Files
Gymnasium/gym/envs/algorithmic/repeat_copy.py
2016-04-27 08:00:58 -07:00

30 lines
1.0 KiB
Python

"""
Task is to copy content multiple-times from the input tape to
the output tape. http://arxiv.org/abs/1511.07275
"""
import random
import numpy as np
from gym.envs.algorithmic import algorithmic_env
from gym.envs.algorithmic.algorithmic_env import ha
class RepeatCopyEnv(algorithmic_env.AlgorithmicEnv):
def __init__(self, base=5):
algorithmic_env.AlgorithmicEnv.__init__(self,
inp_dim=1,
base=base,
chars=True)
self.last = 50
def set_data(self):
self.content = {}
self.target = {}
unique = set()
for i in range(self.total_len):
val = random.randrange(self.base)
self.content[ha(np.array([i]))] = val
self.target[i] = val
self.target[2 * self.total_len - i - 1] = val
self.target[2 * self.total_len + i] = val
self.total_reward = 3.0 * self.total_len + 0.9