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This PR updates the latent particle system model, so that the length of the scan combinator can be changed dynamically, via calls to
trace.update
.Unfortunately, making this change means that we have to pass around arrays of size
max_num_timesteps
that only containnum_timesteps < max_num_timesteps
valid pieces of data. This means we need to pass aroundgenjax.Mask
objects, and need to be a little bit careful to not to index at invalid time slices in some of the produced data structures.