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- data/.editorconfig +21 -0
- data/.pre-commit-config.yaml +44 -0
- data/.readthedocs.yml +18 -0
- data/CODE_OF_CONDUCT.md +74 -0
- data/LICENSE +201 -0
- data/codecov.yml +13 -0
- data/docs/Makefile +20 -0
- data/docs/_ext/edit_on_github.py +50 -0
- data/docs/_ext/typed_returns.py +27 -0
- data/docs/_static/SCVI_LICENSE +29 -0
- data/docs/_static/css/overwrite.css +74 -0
- data/docs/_static/css/sphinx_gallery.css +27 -0
- data/docs/_static/docstring_previews/catplot.png +3 -0
- data/docs/_static/docstring_previews/clustermap.png +3 -0
- data/docs/_static/docstring_previews/cohort_tracking.png +3 -0
- data/docs/_static/docstring_previews/dendrogram.png +3 -0
- data/docs/_static/docstring_previews/diffmap.png +3 -0
- data/docs/_static/docstring_previews/dotplot.png +3 -0
- data/docs/_static/docstring_previews/dpt_groups_pseudotime.png +3 -0
- data/docs/_static/docstring_previews/dpt_timeseries.png +3 -0
- data/docs/_static/docstring_previews/draw_graph_1.png +3 -0
- data/docs/_static/docstring_previews/draw_graph_2.png +3 -0
- data/docs/_static/docstring_previews/embedding.png +3 -0
- data/docs/_static/docstring_previews/embedding_density.png +3 -0
- data/docs/_static/docstring_previews/feature_importances.png +3 -0
- data/docs/_static/docstring_previews/flowchart.png +3 -0
- data/docs/_static/docstring_previews/heatmap.png +3 -0
- data/docs/_static/docstring_previews/kmf_plot_1.png +3 -0
- data/docs/_static/docstring_previews/kmf_plot_2.png +3 -0
- data/docs/_static/docstring_previews/matrixplot.png +3 -0
- data/docs/_static/docstring_previews/missingno_barplot.png +3 -0
- data/docs/_static/docstring_previews/missingno_dendrogram.png +3 -0
- data/docs/_static/docstring_previews/missingno_heatmap.png +3 -0
- data/docs/_static/docstring_previews/missingno_matrix.png +3 -0
- data/docs/_static/docstring_previews/ols_plot_1.png +3 -0
- data/docs/_static/docstring_previews/ols_plot_2.png +3 -0
- data/docs/_static/docstring_previews/ols_plot_3.png +3 -0
- data/docs/_static/docstring_previews/paga.png +3 -0
- data/docs/_static/docstring_previews/pca.png +3 -0
- data/docs/_static/docstring_previews/pca_loadings.png +3 -0
- data/docs/_static/docstring_previews/pca_overview_1.png +3 -0
- data/docs/_static/docstring_previews/pca_overview_2.png +3 -0
- data/docs/_static/docstring_previews/pca_overview_3.png +3 -0
- data/docs/_static/docstring_previews/pca_variance_ratio.png +3 -0
- data/docs/_static/docstring_previews/rank_features_groups.png +3 -0
- data/docs/_static/docstring_previews/rank_features_groups_dotplot.png +3 -0
- data/docs/_static/docstring_previews/rank_features_groups_heatmap.png +3 -0
- data/docs/_static/docstring_previews/rank_features_groups_matrixplot.png +3 -0
- data/docs/_static/docstring_previews/rank_features_groups_stacked_violin.png +3 -0
- data/docs/_static/docstring_previews/rank_features_groups_tracksplot.png +3 -0
data/.editorconfig
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# http://editorconfig.org
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root = true
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[*]
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indent_style = space
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indent_size = 4
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trim_trailing_whitespace = true
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insert_final_newline = true
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charset = utf-8
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end_of_line = lf
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[*.bat]
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indent_style = tab
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end_of_line = crlf
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[LICENSE]
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insert_final_newline = false
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[Makefile]
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indent_style = tab
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data/.pre-commit-config.yaml
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fail_fast: false
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default_language_version:
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python: python3
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default_stages:
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- pre-commit
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- pre-push
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minimum_pre_commit_version: 2.16.0
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repos:
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- repo: https://github.com/rbubley/mirrors-prettier
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rev: v3.4.2
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hooks:
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- id: prettier
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- repo: https://github.com/astral-sh/ruff-pre-commit
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rev: v0.8.6
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hooks:
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- id: ruff
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args: [--fix, --exit-non-zero-on-fix, --unsafe-fixes]
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- id: ruff-format
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- repo: https://github.com/pre-commit/pre-commit-hooks
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rev: v5.0.0
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hooks:
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- id: detect-private-key
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- id: check-ast
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- id: end-of-file-fixer
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- id: mixed-line-ending
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args: [--fix=lf]
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- id: trailing-whitespace
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- id: check-case-conflict
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- repo: https://github.com/pre-commit/mirrors-mypy
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rev: v1.14.1
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hooks:
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- id: mypy
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args: [--no-strict-optional, --ignore-missing-imports]
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additional_dependencies:
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["types-setuptools", "types-requests", "types-attrs"]
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- repo: local
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hooks:
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- id: forbid-to-commit
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name: Don't commit rej files
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entry: |
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Cannot commit .rej files. These indicate merge conflicts that arise during automated template updates.
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Fix the merge conflicts manually and remove the .rej files.
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language: fail
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files: '.*\.rej$'
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data/.readthedocs.yml
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version: 2
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build:
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os: ubuntu-24.04
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tools:
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python: "3.12"
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commands:
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- asdf plugin add uv
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- asdf install uv latest
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- asdf global uv latest
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- uv venv
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- uv pip install .[docs]
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+
- .venv/bin/python -m sphinx -T -b html -d docs/_build/doctrees -D language=en docs $READTHEDOCS_OUTPUT/html
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sphinx:
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configuration: docs/conf.py
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fail_on_warning: false
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submodules:
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include: all
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data/CODE_OF_CONDUCT.md
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# Contributor Covenant Code of Conduct
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2 |
+
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+
## Our Pledge
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+
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+
In the interest of fostering an open and welcoming environment, we as
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+
contributors and maintainers pledge to making participation in our
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7 |
+
project and our community a harassment-free experience for everyone,
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8 |
+
regardless of age, body size, disability, ethnicity, gender identity and
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9 |
+
expression, level of experience, nationality, personal appearance, race,
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10 |
+
religion, or sexual identity and orientation.
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11 |
+
|
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+
## Our Standards
|
13 |
+
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+
Examples of behavior that contributes to creating a positive environment
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15 |
+
include:
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16 |
+
|
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+
- Using welcoming and inclusive language
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18 |
+
- Being respectful of differing viewpoints and experiences
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19 |
+
- Gracefully accepting constructive criticism
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20 |
+
- Focusing on what is best for the community
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21 |
+
- Showing empathy towards other community members
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22 |
+
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+
Examples of unacceptable behavior by participants include:
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24 |
+
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25 |
+
- The use of sexualized language or imagery and unwelcome sexual
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26 |
+
attention or advances
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27 |
+
- Trolling, insulting/derogatory comments, and personal or political
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28 |
+
attacks
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29 |
+
- Public or private harassment
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30 |
+
- Publishing others’ private information, such as a physical or
|
31 |
+
electronic address, without explicit permission
|
32 |
+
- Other conduct which could reasonably be considered inappropriate in a
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33 |
+
professional setting
|
34 |
+
|
35 |
+
## Our Responsibilities
|
36 |
+
|
37 |
+
Project maintainers are responsible for clarifying the standards of
|
38 |
+
acceptable behavior and are expected to take appropriate and fair
|
39 |
+
corrective action in response to any instances of unacceptable behavior.
|
40 |
+
|
41 |
+
Project maintainers have the right and responsibility to remove, edit,
|
42 |
+
or reject comments, commits, code, wiki edits, issues, and other
|
43 |
+
contributions that are not aligned to this Code of Conduct, or to ban
|
44 |
+
temporarily or permanently any contributor for other behaviors that they
|
45 |
+
deem inappropriate, threatening, offensive, or harmful.
|
46 |
+
|
47 |
+
## Scope
|
48 |
+
|
49 |
+
This Code of Conduct applies both within project spaces and in public
|
50 |
+
spaces when an individual is representing the project or its community.
|
51 |
+
Examples of representing a project or community include using an
|
52 |
+
official project e-mail address, posting via an official social media
|
53 |
+
account, or acting as an appointed representative at an online or
|
54 |
+
offline event. Representation of a project may be further defined and
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55 |
+
clarified by project maintainers.
|
56 |
+
|
57 |
+
## Enforcement
|
58 |
+
|
59 |
+
Instances of abusive, harassing, or otherwise unacceptable behavior may
|
60 |
+
be reported by opening an issue. The project team
|
61 |
+
will review and investigate all complaints, and will respond in a way
|
62 |
+
that it deems appropriate to the circumstances. The project team is
|
63 |
+
obligated to maintain confidentiality with regard to the reporter of an
|
64 |
+
incident. Further details of specific enforcement policies may be posted
|
65 |
+
separately.
|
66 |
+
|
67 |
+
Project maintainers who do not follow or enforce the Code of Conduct in
|
68 |
+
good faith may face temporary or permanent repercussions as determined
|
69 |
+
by other members of the project’s leadership.
|
70 |
+
|
71 |
+
## Attribution
|
72 |
+
|
73 |
+
This Code of Conduct is adapted from the Contributor Covenant, version 1.4,
|
74 |
+
available at <https://www.contributor-covenant.org/version/1/4/code-of-conduct.html>
|
data/LICENSE
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Apache License
|
2 |
+
Version 2.0, January 2004
|
3 |
+
http://www.apache.org/licenses/
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4 |
+
|
5 |
+
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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|
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1. Definitions.
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"License" shall mean the terms and conditions for use, reproduction,
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and distribution as defined by Sections 1 through 9 of this document.
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"Licensor" shall mean the copyright owner or entity authorized by
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the copyright owner that is granting the License.
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"Legal Entity" shall mean the union of the acting entity and all
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other entities that control, are controlled by, or are under common
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control with that entity. For the purposes of this definition,
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"control" means (i) the power, direct or indirect, to cause the
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19 |
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direction or management of such entity, whether by contract or
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otherwise, or (ii) ownership of fifty percent (50%) or more of the
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outstanding shares, or (iii) beneficial ownership of such entity.
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"You" (or "Your") shall mean an individual or Legal Entity
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exercising permissions granted by this License.
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"Source" form shall mean the preferred form for making modifications,
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including but not limited to software source code, documentation
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source, and configuration files.
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"Object" form shall mean any form resulting from mechanical
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transformation or translation of a Source form, including but
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not limited to compiled object code, generated documentation,
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and conversions to other media types.
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"Work" shall mean the work of authorship, whether in Source or
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"Contribution" shall mean any work of authorship, including
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2. Grant of Copyright License. Subject to the terms and conditions of
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this License, each Contributor hereby grants to You a perpetual,
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worldwide, non-exclusive, no-charge, royalty-free, irrevocable
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data/codecov.yml
ADDED
@@ -0,0 +1,13 @@
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|
1 |
+
comment: false
|
2 |
+
coverage:
|
3 |
+
status:
|
4 |
+
project:
|
5 |
+
default:
|
6 |
+
target: auto
|
7 |
+
patch:
|
8 |
+
default:
|
9 |
+
enabled: no
|
10 |
+
ignore:
|
11 |
+
- "test/"
|
12 |
+
github_checks:
|
13 |
+
annotations: false
|
data/docs/Makefile
ADDED
@@ -0,0 +1,20 @@
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|
1 |
+
# Minimal makefile for Sphinx documentation
|
2 |
+
#
|
3 |
+
|
4 |
+
# You can set these variables from the command line.
|
5 |
+
SPHINXOPTS =
|
6 |
+
SPHINXBUILD = python -msphinx
|
7 |
+
SPHINXPROJ = ehrapy
|
8 |
+
SOURCEDIR = .
|
9 |
+
BUILDDIR = _build
|
10 |
+
|
11 |
+
# Put it first so that "make" without argument is like "make help".
|
12 |
+
help:
|
13 |
+
@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
|
14 |
+
|
15 |
+
.PHONY: help Makefile
|
16 |
+
|
17 |
+
# Catch-all target: route all unknown targets to Sphinx using the new
|
18 |
+
# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS).
|
19 |
+
%: Makefile
|
20 |
+
@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
|
data/docs/_ext/edit_on_github.py
ADDED
@@ -0,0 +1,50 @@
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|
1 |
+
"""Based on gist.github.com/MantasVaitkunas/7c16de233812adcb7028."""
|
2 |
+
|
3 |
+
import os
|
4 |
+
import warnings
|
5 |
+
from typing import Any, Optional
|
6 |
+
|
7 |
+
from sphinx.application import Sphinx
|
8 |
+
|
9 |
+
__licence__ = "BSD (3 clause)"
|
10 |
+
|
11 |
+
|
12 |
+
def get_github_repo(app: Sphinx, path: str) -> str:
|
13 |
+
if path.endswith(".ipynb"):
|
14 |
+
return str(app.config.github_nb_repo)
|
15 |
+
if "auto_examples" in path:
|
16 |
+
return str(app.config.github_nb_repo)
|
17 |
+
if "auto_tutorials" in path:
|
18 |
+
return str(app.config.github_nb_repo)
|
19 |
+
return str(app.config.github_repo)
|
20 |
+
|
21 |
+
|
22 |
+
def _html_page_context(
|
23 |
+
app: Sphinx, _pagename: str, templatename: str, context: dict[str, Any], doctree: Any | None
|
24 |
+
) -> None:
|
25 |
+
# doctree is None - otherwise viewcode fails
|
26 |
+
if templatename != "page.html" or doctree is None:
|
27 |
+
return
|
28 |
+
|
29 |
+
if not app.config.github_repo:
|
30 |
+
return
|
31 |
+
|
32 |
+
if not app.config.github_nb_repo:
|
33 |
+
nb_repo = f"{app.config.github_repo}_notebooks"
|
34 |
+
app.config.github_nb_repo = nb_repo
|
35 |
+
|
36 |
+
path = os.path.relpath(doctree.get("source"), app.builder.srcdir)
|
37 |
+
repo = get_github_repo(app, path)
|
38 |
+
|
39 |
+
# For sphinx_rtd_theme.
|
40 |
+
context["display_github"] = True
|
41 |
+
context["github_user"] = "theislab"
|
42 |
+
context["github_version"] = "master"
|
43 |
+
context["github_repo"] = repo
|
44 |
+
context["conf_py_path"] = "/docs/source/"
|
45 |
+
|
46 |
+
|
47 |
+
def setup(app: Sphinx) -> None:
|
48 |
+
app.add_config_value("github_nb_repo", "", True)
|
49 |
+
app.add_config_value("github_repo", "", True)
|
50 |
+
app.connect("html-page-context", _html_page_context)
|
data/docs/_ext/typed_returns.py
ADDED
@@ -0,0 +1,27 @@
|
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|
|
|
1 |
+
import re
|
2 |
+
from collections.abc import Iterable, Iterator
|
3 |
+
|
4 |
+
from sphinx.application import Sphinx
|
5 |
+
from sphinx.ext.napoleon import NumpyDocstring
|
6 |
+
|
7 |
+
|
8 |
+
def _process_return(lines: Iterable[str]) -> Iterator[str]:
|
9 |
+
for line in lines:
|
10 |
+
m = re.fullmatch(r"(?P<param>\w+)\s+:\s+(?P<type>[\w.]+)", line)
|
11 |
+
if m:
|
12 |
+
# Once this is in scanpydoc, we can use the fancy hover stuff
|
13 |
+
yield f'**{m["param"]}** : :class:`~{m["type"]}`'
|
14 |
+
else:
|
15 |
+
yield line
|
16 |
+
|
17 |
+
|
18 |
+
def _parse_returns_section(self: NumpyDocstring, section: str) -> list[str]:
|
19 |
+
lines_raw = list(_process_return(self._dedent(self._consume_to_next_section())))
|
20 |
+
lines: list[str] = self._format_block(":returns: ", lines_raw)
|
21 |
+
if lines and lines[-1]:
|
22 |
+
lines.append("")
|
23 |
+
return lines
|
24 |
+
|
25 |
+
|
26 |
+
def setup(app: Sphinx) -> None:
|
27 |
+
NumpyDocstring._parse_returns_section = _parse_returns_section
|
data/docs/_static/SCVI_LICENSE
ADDED
@@ -0,0 +1,29 @@
|
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|
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|
|
|
1 |
+
BSD 3-Clause License
|
2 |
+
|
3 |
+
Copyright (c) 2020 Romain Lopez, Adam Gayoso, Galen Xing, Yosef Lab
|
4 |
+
All rights reserved.
|
5 |
+
|
6 |
+
Redistribution and use in source and binary forms, with or without
|
7 |
+
modification, are permitted provided that the following conditions are met:
|
8 |
+
|
9 |
+
* Redistributions of source code must retain the above copyright notice, this
|
10 |
+
list of conditions and the following disclaimer.
|
11 |
+
|
12 |
+
* Redistributions in binary form must reproduce the above copyright notice,
|
13 |
+
this list of conditions and the following disclaimer in the documentation
|
14 |
+
and/or other materials provided with the distribution.
|
15 |
+
|
16 |
+
* Neither the name of the copyright holder nor the names of its
|
17 |
+
contributors may be used to endorse or promote products derived from
|
18 |
+
this software without specific prior written permission.
|
19 |
+
|
20 |
+
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
|
21 |
+
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
|
22 |
+
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
|
23 |
+
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
|
24 |
+
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
|
25 |
+
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
|
26 |
+
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
|
27 |
+
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
|
28 |
+
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
|
29 |
+
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
|
data/docs/_static/css/overwrite.css
ADDED
@@ -0,0 +1,74 @@
|
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|
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|
|
|
1 |
+
/*
|
2 |
+
Furo CSS variables
|
3 |
+
https://github.com/pradyunsg/furo/blob/main/src/furo/assets/styles/variables/_index.scss
|
4 |
+
https://github.com/pradyunsg/furo/blob/main/src/furo/theme/partials/_head_css_variables.html
|
5 |
+
https://github.com/streamlink/streamlink/blob/17a4088c38709123c0bcab4a150549bd16d19e07/docs/_static/styles/custom.css
|
6 |
+
*/
|
7 |
+
|
8 |
+
/* for the sphinx design cards */
|
9 |
+
body {
|
10 |
+
--sd-color-shadow: dimgrey;
|
11 |
+
}
|
12 |
+
|
13 |
+
dt:target,
|
14 |
+
span.highlighted {
|
15 |
+
background-color: #f0f0f0;
|
16 |
+
}
|
17 |
+
|
18 |
+
dl.citation > dt {
|
19 |
+
float: left;
|
20 |
+
margin-right: 15px;
|
21 |
+
font-weight: bold;
|
22 |
+
}
|
23 |
+
|
24 |
+
/* Parameters normalize size and captialized, */
|
25 |
+
dl .field-list dt {
|
26 |
+
font-size: var(--font-size--normal) !important;
|
27 |
+
text-transform: none !important;
|
28 |
+
}
|
29 |
+
|
30 |
+
/* examples and headings in classes */
|
31 |
+
p.rubric {
|
32 |
+
font-size: var(--font-size--normal);
|
33 |
+
text-transform: none;
|
34 |
+
font-weight: 500;
|
35 |
+
}
|
36 |
+
|
37 |
+
/* adapted from https://github.com/dask/dask-sphinx-theme/blob/main/dask_sphinx_theme/static/css/nbsphinx.css */
|
38 |
+
|
39 |
+
.nbinput .prompt,
|
40 |
+
.nboutput .prompt {
|
41 |
+
display: none;
|
42 |
+
}
|
43 |
+
.nboutput .stderr {
|
44 |
+
display: none;
|
45 |
+
}
|
46 |
+
|
47 |
+
div.nblast.container {
|
48 |
+
padding-bottom: 10px !important;
|
49 |
+
padding-right: 0px;
|
50 |
+
padding-left: 0px;
|
51 |
+
}
|
52 |
+
|
53 |
+
div.nbinput.container {
|
54 |
+
padding-top: 10px !important;
|
55 |
+
padding-right: 0px;
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padding-left: 0px;
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}
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div.nbinput.container div.input_area div[class*="highlight"] > pre {
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padding: 10px !important;
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margin: 0;
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}
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p.topic-title {
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margin-top: 0;
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}
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+
/* so that api methods are small in sidebar */
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li.toctree-l3 {
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font-size: 81.25% !important;
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+
}
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li.toctree-l4 {
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font-size: 75% !important;
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}
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data/docs/_static/css/sphinx_gallery.css
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.sphx-glr-thumbcontainer {
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background: inherit !important;
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min-height: 250px !important;
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margin: 10px !important;
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}
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.sphx-glr-thumbcontainer .headerlink {
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display: none !important;
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}
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div.sphx-glr-thumbcontainer span {
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font-style: normal !important;
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}
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+
.sphx-glr-thumbcontainer a.internal {
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padding: 140px 10px 0 !important;
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}
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+
.sphx-glr-thumbcontainer .figure {
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+
width: 200px !important;
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+
}
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+
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+
.sphx-glr-thumbcontainer .figure.align-center {
|
24 |
+
text-align: center;
|
25 |
+
margin-left: 0%;
|
26 |
+
transform: translate(0%);
|
27 |
+
}
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