data = loadFromPklGz('../data/atari/mspacman_train_15_50000_3c.pkl.gz')
data = data.T # Make into one example per column
#data = data[:,:5000] # HACK!!!!!!!!!
#hiddenISize = 20
#hiddenJSize = 20
#lambd = .05
#neighborhoodSize = 1
#print '\nChosen TICA parameters'
hiddenISize = random.randint(4, 25+1)
hiddenJSize = random.randint(10, 30+1)
lambd = .1 * 2 ** random.randint(-5, 5+1)
neighborhoodSize = random.uniform(.1,3)
print '\nRandomly selected TICA parameters'
for key in ['hiddenISize', 'hiddenJSize', 'lambd', 'neighborhoodSize']:
print ' %20s: %s' % (key, locals()[key])
random.seed(0)
tica = TICA(imgShape = (15, 15, 3),
hiddenLayerShape = (hiddenISize, hiddenJSize),
neighborhoodParams = ('gaussian', neighborhoodSize, 0, 0),
lambd = lambd,
epsilon = 1e-5,
saveDir = resman.rundir)
tica.run(data, plotEvery = 5, maxFun = 300, whiten = True)
resman.stop()
#data = loadFromPklGz('../data/atari/mspacman_train_15_50000_3c.pkl.gz')
data = loadFromPklGz('../data/atari/space_invaders_train_15_50000_3c.pkl.gz')
data = data.T # Make into one example per column
#data = data[:,:5000] # HACK!!!!!!!!!
hiddenISize = 8
hiddenJSize = 8
lambd = .05
neighborhoodSize = 1.5
print '\nChosen TICA parameters'
#hiddenISize = random.randint(4, 25+1)
#hiddenJSize = random.randint(10, 30+1)
#lambd = .1 * 2 ** random.randint(-5, 5+1)
#neighborhoodSize = random.uniform(.1,3)
#print '\nRandomly selected TICA parameters'
for key in ['hiddenISize', 'hiddenJSize', 'lambd', 'neighborhoodSize']:
print ' %20s: %s' % (key, locals()[key])
random.seed(0)
tica = TICA(imgShape = (15, 15, 3),
hiddenLayerShape = (hiddenISize, hiddenJSize),
neighborhoodParams = ('gaussian', neighborhoodSize, 0, 0),
lambd = lambd,
epsilon = 1e-5,
saveDir = resman.rundir)
tica.run(data, plotEvery = 50, maxFun = 300, normData = True, whiten = True)
resman.stop()
sys.exit(1)
data = loadFromPklGz('../data/atari/mspacman_train_15_50000_3c.pkl.gz')
data = data.T # Make into one example per column
#data = data[:,:5000] # HACK!!!!!!!!!
#hiddenISize = 20
#hiddenJSize = 20
#lambd = .05
#neighborhoodSize = 1
#print '\nChosen TICA parameters'
hiddenISize = random.randint(4, 25 + 1)
hiddenJSize = random.randint(10, 30 + 1)
lambd = .1 * 2**random.randint(-5, 5 + 1)
neighborhoodSize = random.uniform(.1, 3)
print '\nRandomly selected TICA parameters'
for key in ['hiddenISize', 'hiddenJSize', 'lambd', 'neighborhoodSize']:
print ' %20s: %s' % (key, locals()[key])
random.seed(0)
tica = TICA(imgShape=(15, 15, 3),
hiddenLayerShape=(hiddenISize, hiddenJSize),
neighborhoodParams=('gaussian', neighborhoodSize, 0, 0),
lambd=lambd,
epsilon=1e-5,
saveDir=resman.rundir)
tica.run(data, plotEvery=5, maxFun=300, whiten=True)
resman.stop()