def relu_with_drop_ratio(ratio):
def f(x, train=True):
return F.dropout(F.relu(x), train=train, ratio=ratio)
return f
def drop_ratio(ratio):
def f(x, train=True):
return F.dropout(x, train=train, ratio=ratio)
return f
model.activate_functions["l1"] = relu_with_drop_ratio(0.2)
model.activate_functions["l2"] = relu_with_drop_ratio(0.4)
model.activate_functions["l3"] = relu_with_drop_ratio(0.5)
model.activate_functions["l4"] = drop_ratio(0.7)
player = AsciiGamePlayerAgent(model)
player.ALPHA = 0.01
agent_play(ThisGame, player)
if __name__ == '__main__':
def calc_output_size(screen_size, ksize, stride):
return (screen_size - ksize) / stride + 1
if os.environ.get("DEBUG_PLAY", None):
print "Debug Mode"
debug_game(JumpGame)
else:
print "EmbedID Mode"
ptn1(JumpGame, 'JumpGame')
def relu_with_drop_ratio(ratio):
def f(x, train=True):
return F.dropout(F.relu(x), train=train, ratio=ratio)
return f
def drop_ratio(ratio):
def f(x, train=True):
return F.dropout(x, train=train, ratio=ratio)
return f
model.activate_functions["l1"] = relu_with_drop_ratio(0.2)
model.activate_functions["l2"] = relu_with_drop_ratio(0.4)
model.activate_functions["l3"] = relu_with_drop_ratio(0.5)
model.activate_functions["l4"] = drop_ratio(0.7)
player = AsciiGamePlayerAgent(model)
player.ALPHA = 0.01
agent_play(ThisGame, player)
if __name__ == '__main__':
def calc_output_size(screen_size, ksize, stride):
return (screen_size - ksize) / stride + 1
if os.environ.get("DEBUG_PLAY", None):
print "Debug Mode"
debug_game(TreasureGame)
else:
print "EmbedID Mode"
ptn1(TreasureGame, 'TreasureGameEmbedModel')