solution about How to resolve the algorithm Move-to-front algorithm step by step in the Julia programming language
The provided Julia code implements the Move-to-Front (MTF) encoding and decoding algorithms. MTF is a simple and efficient compression algorithm based on the idea of moving the most recently seen character to the front of a symbol table.
Encoding Function (encodeMTF)
The encodeMTF
function takes two arguments:
str
: The input string to be encoded.symtable
: An optional vector of characters representing the symbol table. By default, it contains the lowercase letters 'a' to 'z'.
The encoding process involves the following steps for each character in the input string:
- Find the index of the character in the symbol table (
r
). - Delete the character from its current position in the symbol table.
- Prepend the character to the front of the symbol table.
- Return the index
r
as the encoded value.
Decoding Function (decodeMTF)
The decodeMTF
function takes two arguments:
arr
: A vector of integers representing the encoded string.symtable
: An optional symbol table. By default, it is the same as in the encoding process.
The decoding process involves the following steps for each index in the encoded vector:
- Look up the character in the symbol table at the given index.
- Delete the character from its current position in the symbol table.
- Prepend the character to the front of the symbol table.
- Return the character as the decoded value.
To demonstrate the encoding and decoding, the code initializes a testset
with three strings. Then, it encodes each string using encodeMTF
, stores the encoded results in encoded
, and decodes the encoded results using decodeMTF
, storing the decoded results in decoded
.
Finally, the code prints the original string, the encoded string, and the decoded string for each test case. It also includes a test script to verify that the decoded strings are equal to the original strings.
In summary, this code provides a straightforward implementation of the MTF encoding and decoding algorithms for data compression.
Source code in the julia programming language
function encodeMTF(str::AbstractString, symtable::Vector{Char}=collect('a':'z'))
function encode(ch::Char)
r = findfirst(symtable, ch)
deleteat!(symtable, r)
prepend!(symtable, ch)
return r
end
collect(encode(ch) for ch in str)
end
function decodeMTF(arr::Vector{Int}, symtable::Vector{Char}=collect('a':'z'))
function decode(i::Int)
r = symtable[i]
deleteat!(symtable, i)
prepend!(symtable, r)
return r
end
join(decode(i) for i in arr)
end
testset = ["broood", "bananaaa", "hiphophiphop"]
encoded = encodeMTF.(testset)
decoded = decodeMTF.(encoded)
for (str, enc, dec) in zip(testset, encoded, decoded)
println("Test string: $str\n -> Encoded: $enc\n -> Decoded: $dec")
end
using Base.Test
@testset "Decoded string equal to original" begin
for (str, dec) in zip(testset, decoded)
@test str == dec
end
end
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