November 2007

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In my last post I showed how to decode morse code in Python using list comprehensions. In this post I will show how to do it in F# instead.

First using list comprehensions:

let codes =
    [("A",".-");   ("B","-..."); ("C","-.-."); ("D","-.."); ("E",".");
     ("F","..-."); ("G","--.");  ("H","...."); ("I","..");  ("J",".---");
     ("K","-.-");  ("L",".-.."); ("M","--");   ("N","-.");  ("O","---");
     ("P",".--."); ("Q","--.-"); ("R",".-.");  ("S","..."); ("T","-");
     ("U","..-");  ("V","...-"); ("W",".--");  ("X","-..-");("Y","-.--");
     ("Z","--..")]
let rec decode input =
    if input = "" then [""]
    else [ for c, code in codes when input.StartsWith(code)
           for rest in decode(input.Substring(String.length code))
           -> c + rest ]

As it can be seen the code is almost identical to the Python code. Incidentally, I could not find a function equivalent to Python’s startswith method in the O’Caml standard library (without using regular expressions). Fortunately F# came with one from the .NET library.

Much to my the surprise the compiled F# (running on Mono 1.2.4) is 4 times slower that the Python code. I then rewrote the program to use sequence comprehensions:

let rec decode input =
    if input = "" then { -> "" }
    else { for c, code in codes when input.StartsWith(code)
           for rest in decode(input.Substring(String.length code))
           -> c + rest }

This version runs faster, and uses only a constant amount of memory. Still the Python version is three and half times faster.

I then tried to run the programs on an other computer with Microsoft’s .NET implementation. This improved the F# running times a lot. However, they are still 40% to 80% slower than the Python version.

Chart of F# vs Python on morse code decoding

My current guess is that Python is much better at handling strings than .NET.

The actual numbers:

Linux, Mono Vista, MS .NET
Program Time
sec
Ratio Time
sec
Ratio
morse.py 7.94 ± 0.05 1 11.03 ± 0.03 1
morse.fs 33.07 ± 0.19 4.17 19.65 ± 0.33 1.78
morse-seq.fs 28.1 ± 0.59 3.54 16.12 ± 0.36 1.46

Update 2007-11-12 Added test files: