RosettaCodeData/Task/Evolutionary-algorithm/Racket/evolutionary-algorithm.rkt

38 lines
1.2 KiB
Racket

#lang racket
(define alphabet " ABCDEFGHIJKLMNOPQRSTUVWXYZ")
(define (randch) (string-ref alphabet (random 27)))
(define (fitness s1 s2)
(for/sum ([c1 (in-string s1)] [c2 (in-string s2)])
(if (eq? c1 c2) 1 0)))
(define (mutate s P)
(define r (string-copy s))
(for ([i (in-range (string-length r))] #:when (<= (random) P))
(string-set! r i (randch)))
r)
(define (evolution target C P)
(let loop ([parent (mutate target 1.0)] [n 0])
;; (printf "~a: ~a\n" n parent)
(if (equal? parent target)
n
(let cloop ([children (for/list ([i (in-range C)]) (mutate parent P))]
[best #f] [fit -1])
(if (null? children)
(loop best (add1 n))
(let ([f (fitness target (car children))])
(if (> f fit)
(cloop (cdr children) (car children) f)
(cloop (cdr children) best fit))))))))
;; Some random experiment using all of this
(define (try-run C P)
(define ns
(for/list ([i 10])
(evolution "METHINKS IT IS LIKE A WEASEL" C P)))
(printf "~s Average generation: ~s\n" C (/ (apply + 0.0 ns) (length ns)))
(printf "~s Total strings: ~s\n" C (for/sum ([n ns]) (* n 50))))
(for ([C (in-range 10 501 10)]) (try-run C 0.001))