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insbi-dev/sbi (press backspace or delete to remove)🐛 Bug Description
The following message is returned by simulate_for_sbi when an arbitrary TypeError is encountered in the simulator:
TypeError: For multiprocessing, we switch to numpy arrays. Make sure ...
bug
vagechirkov
- Opened 15 hours ago
- #1688
Small bug when using NPSE with the training interface: for z-scoring, when calling build_vector_field_estimator, one has
to move data to CPU, otherwise a device mismatch will emerge.
An easy way to fix ...
bug
michaeldeistler
- 1
- Opened yesterday
- #1686
We use the sum across theta-dimensions for NPSE here.
Because of this, we should technically use a different learning rate for different theta-dimensions. Should we not just
use the mean?
When doing ...
michaeldeistler
- 2
- Opened yesterday
- #1685
🚀 Feature Request
Add NPE-PFN to the library (in the same way as autogluon)
NPE-PFN is easy-to-use and has strong performance, particularly for small simulation budgets. But currently it is based
on ...
enhancement
jsvetter
- 5
- Opened 8 days ago
- #1682
All of our vectorfield estimators force the use use of structured z-scoring, see here.
I think this is really detrimental if parameters live on different scales. Is there a reason this is like that? Am ...
bug
michaeldeistler
- Opened 12 days ago
- #1680
from sbi.inference import NPSE
from sbi.utils import BoxUniform
import torch
import pickle
prior = BoxUniform(-torch.ones(3,), torch.ones(3,))
theta = prior.sample((100,))
x = torch.randn((100, 2))
inference ...
bug
michaeldeistler
- 1
- Opened 12 days ago
- #1678
🐛 Bug Description
When using NPE and calling the train() method a second time, while setting both force_first_round_loss and
resume_training arguments to False. The assertion set on this line is raised ...
bug
abelaba
- Opened 15 days ago
- #1676
🚀 Feature Request
Add support for multimodal x_o
SBI expects data x_o to be Tensor, which makes it difficult to work with multimodal data. In many real-world scientific
applications data can contain ...
enhancement
feature
StarostinV
- 3
- Opened 28 days ago
- #1672
🐛 Bug Description
When attempting to pickle a posterior built with NPSE, the process fails with an error:
AttributeError: Can t pickle local object ConditionalScoreEstimator._set_weight_fn. locals . ...
bug
joshvillarreal
- Opened on Oct 2
- #1670
Context
- pairplot refactoring in #1631 introduces typed options and upper/lower/diag API; offdiag is deprecated.
- Pain point remains: users still pass many repeated args (labels, limits, ticks) ...
enhancement
janfb
- Opened on Sep 18
- #1667

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