Created
August 11, 2012 18:41
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Small script to simulate an n-armed bandit game.
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"""Module for playing the n-arm bandit game.""" | |
import random | |
class Arm(object): | |
"""A point generator.""" | |
def __init__(self): | |
self.mean = random.normalvariate(0, 1) | |
def pull(self): | |
"""Pull the lever and generate a random number.""" | |
return random.normalvariate(self.mean, 1) | |
class Bandit(object): | |
"""Container for multiple arms.""" | |
def __init__(self, n): | |
self.n = n | |
self.arms = [Arm() for _ in range(n)] | |
def pull(self, i): | |
"""Pull a specific arm.""" | |
if i not in range(self.n): | |
raise IndexError("Not in range.") | |
else: | |
return self.arms[i].pull() | |
if __name__ == "__main__": | |
n = 10 # Number of decks | |
t = 20 # Number of turns | |
b = Bandit(n) | |
score = 0 | |
print "Playing with %s decks." % n | |
print "Playing for %s turns." % t | |
turn = 0 | |
while turn < t: | |
print "\nTurn %s. Your score is: %s" % (turn + 1, score) | |
i = raw_input("Please select a deck: ") | |
try: | |
result = b.pull(int(i)) | |
print "You scored %s" % result | |
score += result | |
turn += 1 | |
except ValueError: | |
print "Invalid number." | |
except IndexError: | |
print "Invalid deck." | |
print "Final score: %s" % score | |
for i, arm in enumerate(b.arms): | |
print "Arm %s mean: %s" % (i + 1, arm.mean) |
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