def __init__(self, alpha, discount, env, epsilon=0.2):
super().__init__(alpha, discount, env)
self.explore_policy = policy.EpsilonGreedyPolicy(
env.state_space, env.action_space, self.qvalues, epsilon)
self.next_action = self.get_explore_action(env.get_state())
def __init__(self, alpha, epsilon, discount, environment):
super().__init__(alpha, epsilon, discount, environment)
self.policy = policy.EpsilonGreedyPolicy(environment.state_space,
environment.action_space,
self.qvalues)
self.explore_policy = self.policy
def __init__(self, alpha, discount, environment, n, epsilon=0.2):
super().__init__(alpha, discount, environment)
self.n = n
self.epsilon = epsilon
self.policy = policy.EpsilonGreedyPolicy(environment.state_space,
environment.action_space,
self.qvalues, self.epsilon)
self.explore_policy = self.policy
self.init_episode(environment)
def __init__(self, alpha, discount, env, episilon=0.2):
super().__init__(alpha, discount, env)
ssp = env.state_space
asp = env.action_space
self.optimal_policy = policy.GreedyPolicy(ssp, asp, self.qvalues,
episilon)
self.explore_policy = policy.EpsilonGreedyPolicy(
ssp, asp, self.qvalues, episilon)
self.draw_policy = self.optimal_policy
self.returns = defaultdict(list)
self.episode = []