Hi,
Thanks a lot for all your hard work on this awesome package!
I had a question about subsampling via plates in NumPyro - I can’t seem to see a way to get non-randomised subsamples - e.g.,
with plate("data", len(data), subsample_size=100) as ind:
batch = data[ind]
returns random indices in ind
. I’m working with timeseries so I’d like to keep the batch together. I notice that Pyro’s implementation has a subsample
option to which you can pass custom subsampling.
class plate(name, size=None, subsample_size=None, subsample=None, dim=None, use_cuda=None, device=None)
I am happy to have a look at the Pyro implementation and have a go at changing NumPyro to achieve the same functionality if that’s of interest to others/a good way forward (hopefully I am not missing anything!).