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Improve splitting of trajectory datasets. #814

@cisprague

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@cisprague

We need to be able to succinctly split a trajectory dataset into train/test/val/etc by trajectories or possibly other axes.

E.g., assume we have a (n_trajs, n_steps, n_dims) dataset of trajectories (assumes padded).

  • We could split into train/val along the n_trajs axis.

  • We could reshape the dataset to be of adjacent states of shape(n_trajs*n_steps // 2, 2*n_dims) and then split along the first axis.

  • Also worth looking at how the well handles different splits.

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    enhancementNew feature or requesttemporalRelates to temporal modelling

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