Improve docstrings
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@ -172,18 +172,19 @@ class ReplayBuffer:
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return np.array([last] if not self.done[last] and self._size else [], int)
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def prev(self, index: int | np.ndarray) -> np.ndarray:
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"""Return the index of previous transition.
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The index won't be modified if it is the beginning of an episode.
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"""Return the index of preceding step within the same episode if it exists.
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If it does not exist (because it is the first index within the episode),
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the index remains unmodified.
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"""
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index = (index - 1) % self._size
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index = (index - 1) % self._size # compute preceding index with wrap-around
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# end_flag will be 1 if the previous index is the last step of an episode or
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# if it is the very last index of the buffer (wrap-around case), and 0 otherwise
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end_flag = self.done[index] | (index == self.last_index[0])
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return (index + end_flag) % self._size
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def next(self, index: int | np.ndarray) -> np.ndarray:
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"""Return the index of next transition.
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The index won't be modified if it is the end of an episode.
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"""Return the index of next step if there is a next step within the episode.
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If there isn't a next step, the index remains unmodified.
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"""
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end_flag = self.done[index] | (index == self.last_index[0])
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return (index + (1 - end_flag)) % self._size
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