Created
April 28, 2018 05:34
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def best_sequence(self): | |
""" | |
Get the prefix of the trajectory with the best | |
cumulative reward. | |
""" | |
max_cumulative = max(self.reward_history) | |
for i, rew in enumerate(self.reward_history): | |
if rew == max_cumulative: | |
return self.action_history[:i+1] | |
raise RuntimeError('unreachable') | |
# pylint: disable=E0202 | |
def reset(self, **kwargs): | |
self.action_history = [] | |
self.reward_history = [] | |
self.total_reward = 0 | |
return self.env.reset(**kwargs) | |
def step(self, action): | |
self.total_steps_ever += 1 | |
self.action_history.append(action.copy()) | |
obs, rew, done, info = self.env.step(action) | |
self.total_reward += rew | |
self.reward_history.append(self.total_reward) | |
return obs, rew, done, info |
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