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Deep probabilistic analysis of single-cell and spatial omics data

Results 240 scvi-tools issues
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Good day, I am trying to update a model I created with an older version of scvi `scvi.model.SCVI.convert_legacy_save('./results/reference_signatures/', './results/eference_signatures_updated/')` but get the error below: ``` --------------------------------------------------------------------------- KeyError Traceback (most recent...

bug

**Is your feature request related to a problem? Please describe.** I am trying to run a procedure called self projection with a scANVI model. The procedure entails taking a trained...

enhancement

The following `encode` function used to be in the `jvae.py` in scvi-tools version 0.8.0 is missing in the current scvi.external.GIMVI module: ```python def encode( self, x: torch.Tensor, mode: int )...

bug

When using pytest fixtures to create simple SCVI models in test_model, the runtime of the suite increases from 4 -> 14 seconds, as reported in #1576

bug
backlog

Support for NumPyro as detailed in https://github.com/scverse/scvi-tools/issues/1366. https://github.com/scverse/scvi-tools/pull/1495 can be used as a starting point.

enhancement
jax
backlog

The jax backend currently has a very simple device management option. We would like to improve it such that users can specify specific devices to run on like with our...

enhancement
good first issue
jax
P1

Addressing comment here https://github.com/scverse/scvi-tools/blob/master/scvi/module/base/_jax_module_wrapper.py#L23

enhancement

First reported in https://discourse.scverse.org/t/totalvi-nan-loss-with-few-proteins/45/3, this bug was recently reproduced in a dataset with 300 proteins. The cause of the issue is unknown, but setting `empirical_protein_background_prior=False` results in proper training. Associated...

bug
nan

Reimplementation of PeakVI in Jax. This is meant to both see if we can get a similar speed up in PeakVI, as well as understanding the limitations of the `JaxModuleWrapper`...

new model
jax
P2