re-fix of old silent error (loss shape broadcast mismatch caused by e…

…xtra dim of size 1) (#1063)

fixed shapes error in normalfactor to squeeze when  dim(-1)=1 and no gating

bliss/encoder/variational_dist.py

@@ -133,6 +133,8 @@ def compute_nll(self, params, true_tile_cat):
             target = torch.where(gating.unsqueeze(-1), target, 0)
         assert not torch.isnan(target).any()
         ungated_nll = -qk.log_prob(target)
+        if ungated_nll.dim() == target.dim():  # (b, w, h, 1) -> (b,w,h) silent error
+            ungated_nll = ungated_nll.squeeze(-1)
         return ungated_nll * gating