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Add PerturbationDataValidator #672

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merged 16 commits into from
Oct 26, 2024
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@Zethson Zethson commented Oct 16, 2024

  • Adds a first implementation of PerturbationDataValidator
  • Switches RTD to UV

@github-actions github-actions bot added the enhancement New feature or request label Oct 16, 2024
Signed-off-by: zethson <[email protected]>
Signed-off-by: zethson <[email protected]>
@github-actions github-actions bot added the chore label Oct 25, 2024
Signed-off-by: zethson <[email protected]>
Signed-off-by: zethson <[email protected]>
Signed-off-by: zethson <[email protected]>
Signed-off-by: zethson <[email protected]>
Signed-off-by: zethson <[email protected]>
Signed-off-by: zethson <[email protected]>
Signed-off-by: zethson <[email protected]>
@Zethson Zethson marked this pull request as ready for review October 26, 2024 14:54
@Zethson Zethson merged commit 31a7c64 into main Oct 26, 2024
3 of 5 checks passed
stefanpeidli added a commit that referenced this pull request Feb 7, 2025
* Set legend anchor as parameter (#660)

* Fix missing space

* Remove explicit anndata in dependencies (#666)

* Incorporate use case tutorials (#665)

* Fixed DEG layer retrieval

* Use-case tutorial icons

* Restructure tutorial page

* Subgroup tutorials

* Improve KNN label_transfer in PerturbationSpace (#658)

* Add uncertainty score in KNN label_transfer in PerturbationSpace
Certainty is quantified as the fraction of nearest neighbors belonging to the classified (i.e. the most abundant) label compared to the total number of nearest neighbors.

* Update pre-commit-config.yaml
Replaces yanked dependency of mypy "types-pkg-resources" with "types-setuptools" as recommended: https://pypi.org/project/types-pkg-resources/

* Improve label imputation in PerturbationSpace class
Key changes:
- Now uses KNN graph in adata: saves cost and increases consistency
- Vectorized operations instead of expensive for loop
- Distance weighting for KNN imputation
- Quantifies uncertainty as local KNN label entropy

* Fixed plotting for mixscape.plot_barplot and sccoda.plot_effects_barplot (#667)

* Augur scsim warnings (#670)

* Augur scsim warnings

Signed-off-by: zethson <[email protected]>

* Submodules

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Add PerturbationDataValidator (#672)

* Augur scsim warnings

Signed-off-by: zethson <[email protected]>

* Submodules

Signed-off-by: zethson <[email protected]>

* Add super draft of pertpy validator

Signed-off-by: zethson <[email protected]>

* Polish

Signed-off-by: zethson <[email protected]>

* Polish

Signed-off-by: zethson <[email protected]>

* Nested try

Signed-off-by: zethson <[email protected]>

* validator in test

Signed-off-by: zethson <[email protected]>

* try uv for rtd

Signed-off-by: zethson <[email protected]>

* rtd uv

Signed-off-by: zethson <[email protected]>

* rtd uv

Signed-off-by: zethson <[email protected]>

* rtd uv fix

Signed-off-by: zethson <[email protected]>

* mb sphinx fix for validator

Signed-off-by: zethson <[email protected]>

* docs

Signed-off-by: zethson <[email protected]>

* remove PerturbationValidator from docs

Signed-off-by: zethson <[email protected]>

* remove PerturbationValidator from docs

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Latest OS for RTD

* Remove curator again

Signed-off-by: zethson <[email protected]>

* Fix jax random array (#686)

* Fix jax random array

Signed-off-by: zethson <[email protected]>

* Fix further jax warnings

Signed-off-by: zethson <[email protected]>

* Fix edger

Signed-off-by: zethson <[email protected]>

* Fix choice

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Switch to formulaic-contrasts (#682)

* Switch to formulaic-contrasts

* Cleanup

* removing design matrix workaround (#691)

Co-authored-by: Emma Dann <[email protected]>

* Fix PyDESeq2

* Update tests

* fix typo in gitignore

* Remove contrast dataclass, which isnt used anywhere

* Fix edgeR rpy2 tests (#692)

* fix broken rpy2 edger tests

* updated edger tests

* Fix tests (scipy)

Signed-off-by: zethson <[email protected]>

* submodule

Signed-off-by: zethson <[email protected]>

* Remove unused code

Signed-off-by: zethson <[email protected]>

* type hints

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: zethson <[email protected]>

* Release 0.9.5

Signed-off-by: zethson <[email protected]>

* Prepare 0.10.0

Signed-off-by: zethson <[email protected]>

* Added Mixscape seeds and test (#683)

Co-authored-by: Lukas Heumos <[email protected]>

* Fix probability data type (#696)

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize MeanVarDistributionDistance (#697)

* Fix probability data type

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize mean_var distance

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize test speed (#699)

* Try buildjet

Signed-off-by: Lukas Heumos <[email protected]>

* Try buildjet large

Signed-off-by: Lukas Heumos <[email protected]>

* speed up predict_differential_prioritization

Signed-off-by: Lukas Heumos <[email protected]>

* speed up tests

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: Lukas Heumos <[email protected]>

* Lower bound for scikit-learn (#701)

Signed-off-by: Lukas Heumos <[email protected]>

* Fix type annotation

Signed-off-by: Lukas Heumos <[email protected]>

* Fix empty figure returns when show=True in plotting functions (#703)

* Removed show parameter

* Adapt plotting API for Augur, Coda, Dialogue

* Adapted plotting API for Milo, Mixscape, scgen

* Add joblib

* Remove joblib

---------

Co-authored-by: Lukas Heumos <[email protected]>

* Fix scikit-learn intendation

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: zethson <[email protected]>
Signed-off-by: Lukas Heumos <[email protected]>
Co-authored-by: Lilly May <[email protected]>
Co-authored-by: Lukas Heumos <[email protected]>
Co-authored-by: Gregor Sturm <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
stefanpeidli added a commit that referenced this pull request Feb 7, 2025
* Set legend anchor as parameter (#660)

* Fix missing space

* Remove explicit anndata in dependencies (#666)

* Incorporate use case tutorials (#665)

* Fixed DEG layer retrieval

* Use-case tutorial icons

* Restructure tutorial page

* Subgroup tutorials

* Improve KNN label_transfer in PerturbationSpace (#658)

* Add uncertainty score in KNN label_transfer in PerturbationSpace
Certainty is quantified as the fraction of nearest neighbors belonging to the classified (i.e. the most abundant) label compared to the total number of nearest neighbors.

* Update pre-commit-config.yaml
Replaces yanked dependency of mypy "types-pkg-resources" with "types-setuptools" as recommended: https://pypi.org/project/types-pkg-resources/

* Improve label imputation in PerturbationSpace class
Key changes:
- Now uses KNN graph in adata: saves cost and increases consistency
- Vectorized operations instead of expensive for loop
- Distance weighting for KNN imputation
- Quantifies uncertainty as local KNN label entropy

* Fixed plotting for mixscape.plot_barplot and sccoda.plot_effects_barplot (#667)

* Augur scsim warnings (#670)

* Augur scsim warnings

Signed-off-by: zethson <[email protected]>

* Submodules

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Add PerturbationDataValidator (#672)

* Augur scsim warnings

Signed-off-by: zethson <[email protected]>

* Submodules

Signed-off-by: zethson <[email protected]>

* Add super draft of pertpy validator

Signed-off-by: zethson <[email protected]>

* Polish

Signed-off-by: zethson <[email protected]>

* Polish

Signed-off-by: zethson <[email protected]>

* Nested try

Signed-off-by: zethson <[email protected]>

* validator in test

Signed-off-by: zethson <[email protected]>

* try uv for rtd

Signed-off-by: zethson <[email protected]>

* rtd uv

Signed-off-by: zethson <[email protected]>

* rtd uv

Signed-off-by: zethson <[email protected]>

* rtd uv fix

Signed-off-by: zethson <[email protected]>

* mb sphinx fix for validator

Signed-off-by: zethson <[email protected]>

* docs

Signed-off-by: zethson <[email protected]>

* remove PerturbationValidator from docs

Signed-off-by: zethson <[email protected]>

* remove PerturbationValidator from docs

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Latest OS for RTD

* Remove curator again

Signed-off-by: zethson <[email protected]>

* Fix jax random array (#686)

* Fix jax random array

Signed-off-by: zethson <[email protected]>

* Fix further jax warnings

Signed-off-by: zethson <[email protected]>

* Fix edger

Signed-off-by: zethson <[email protected]>

* Fix choice

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Switch to formulaic-contrasts (#682)

* Switch to formulaic-contrasts

* Cleanup

* removing design matrix workaround (#691)

Co-authored-by: Emma Dann <[email protected]>

* Fix PyDESeq2

* Update tests

* fix typo in gitignore

* Remove contrast dataclass, which isnt used anywhere

* Fix edgeR rpy2 tests (#692)

* fix broken rpy2 edger tests

* updated edger tests

* Fix tests (scipy)

Signed-off-by: zethson <[email protected]>

* submodule

Signed-off-by: zethson <[email protected]>

* Remove unused code

Signed-off-by: zethson <[email protected]>

* type hints

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: zethson <[email protected]>

* Release 0.9.5

Signed-off-by: zethson <[email protected]>

* Prepare 0.10.0

Signed-off-by: zethson <[email protected]>

* Added Mixscape seeds and test (#683)

Co-authored-by: Lukas Heumos <[email protected]>

* Fix probability data type (#696)

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize MeanVarDistributionDistance (#697)

* Fix probability data type

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize mean_var distance

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize test speed (#699)

* Try buildjet

Signed-off-by: Lukas Heumos <[email protected]>

* Try buildjet large

Signed-off-by: Lukas Heumos <[email protected]>

* speed up predict_differential_prioritization

Signed-off-by: Lukas Heumos <[email protected]>

* speed up tests

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: Lukas Heumos <[email protected]>

* Lower bound for scikit-learn (#701)

Signed-off-by: Lukas Heumos <[email protected]>

* Fix type annotation

Signed-off-by: Lukas Heumos <[email protected]>

* Fix empty figure returns when show=True in plotting functions (#703)

* Removed show parameter

* Adapt plotting API for Augur, Coda, Dialogue

* Adapted plotting API for Milo, Mixscape, scgen

* Add joblib

* Remove joblib

---------

Co-authored-by: Lukas Heumos <[email protected]>

* Fix scikit-learn intendation

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: zethson <[email protected]>
Signed-off-by: Lukas Heumos <[email protected]>
Co-authored-by: Lilly May <[email protected]>
Co-authored-by: Lukas Heumos <[email protected]>
Co-authored-by: Gregor Sturm <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Zethson added a commit that referenced this pull request Feb 20, 2025
* Implement mixture models for guide assignment

Key additions:
- Added a base abstract class "MixtureModel" with numpyro
- Added a first mixture model "Poisson_Gauss_Mixture"
- New function "assign_mixture_model" in GuideAssignment class

* Merge main into branch (#705)

* Set legend anchor as parameter (#660)

* Fix missing space

* Remove explicit anndata in dependencies (#666)

* Incorporate use case tutorials (#665)

* Fixed DEG layer retrieval

* Use-case tutorial icons

* Restructure tutorial page

* Subgroup tutorials

* Improve KNN label_transfer in PerturbationSpace (#658)

* Add uncertainty score in KNN label_transfer in PerturbationSpace
Certainty is quantified as the fraction of nearest neighbors belonging to the classified (i.e. the most abundant) label compared to the total number of nearest neighbors.

* Update pre-commit-config.yaml
Replaces yanked dependency of mypy "types-pkg-resources" with "types-setuptools" as recommended: https://pypi.org/project/types-pkg-resources/

* Improve label imputation in PerturbationSpace class
Key changes:
- Now uses KNN graph in adata: saves cost and increases consistency
- Vectorized operations instead of expensive for loop
- Distance weighting for KNN imputation
- Quantifies uncertainty as local KNN label entropy

* Fixed plotting for mixscape.plot_barplot and sccoda.plot_effects_barplot (#667)

* Augur scsim warnings (#670)

* Augur scsim warnings

Signed-off-by: zethson <[email protected]>

* Submodules

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Add PerturbationDataValidator (#672)

* Augur scsim warnings

Signed-off-by: zethson <[email protected]>

* Submodules

Signed-off-by: zethson <[email protected]>

* Add super draft of pertpy validator

Signed-off-by: zethson <[email protected]>

* Polish

Signed-off-by: zethson <[email protected]>

* Polish

Signed-off-by: zethson <[email protected]>

* Nested try

Signed-off-by: zethson <[email protected]>

* validator in test

Signed-off-by: zethson <[email protected]>

* try uv for rtd

Signed-off-by: zethson <[email protected]>

* rtd uv

Signed-off-by: zethson <[email protected]>

* rtd uv

Signed-off-by: zethson <[email protected]>

* rtd uv fix

Signed-off-by: zethson <[email protected]>

* mb sphinx fix for validator

Signed-off-by: zethson <[email protected]>

* docs

Signed-off-by: zethson <[email protected]>

* remove PerturbationValidator from docs

Signed-off-by: zethson <[email protected]>

* remove PerturbationValidator from docs

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Latest OS for RTD

* Remove curator again

Signed-off-by: zethson <[email protected]>

* Fix jax random array (#686)

* Fix jax random array

Signed-off-by: zethson <[email protected]>

* Fix further jax warnings

Signed-off-by: zethson <[email protected]>

* Fix edger

Signed-off-by: zethson <[email protected]>

* Fix choice

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Switch to formulaic-contrasts (#682)

* Switch to formulaic-contrasts

* Cleanup

* removing design matrix workaround (#691)

Co-authored-by: Emma Dann <[email protected]>

* Fix PyDESeq2

* Update tests

* fix typo in gitignore

* Remove contrast dataclass, which isnt used anywhere

* Fix edgeR rpy2 tests (#692)

* fix broken rpy2 edger tests

* updated edger tests

* Fix tests (scipy)

Signed-off-by: zethson <[email protected]>

* submodule

Signed-off-by: zethson <[email protected]>

* Remove unused code

Signed-off-by: zethson <[email protected]>

* type hints

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: zethson <[email protected]>

* Release 0.9.5

Signed-off-by: zethson <[email protected]>

* Prepare 0.10.0

Signed-off-by: zethson <[email protected]>

* Added Mixscape seeds and test (#683)

Co-authored-by: Lukas Heumos <[email protected]>

* Fix probability data type (#696)

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize MeanVarDistributionDistance (#697)

* Fix probability data type

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize mean_var distance

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize test speed (#699)

* Try buildjet

Signed-off-by: Lukas Heumos <[email protected]>

* Try buildjet large

Signed-off-by: Lukas Heumos <[email protected]>

* speed up predict_differential_prioritization

Signed-off-by: Lukas Heumos <[email protected]>

* speed up tests

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: Lukas Heumos <[email protected]>

* Lower bound for scikit-learn (#701)

Signed-off-by: Lukas Heumos <[email protected]>

* Fix type annotation

Signed-off-by: Lukas Heumos <[email protected]>

* Fix empty figure returns when show=True in plotting functions (#703)

* Removed show parameter

* Adapt plotting API for Augur, Coda, Dialogue

* Adapted plotting API for Milo, Mixscape, scgen

* Add joblib

* Remove joblib

---------

Co-authored-by: Lukas Heumos <[email protected]>

* Fix scikit-learn intendation

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: zethson <[email protected]>
Signed-off-by: Lukas Heumos <[email protected]>
Co-authored-by: Lilly May <[email protected]>
Co-authored-by: Lukas Heumos <[email protected]>
Co-authored-by: Gregor Sturm <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: Emma Dann <[email protected]>

* Merge main into branch (#706)

* Set legend anchor as parameter (#660)

* Fix missing space

* Remove explicit anndata in dependencies (#666)

* Incorporate use case tutorials (#665)

* Fixed DEG layer retrieval

* Use-case tutorial icons

* Restructure tutorial page

* Subgroup tutorials

* Improve KNN label_transfer in PerturbationSpace (#658)

* Add uncertainty score in KNN label_transfer in PerturbationSpace
Certainty is quantified as the fraction of nearest neighbors belonging to the classified (i.e. the most abundant) label compared to the total number of nearest neighbors.

* Update pre-commit-config.yaml
Replaces yanked dependency of mypy "types-pkg-resources" with "types-setuptools" as recommended: https://pypi.org/project/types-pkg-resources/

* Improve label imputation in PerturbationSpace class
Key changes:
- Now uses KNN graph in adata: saves cost and increases consistency
- Vectorized operations instead of expensive for loop
- Distance weighting for KNN imputation
- Quantifies uncertainty as local KNN label entropy

* Fixed plotting for mixscape.plot_barplot and sccoda.plot_effects_barplot (#667)

* Augur scsim warnings (#670)

* Augur scsim warnings

Signed-off-by: zethson <[email protected]>

* Submodules

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Add PerturbationDataValidator (#672)

* Augur scsim warnings

Signed-off-by: zethson <[email protected]>

* Submodules

Signed-off-by: zethson <[email protected]>

* Add super draft of pertpy validator

Signed-off-by: zethson <[email protected]>

* Polish

Signed-off-by: zethson <[email protected]>

* Polish

Signed-off-by: zethson <[email protected]>

* Nested try

Signed-off-by: zethson <[email protected]>

* validator in test

Signed-off-by: zethson <[email protected]>

* try uv for rtd

Signed-off-by: zethson <[email protected]>

* rtd uv

Signed-off-by: zethson <[email protected]>

* rtd uv

Signed-off-by: zethson <[email protected]>

* rtd uv fix

Signed-off-by: zethson <[email protected]>

* mb sphinx fix for validator

Signed-off-by: zethson <[email protected]>

* docs

Signed-off-by: zethson <[email protected]>

* remove PerturbationValidator from docs

Signed-off-by: zethson <[email protected]>

* remove PerturbationValidator from docs

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Latest OS for RTD

* Remove curator again

Signed-off-by: zethson <[email protected]>

* Fix jax random array (#686)

* Fix jax random array

Signed-off-by: zethson <[email protected]>

* Fix further jax warnings

Signed-off-by: zethson <[email protected]>

* Fix edger

Signed-off-by: zethson <[email protected]>

* Fix choice

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>

* Switch to formulaic-contrasts (#682)

* Switch to formulaic-contrasts

* Cleanup

* removing design matrix workaround (#691)

Co-authored-by: Emma Dann <[email protected]>

* Fix PyDESeq2

* Update tests

* fix typo in gitignore

* Remove contrast dataclass, which isnt used anywhere

* Fix edgeR rpy2 tests (#692)

* fix broken rpy2 edger tests

* updated edger tests

* Fix tests (scipy)

Signed-off-by: zethson <[email protected]>

* submodule

Signed-off-by: zethson <[email protected]>

* Remove unused code

Signed-off-by: zethson <[email protected]>

* type hints

Signed-off-by: zethson <[email protected]>

---------

Signed-off-by: zethson <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: zethson <[email protected]>

* Release 0.9.5

Signed-off-by: zethson <[email protected]>

* Prepare 0.10.0

Signed-off-by: zethson <[email protected]>

* Added Mixscape seeds and test (#683)

Co-authored-by: Lukas Heumos <[email protected]>

* Fix probability data type (#696)

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize MeanVarDistributionDistance (#697)

* Fix probability data type

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize mean_var distance

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: Lukas Heumos <[email protected]>

* Optimize test speed (#699)

* Try buildjet

Signed-off-by: Lukas Heumos <[email protected]>

* Try buildjet large

Signed-off-by: Lukas Heumos <[email protected]>

* speed up predict_differential_prioritization

Signed-off-by: Lukas Heumos <[email protected]>

* speed up tests

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: Lukas Heumos <[email protected]>

* Lower bound for scikit-learn (#701)

Signed-off-by: Lukas Heumos <[email protected]>

* Fix type annotation

Signed-off-by: Lukas Heumos <[email protected]>

* Fix empty figure returns when show=True in plotting functions (#703)

* Removed show parameter

* Adapt plotting API for Augur, Coda, Dialogue

* Adapted plotting API for Milo, Mixscape, scgen

* Add joblib

* Remove joblib

---------

Co-authored-by: Lukas Heumos <[email protected]>

* Fix scikit-learn intendation

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: zethson <[email protected]>
Signed-off-by: Lukas Heumos <[email protected]>
Co-authored-by: Lilly May <[email protected]>
Co-authored-by: Lukas Heumos <[email protected]>
Co-authored-by: Gregor Sturm <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: Emma Dann <[email protected]>

* Refactor guide assignment logic and enhance mixture model parameters

* Cleanup MixtureModel class

* Enhance guide assignment validation and error handling in GuideAssignment class

* Update dev nb

* Add test for grna_mixture_model

* Remove dev nb

* Update notebook for guide assignment

* Update guide assignment notebooks

* Apply suggestions from code review

Review comments by @Zethson

Co-authored-by: Lukas Heumos <[email protected]>

* Improve code to fit review suggestions
- Added lots of type hints and return types
- Improved naming of variables
- Added and removed a few comments
- Added user warnings if a guide is not expressed at all

* Fix sloppy data dimensions for numpyro
Previously data was (N,1) dim. Now applying ravel, and changed numpyro plates accordingly for correct batching.

* Update test_grna_assignment.py
We changed "Negative" to "negative" :)

* Polish

Signed-off-by: Lukas Heumos <[email protected]>

* Polish

Signed-off-by: Lukas Heumos <[email protected]>

---------

Signed-off-by: zethson <[email protected]>
Signed-off-by: Lukas Heumos <[email protected]>
Co-authored-by: Lilly May <[email protected]>
Co-authored-by: Lukas Heumos <[email protected]>
Co-authored-by: Gregor Sturm <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
Co-authored-by: Emma Dann <[email protected]>
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