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align with SRM model doesn't allow different numbers of samples even if num features is the same
Currently we let the srm external module handle this which throws the error, however this works with method='procrustes' because we manually pad matrices before alignment. @ljchang I thought the probabilistic SRM handled this implicitly but maybe the version we're using is out of date?
aligned = align(subs, method="probabilistic_srm")
[195](file:///home/ejolly/miniconda3/envs/torch/lib/python3.9/site-packages/nltools/external/srm.py?line=194) assert_all_finite(X[subject])
[196](file:///home/ejolly/miniconda3/envs/torch/lib/python3.9/site-packages/nltools/external/srm.py?line=195) if X[subject].shape[1] != number_trs:
--> [197](file:///home/ejolly/miniconda3/envs/torch/lib/python3.9/site-packages/nltools/external/srm.py?line=196) raise ValueError("Different number of samples between subjects" ".")
[199](file:///home/ejolly/miniconda3/envs/torch/lib/python3.9/site-packages/nltools/external/srm.py?line=198) # Run SRM
[200](file:///home/ejolly/miniconda3/envs/torch/lib/python3.9/site-packages/nltools/external/srm.py?line=199) self.sigma_s_, self.w_, self.mu_, self.rho2_, self.s_ = self._srm(X)
ValueError: Different number of samples between subjects.