def playTTTAndPlotResults():
learningPlayer = RLTTTPlayer()
randomPlayer = RandomTTTPlayer()
results = []
numberOfSetsOfGames = 50
for i in range(numberOfSetsOfGames):
games = GameSequence(100, learningPlayer, randomPlayer)
results.append(games.playGamesAndGetWinPercent())
plotValues = {
'X Win Fraction':
list(zip(list(range(numberOfSetsOfGames)), [x[0] for x in results])),
'O Win Fraction':
list(zip(list(range(numberOfSetsOfGames)), [x[1] for x in results])),
'Draw Fraction':
list(zip(list(range(numberOfSetsOfGames)), [x[2] for x in results]))
}
drawXYPlotByFactor(plotValues,
'Number of Sets (of 100 Games)',
'Fraction',
title='RL Player (X) vs. Random Player (O)')
def playUltimateAndPlotResults():
learningModel = NNUltimateLearning(UTTTBoardDecision)
learningPlayer = RLUTTTPlayer(learningModel)
randomPlayer = RandomUTTTPlayer()
results = []
numberOfSetsOfGames = 60
if os.path.isfile(LEARNING_FILE):
learningPlayer.loadLearning(LEARNING_FILE)
for i in range(numberOfSetsOfGames):
games = GameSequence(100,
learningPlayer,
randomPlayer,
BoardClass=UTTTBoard,
BoardDecisionClass=UTTTBoardDecision)
results.append(games.playGamesAndGetWinPercent())
learningPlayer.saveLearning(LEARNING_FILE)
writeResultsToFile(results)
plotValues = {
'X Win Fraction':
zip(range(numberOfSetsOfGames), map(lambda x: x[0], results)),
'O Win Fraction':
zip(range(numberOfSetsOfGames), map(lambda x: x[1], results)),
'Draw Fraction':
zip(range(numberOfSetsOfGames), map(lambda x: x[2], results))
}
drawXYPlotByFactor(plotValues,
'Number of Sets (of 100 Games)',
'Fraction',
title='RL Player (O) vs. Random Player (X)')
def plotResultsFromFile(resultsFile):
results = []
with open(resultsFile, 'r') as infile:
reader = csv.reader(infile)
results = list(map(tuple, reader))
numberOfSetsOfGames = len(results)
plotValues = {
'X Win Fraction':
list(zip(list(range(numberOfSetsOfGames)), [x[0] for x in results])),
'O Win Fraction':
list(zip(list(range(numberOfSetsOfGames)), [x[1] for x in results])),
'Draw Fraction':
list(zip(list(range(numberOfSetsOfGames)), [x[2] for x in results]))
}
drawXYPlotByFactor(plotValues,
'Number of Sets (of 100 Games)',
'Fraction',
title='RL Player (O) vs. Random Player (X)')
def plotMemoryUsageFromFile(memoryFile):
results = []
with open(memoryFile, 'r') as infile:
reader = csv.reader(infile)
results = map(tuple, reader)
plotValues = {
'Memory Usage':
zip(map(lambda x: x[1], results), map(lambda x: x[2], results))
}
drawXYPlotByFactor(plotValues, 'Number of Simulations',
'Memory Usage (MB)')
def plotMemoryUsageFromFile(memoryFile):
results = []
with open(memoryFile, 'r') as infile:
reader = csv.reader(infile)
results = list(map(tuple, reader))
plotValues = {
'Memory Usage':
list(zip([x[1] for x in results], [x[2] for x in results]))
}
drawXYPlotByFactor(plotValues, 'Number of Simulations',
'Memory Usage (MB)')