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test14.ss
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test14.ss
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#!r6rs
(import (rnrs)
(QobiScheme)
(stochastic-scheme)
(stochastic-promises)
(reduced-gradient)
(games6))
(define *tic-tac-toe-initial-state*
(make-state
'#(#(#f #f #f) #(#f #f #f) #(#f #f #f)) '#(x x x x x) '#(o o o o o) 'x))
(define *hexapawn-initial-state*
(make-state
'#(#(x x x) #(#f #f #f) #(o o o)) '#(#f #f #f #f #f) '#(#f #f #f #f #f) 'x))
(define (words) (remove-duplicates (map second *lexicon*)))
(define (word-mixture) (uniform (length (words))))
(define (word-draw mixture)
(delayed-draw (map cons (words) (vector->list mixture))))
(define (restn n l) (if (zero? n) l (restn (- n 1) (rest l))))
(define (word-distribution mixture)
(remove-if (lambda (pair) (zero? (cdr pair)))
(map cons (words) (vector->list mixture))))
(define (learn-tic-tac-toe-initial-state n)
(map-vector
word-distribution
(argmax
(lambda (mixtures)
(probability
(distribution
(initial-state?
(list
(append
(map-n (lambda (i) (word-draw (vector-ref mixtures i))) n)
(restn
n
'(every cache square for every player has some piece of that
player))))
*tic-tac-toe-initial-state*))))
(map-n-vector (lambda (i) (word-mixture)) n))))
(define (learn-tic-tac-toe-win1)
(argmax
(lambda (mixtures)
(probability
(distribution
(initial-state?
(list (map-n (lambda (i) (word-draw (vector-ref mixtures i))) 15))
(make-state
'#(#(x x x) #(#f #f #f) #(#f #f #f))
'#(x x x x x)
'#(o o o o o)
'x)))))
(map-n-vector (lambda (i) (word-mixture)) 15)))