| Name | ssslm JSON |
| Version |
0.0.10
JSON |
| download |
| home_page | None |
| Summary | A simple standard for sharing literal mappings |
| upload_time | 2025-02-10 12:43:35 |
| maintainer | Charles Tapley Hoyt |
| docs_url | None |
| author | Charles Tapley Hoyt |
| requires_python | >=3.10 |
| license | None |
| keywords |
snekpack
cookiecutter
|
| VCS |
 |
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
|
| coveralls test coverage |
No coveralls.
|
<!--
<p align="center">
<img src="https://github.com/cthoyt/ssslm/raw/main/docs/source/logo.png" height="150">
</p>
-->
<h1 align="center">
Simple Standard for Sharing Literal Mappings
</h1>
<p align="center">
<a href="https://github.com/cthoyt/ssslm/actions/workflows/tests.yml">
<img alt="Tests" src="https://github.com/cthoyt/ssslm/actions/workflows/tests.yml/badge.svg" /></a>
<a href="https://pypi.org/project/ssslm">
<img alt="PyPI" src="https://img.shields.io/pypi/v/ssslm" /></a>
<a href="https://pypi.org/project/ssslm">
<img alt="PyPI - Python Version" src="https://img.shields.io/pypi/pyversions/ssslm" /></a>
<a href="https://github.com/cthoyt/ssslm/blob/main/LICENSE">
<img alt="PyPI - License" src="https://img.shields.io/pypi/l/ssslm" /></a>
<a href='https://ssslm.readthedocs.io/en/latest/?badge=latest'>
<img src='https://readthedocs.org/projects/ssslm/badge/?version=latest' alt='Documentation Status' /></a>
<a href="https://codecov.io/gh/cthoyt/ssslm/branch/main">
<img src="https://codecov.io/gh/cthoyt/ssslm/branch/main/graph/badge.svg" alt="Codecov status" /></a>
<a href="https://github.com/cthoyt/cookiecutter-python-package">
<img alt="Cookiecutter template from @cthoyt" src="https://img.shields.io/badge/Cookiecutter-snekpack-blue" /></a>
<a href="https://github.com/astral-sh/ruff">
<img src="https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json" alt="Ruff" style="max-width:100%;"></a>
<a href="https://github.com/cthoyt/ssslm/blob/main/.github/CODE_OF_CONDUCT.md">
<img src="https://img.shields.io/badge/Contributor%20Covenant-2.1-4baaaa.svg" alt="Contributor Covenant"/></a>
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<a href="https://zenodo.org/badge/latestdoi/XXXXXX">
<img src="https://zenodo.org/badge/XXXXXX.svg" alt="DOI"></a>
-->
</p>
A simple standard for sharing literal mappings (SSSLM).
This repository implements a data model for literal mappings that supports
encoding labels, synonyms, synonym types, internationalization, and other
important information for curation, construction of lexica, and population of
NER/NEN tools.
SSSLM echos the name of [SSSOM](https://mapping-commons.github.io/sssom/), which
is a related standard for ontological mappings. SSSLM can be pronounced
S-S-S-L-M, sess-lem, or however brings joy to you.
## 💪 Getting Started
```python
import ssslm
from ssslm import LiteralMapping
from curies import NamedReference
# Construct a mapping using Pydantic objects
m1 = LiteralMapping(
reference=NamedReference(prefix="NCBITaxon", identifier="9606", name="Homo sapiens"),
text="human",
)
# get a pandas dataframe
df = ssslm.literal_mappings_to_df([m1])
# Write mappings to TSV
ssslm.write_literal_mappings([m1], "literal_mappings.tsv")
# Read mappings from TSV
mappings = ssslm.read_literal_mappings("literal_mappings.tsv")
```
Note that references are standardized using the
[`curies`](https://github.com/biopragmatics/curies) package. It's up to you to
use a meaningful set of prefixes, so consider adopting
[the Bioregistry](https://github.com/biopragmatics/bioregistry) as a standard.
## Data Model
The SSSLM data model is defined using Pydantic, and corresponds to the following
columns in a TSV file:
1. `text` the label/synonym text itself
2. `curie` the compact uniform resource identifier (CURIE) for a biomedical
entity or concept
3. `name` the standard name for the concept
4. `predicate` the predicate which encodes the synonym scope, written as a CURIE
from the [OBO in OWL (`oboInOWL`)](https://bioregistry.io/oio) or RDFS
controlled vocabularies, e.g., one of:
- `rdfs:label`
- `oboInOwl:hasExactSynonym`
- `oboInOwl:hasNarrowSynonym` (i.e., the synonym represents a narrower term)
- `oboInOwl:hasBroadSynonym` (i.e., the synonym represents a broader term)
- `oboInOwl:hasRelatedSynonym` (use this if the scope is unknown)
5. `type` the (optional) synonym property type, written as a CURIE from the
[OBO Metadata Ontology (`omo`)](https://bioregistry.io/omo) controlled
vocabulary, e.g., one of:
- `OMO:0003000` (abbreviation)
- `OMO:0003001` (ambiguous synonym)
- `OMO:0003002` (dubious synonym)
- `OMO:0003003` (layperson synonym)
- `OMO:0003004` (plural form)
- ...
6. `provenance` a comma-delimited list of CURIEs corresponding to publications
that use the given synonym (ideally using highly actionable identifiers from
semantic spaces like [`pubmed`](https://bioregistry.io/pubmed),
[`pmc`](https://bioregistry.io/pmc), [`doi`](https://bioregistry.io/doi))
7. `contributor` a CURIE with the ORCID identifier of the contributor
8. `date` the optional date when the row was curated in YYYY-MM-DD format
9. `language` the (optional) ISO 2-letter language code. If missing, assumed to
be American English.
10. `comment` an optional comment
11. `source` the source of the synonyms, usually `biosynonyms` unless imported
from elsewhere
12. `taxon` the optional NCBITaxon CURIE, if the term is taxon-specific, like
`NCBITaxon:9606` for humans
Here's an example of some rows in the synonyms table (with linkified CURIEs):
| text | curie | predicate | provenance | contributor | language |
| --------------- | --------------------------------------------------- | --------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------- | -------- |
| alsterpaullone | [CHEBI:138488](https://bioregistry.io/CHEBI:138488) | [rdfs:label](https://bioregistry.io/rdfs:label) | [pubmed:30655881](https://bioregistry.io/pubmed:30655881) | [orcid:0000-0003-4423-4370](https://bioregistry.io/orcid:0000-0003-4423-4370) | en |
| 9-nitropaullone | [CHEBI:138488](https://bioregistry.io/CHEBI:138488) | [oboInOwl:hasExactSynonym](https://bioregistry.io/oboInOwl:hasExactSynonym) | [pubmed:11597333](https://bioregistry.io/pubmed:11597333), [pubmed:10911915](https://bioregistry.io/pubmed:10911915) | [orcid:0000-0003-4423-4370](https://bioregistry.io/orcid:0000-0003-4423-4370) | en |
**Limitations**
- It's hard to know which exact matches between different vocabularies could be
used to deduplicate synonyms. Right now, this isn't covered but some partial
solutions already exist that could be adopted.
- This doesn't keep track of NER annotations, such as when you want to keep
track of the start and end position in a full sentence or paragraph
- This doesn't keep track of transformations done to make mappings. It's more
oriented towards curation.
## 🚀 Installation
<!-- Uncomment this section after your first ``tox -e finish``
The most recent release can be installed from
[PyPI](https://pypi.org/project/ssslm/) with uv:
```console
$ uv pip install ssslm
```
or with pip:
```console
$ python3 -m pip install ssslm
```
-->
The most recent code and data can be installed directly from GitHub with uv:
```console
$ uv --preview pip install git+https://github.com/cthoyt/ssslm.git
```
or with pip:
```console
$ UV_PREVIEW=1 python3 -m pip install git+https://github.com/cthoyt/ssslm.git
```
Note that this requires setting `UV_PREVIEW` mode enabled until the uv build
backend becomes a stable feature.
## 👐 Contributing
Contributions, whether filing an issue, making a pull request, or forking, are
appreciated. See
[CONTRIBUTING.md](https://github.com/cthoyt/ssslm/blob/master/.github/CONTRIBUTING.md)
for more information on getting involved.
## 👋 Attribution
### ⚖️ License
The code in this package is licensed under the MIT License.
<!--
### 📖 Citation
Citation goes here!
-->
<!--
### 🎁 Support
This project has been supported by the following organizations (in alphabetical order):
- [Biopragmatics Lab](https://biopragmatics.github.io)
-->
<!--
### 💰 Funding
This project has been supported by the following grants:
| Funding Body | Program | Grant Number |
|---------------|--------------------------------------------------------------|--------------|
| Funder | [Grant Name (GRANT-ACRONYM)](https://example.com/grant-link) | ABCXYZ |
-->
### 🍪 Cookiecutter
This package was created with
[@audreyfeldroy](https://github.com/audreyfeldroy)'s
[cookiecutter](https://github.com/cookiecutter/cookiecutter) package using
[@cthoyt](https://github.com/cthoyt)'s
[cookiecutter-snekpack](https://github.com/cthoyt/cookiecutter-snekpack)
template.
## 🛠️ For Developers
<details>
<summary>See developer instructions</summary>
The final section of the README is for if you want to get involved by making a
code contribution.
### Development Installation
To install in development mode, use the following:
```console
$ git clone git+https://github.com/cthoyt/ssslm.git
$ cd ssslm
$ uv --preview pip install -e .
```
Alternatively, install using pip:
```console
$ UV_PREVIEW=1 python3 -m pip install -e .
```
Note that this requires setting `UV_PREVIEW` mode enabled until the uv build
backend becomes a stable feature.
### Updating Package Boilerplate
This project uses `cruft` to keep boilerplate (i.e., configuration, contribution
guidelines, documentation configuration) up-to-date with the upstream
cookiecutter package. Install cruft with either `uv tool install cruft` or
`python3 -m pip install cruft` then run:
```console
$ cruft update
```
More info on Cruft's update command is available
[here](https://github.com/cruft/cruft?tab=readme-ov-file#updating-a-project).
### 🥼 Testing
After cloning the repository and installing `tox` with
`uv tool install tox --with tox-uv` or `python3 -m pip install tox tox-uv`, the
unit tests in the `tests/` folder can be run reproducibly with:
```console
$ tox -e py
```
Additionally, these tests are automatically re-run with each commit in a
[GitHub Action](https://github.com/cthoyt/ssslm/actions?query=workflow%3ATests).
### 📖 Building the Documentation
The documentation can be built locally using the following:
```console
$ git clone git+https://github.com/cthoyt/ssslm.git
$ cd ssslm
$ tox -e docs
$ open docs/build/html/index.html
```
The documentation automatically installs the package as well as the `docs` extra
specified in the [`pyproject.toml`](pyproject.toml). `sphinx` plugins like
`texext` can be added there. Additionally, they need to be added to the
`extensions` list in [`docs/source/conf.py`](docs/source/conf.py).
The documentation can be deployed to [ReadTheDocs](https://readthedocs.io) using
[this guide](https://docs.readthedocs.io/en/stable/intro/import-guide.html). The
[`.readthedocs.yml`](.readthedocs.yml) YAML file contains all the configuration
you'll need. You can also set up continuous integration on GitHub to check not
only that Sphinx can build the documentation in an isolated environment (i.e.,
with `tox -e docs-test`) but also that
[ReadTheDocs can build it too](https://docs.readthedocs.io/en/stable/pull-requests.html).
#### Configuring ReadTheDocs
1. Log in to ReadTheDocs with your GitHub account to install the integration at
https://readthedocs.org/accounts/login/?next=/dashboard/
2. Import your project by navigating to https://readthedocs.org/dashboard/import
then clicking the plus icon next to your repository
3. You can rename the repository on the next screen using a more stylized name
(i.e., with spaces and capital letters)
4. Click next, and you're good to go!
### 📦 Making a Release
#### Configuring Zenodo
[Zenodo](https://zenodo.org) is a long-term archival system that assigns a DOI
to each release of your package.
1. Log in to Zenodo via GitHub with this link:
https://zenodo.org/oauth/login/github/?next=%2F. This brings you to a page
that lists all of your organizations and asks you to approve installing the
Zenodo app on GitHub. Click "grant" next to any organizations you want to
enable the integration for, then click the big green "approve" button. This
step only needs to be done once.
2. Navigate to https://zenodo.org/account/settings/github/, which lists all of
your GitHub repositories (both in your username and any organizations you
enabled). Click the on/off toggle for any relevant repositories. When you
make a new repository, you'll have to come back to this
After these steps, you're ready to go! After you make "release" on GitHub (steps
for this are below), you can navigate to
https://zenodo.org/account/settings/github/repository/cthoyt/ssslm to see the
DOI for the release and link to the Zenodo record for it.
#### Registering with the Python Package Index (PyPI)
You only have to do the following steps once.
1. Register for an account on the
[Python Package Index (PyPI)](https://pypi.org/account/register)
2. Navigate to https://pypi.org/manage/account and make sure you have verified
your email address. A verification email might not have been sent by default,
so you might have to click the "options" dropdown next to your address to get
to the "re-send verification email" button
3. 2-Factor authentication is required for PyPI since the end of 2023 (see this
[blog post from PyPI](https://blog.pypi.org/posts/2023-05-25-securing-pypi-with-2fa/)).
This means you have to first issue account recovery codes, then set up
2-factor authentication
4. Issue an API token from https://pypi.org/manage/account/token
#### Configuring your machine's connection to PyPI
You have to do the following steps once per machine.
```console
$ uv tool install keyring
$ keyring set https://upload.pypi.org/legacy/ __token__
$ keyring set https://test.pypi.org/legacy/ __token__
```
Note that this deprecates previous workflows using `.pypirc`.
#### Uploading to PyPI
After installing the package in development mode and installing `tox` with
`uv tool install tox --with tox-uv` or `python3 -m pip install tox tox-uv`, run
the following from the console:
```console
$ tox -e finish
```
This script does the following:
1. Uses [bump-my-version](https://github.com/callowayproject/bump-my-version) to
switch the version number in the `pyproject.toml`, `CITATION.cff`,
`src/ssslm/version.py`, and [`docs/source/conf.py`](docs/source/conf.py) to
not have the `-dev` suffix
2. Packages the code in both a tar archive and a wheel using
[`uv build`](https://docs.astral.sh/uv/guides/publish/#building-your-package)
3. Uploads to PyPI using
[`uv publish`](https://docs.astral.sh/uv/guides/publish/#publishing-your-package).
4. Push to GitHub. You'll need to make a release going with the commit where the
version was bumped.
5. Bump the version to the next patch. If you made big changes and want to bump
the version by minor, you can use `tox -e bumpversion -- minor` after.
#### Releasing on GitHub
1. Navigate to https://github.com/cthoyt/ssslm/releases/new to draft a new
release
2. Click the "Choose a Tag" dropdown and select the tag corresponding to the
release you just made
3. Click the "Generate Release Notes" button to get a quick outline of recent
changes. Modify the title and description as you see fit
4. Click the big green "Publish Release" button
This will trigger Zenodo to assign a DOI to your release as well.
</details>
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"description": "<!--\n<p align=\"center\">\n <img src=\"https://github.com/cthoyt/ssslm/raw/main/docs/source/logo.png\" height=\"150\">\n</p>\n-->\n\n<h1 align=\"center\">\n Simple Standard for Sharing Literal Mappings\n</h1>\n\n<p align=\"center\">\n <a href=\"https://github.com/cthoyt/ssslm/actions/workflows/tests.yml\">\n <img alt=\"Tests\" src=\"https://github.com/cthoyt/ssslm/actions/workflows/tests.yml/badge.svg\" /></a>\n <a href=\"https://pypi.org/project/ssslm\">\n <img alt=\"PyPI\" src=\"https://img.shields.io/pypi/v/ssslm\" /></a>\n <a href=\"https://pypi.org/project/ssslm\">\n <img alt=\"PyPI - Python Version\" src=\"https://img.shields.io/pypi/pyversions/ssslm\" /></a>\n <a href=\"https://github.com/cthoyt/ssslm/blob/main/LICENSE\">\n <img alt=\"PyPI - License\" src=\"https://img.shields.io/pypi/l/ssslm\" /></a>\n <a href='https://ssslm.readthedocs.io/en/latest/?badge=latest'>\n <img src='https://readthedocs.org/projects/ssslm/badge/?version=latest' alt='Documentation Status' /></a>\n <a href=\"https://codecov.io/gh/cthoyt/ssslm/branch/main\">\n <img src=\"https://codecov.io/gh/cthoyt/ssslm/branch/main/graph/badge.svg\" alt=\"Codecov status\" /></a> \n <a href=\"https://github.com/cthoyt/cookiecutter-python-package\">\n <img alt=\"Cookiecutter template from @cthoyt\" src=\"https://img.shields.io/badge/Cookiecutter-snekpack-blue\" /></a>\n <a href=\"https://github.com/astral-sh/ruff\">\n <img src=\"https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json\" alt=\"Ruff\" style=\"max-width:100%;\"></a>\n <a href=\"https://github.com/cthoyt/ssslm/blob/main/.github/CODE_OF_CONDUCT.md\">\n <img src=\"https://img.shields.io/badge/Contributor%20Covenant-2.1-4baaaa.svg\" alt=\"Contributor Covenant\"/></a>\n <!-- uncomment if you archive on zenodo\n <a href=\"https://zenodo.org/badge/latestdoi/XXXXXX\">\n <img src=\"https://zenodo.org/badge/XXXXXX.svg\" alt=\"DOI\"></a>\n -->\n</p>\n\nA simple standard for sharing literal mappings (SSSLM).\n\nThis repository implements a data model for literal mappings that supports\nencoding labels, synonyms, synonym types, internationalization, and other\nimportant information for curation, construction of lexica, and population of\nNER/NEN tools.\n\nSSSLM echos the name of [SSSOM](https://mapping-commons.github.io/sssom/), which\nis a related standard for ontological mappings. SSSLM can be pronounced\nS-S-S-L-M, sess-lem, or however brings joy to you.\n\n## \ud83d\udcaa Getting Started\n\n```python\nimport ssslm\nfrom ssslm import LiteralMapping\nfrom curies import NamedReference\n\n# Construct a mapping using Pydantic objects\nm1 = LiteralMapping(\n reference=NamedReference(prefix=\"NCBITaxon\", identifier=\"9606\", name=\"Homo sapiens\"),\n text=\"human\",\n)\n\n# get a pandas dataframe\ndf = ssslm.literal_mappings_to_df([m1])\n\n# Write mappings to TSV\nssslm.write_literal_mappings([m1], \"literal_mappings.tsv\")\n\n# Read mappings from TSV\nmappings = ssslm.read_literal_mappings(\"literal_mappings.tsv\")\n```\n\nNote that references are standardized using the\n[`curies`](https://github.com/biopragmatics/curies) package. It's up to you to\nuse a meaningful set of prefixes, so consider adopting\n[the Bioregistry](https://github.com/biopragmatics/bioregistry) as a standard.\n\n## Data Model\n\nThe SSSLM data model is defined using Pydantic, and corresponds to the following\ncolumns in a TSV file:\n\n1. `text` the label/synonym text itself\n2. `curie` the compact uniform resource identifier (CURIE) for a biomedical\n entity or concept\n3. `name` the standard name for the concept\n4. `predicate` the predicate which encodes the synonym scope, written as a CURIE\n from the [OBO in OWL (`oboInOWL`)](https://bioregistry.io/oio) or RDFS\n controlled vocabularies, e.g., one of:\n - `rdfs:label`\n - `oboInOwl:hasExactSynonym`\n - `oboInOwl:hasNarrowSynonym` (i.e., the synonym represents a narrower term)\n - `oboInOwl:hasBroadSynonym` (i.e., the synonym represents a broader term)\n - `oboInOwl:hasRelatedSynonym` (use this if the scope is unknown)\n5. `type` the (optional) synonym property type, written as a CURIE from the\n [OBO Metadata Ontology (`omo`)](https://bioregistry.io/omo) controlled\n vocabulary, e.g., one of:\n - `OMO:0003000` (abbreviation)\n - `OMO:0003001` (ambiguous synonym)\n - `OMO:0003002` (dubious synonym)\n - `OMO:0003003` (layperson synonym)\n - `OMO:0003004` (plural form)\n - ...\n6. `provenance` a comma-delimited list of CURIEs corresponding to publications\n that use the given synonym (ideally using highly actionable identifiers from\n semantic spaces like [`pubmed`](https://bioregistry.io/pubmed),\n [`pmc`](https://bioregistry.io/pmc), [`doi`](https://bioregistry.io/doi))\n7. `contributor` a CURIE with the ORCID identifier of the contributor\n8. `date` the optional date when the row was curated in YYYY-MM-DD format\n9. `language` the (optional) ISO 2-letter language code. If missing, assumed to\n be American English.\n10. `comment` an optional comment\n11. `source` the source of the synonyms, usually `biosynonyms` unless imported\n from elsewhere\n12. `taxon` the optional NCBITaxon CURIE, if the term is taxon-specific, like\n `NCBITaxon:9606` for humans\n\nHere's an example of some rows in the synonyms table (with linkified CURIEs):\n\n| text | curie | predicate | provenance | contributor | language |\n| --------------- | --------------------------------------------------- | --------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------- | -------- |\n| alsterpaullone | [CHEBI:138488](https://bioregistry.io/CHEBI:138488) | [rdfs:label](https://bioregistry.io/rdfs:label) | [pubmed:30655881](https://bioregistry.io/pubmed:30655881) | [orcid:0000-0003-4423-4370](https://bioregistry.io/orcid:0000-0003-4423-4370) | en |\n| 9-nitropaullone | [CHEBI:138488](https://bioregistry.io/CHEBI:138488) | [oboInOwl:hasExactSynonym](https://bioregistry.io/oboInOwl:hasExactSynonym) | [pubmed:11597333](https://bioregistry.io/pubmed:11597333), [pubmed:10911915](https://bioregistry.io/pubmed:10911915) | [orcid:0000-0003-4423-4370](https://bioregistry.io/orcid:0000-0003-4423-4370) | en |\n\n**Limitations**\n\n- It's hard to know which exact matches between different vocabularies could be\n used to deduplicate synonyms. Right now, this isn't covered but some partial\n solutions already exist that could be adopted.\n- This doesn't keep track of NER annotations, such as when you want to keep\n track of the start and end position in a full sentence or paragraph\n- This doesn't keep track of transformations done to make mappings. It's more\n oriented towards curation.\n\n## \ud83d\ude80 Installation\n\n<!-- Uncomment this section after your first ``tox -e finish``\nThe most recent release can be installed from\n[PyPI](https://pypi.org/project/ssslm/) with uv:\n\n```console\n$ uv pip install ssslm\n```\n\nor with pip:\n\n```console\n$ python3 -m pip install ssslm\n```\n-->\n\nThe most recent code and data can be installed directly from GitHub with uv:\n\n```console\n$ uv --preview pip install git+https://github.com/cthoyt/ssslm.git\n```\n\nor with pip:\n\n```console\n$ UV_PREVIEW=1 python3 -m pip install git+https://github.com/cthoyt/ssslm.git\n```\n\nNote that this requires setting `UV_PREVIEW` mode enabled until the uv build\nbackend becomes a stable feature.\n\n## \ud83d\udc50 Contributing\n\nContributions, whether filing an issue, making a pull request, or forking, are\nappreciated. See\n[CONTRIBUTING.md](https://github.com/cthoyt/ssslm/blob/master/.github/CONTRIBUTING.md)\nfor more information on getting involved.\n\n## \ud83d\udc4b Attribution\n\n### \u2696\ufe0f License\n\nThe code in this package is licensed under the MIT License.\n\n<!--\n### \ud83d\udcd6 Citation\n\nCitation goes here!\n-->\n\n<!--\n### \ud83c\udf81 Support\n\nThis project has been supported by the following organizations (in alphabetical order):\n\n- [Biopragmatics Lab](https://biopragmatics.github.io)\n\n-->\n\n<!--\n### \ud83d\udcb0 Funding\n\nThis project has been supported by the following grants:\n\n| Funding Body | Program | Grant Number |\n|---------------|--------------------------------------------------------------|--------------|\n| Funder | [Grant Name (GRANT-ACRONYM)](https://example.com/grant-link) | ABCXYZ |\n-->\n\n### \ud83c\udf6a Cookiecutter\n\nThis package was created with\n[@audreyfeldroy](https://github.com/audreyfeldroy)'s\n[cookiecutter](https://github.com/cookiecutter/cookiecutter) package using\n[@cthoyt](https://github.com/cthoyt)'s\n[cookiecutter-snekpack](https://github.com/cthoyt/cookiecutter-snekpack)\ntemplate.\n\n## \ud83d\udee0\ufe0f For Developers\n\n<details>\n <summary>See developer instructions</summary>\n\nThe final section of the README is for if you want to get involved by making a\ncode contribution.\n\n### Development Installation\n\nTo install in development mode, use the following:\n\n```console\n$ git clone git+https://github.com/cthoyt/ssslm.git\n$ cd ssslm\n$ uv --preview pip install -e .\n```\n\nAlternatively, install using pip:\n\n```console\n$ UV_PREVIEW=1 python3 -m pip install -e .\n```\n\nNote that this requires setting `UV_PREVIEW` mode enabled until the uv build\nbackend becomes a stable feature.\n\n### Updating Package Boilerplate\n\nThis project uses `cruft` to keep boilerplate (i.e., configuration, contribution\nguidelines, documentation configuration) up-to-date with the upstream\ncookiecutter package. Install cruft with either `uv tool install cruft` or\n`python3 -m pip install cruft` then run:\n\n```console\n$ cruft update\n```\n\nMore info on Cruft's update command is available\n[here](https://github.com/cruft/cruft?tab=readme-ov-file#updating-a-project).\n\n### \ud83e\udd7c Testing\n\nAfter cloning the repository and installing `tox` with\n`uv tool install tox --with tox-uv` or `python3 -m pip install tox tox-uv`, the\nunit tests in the `tests/` folder can be run reproducibly with:\n\n```console\n$ tox -e py\n```\n\nAdditionally, these tests are automatically re-run with each commit in a\n[GitHub Action](https://github.com/cthoyt/ssslm/actions?query=workflow%3ATests).\n\n### \ud83d\udcd6 Building the Documentation\n\nThe documentation can be built locally using the following:\n\n```console\n$ git clone git+https://github.com/cthoyt/ssslm.git\n$ cd ssslm\n$ tox -e docs\n$ open docs/build/html/index.html\n```\n\nThe documentation automatically installs the package as well as the `docs` extra\nspecified in the [`pyproject.toml`](pyproject.toml). `sphinx` plugins like\n`texext` can be added there. Additionally, they need to be added to the\n`extensions` list in [`docs/source/conf.py`](docs/source/conf.py).\n\nThe documentation can be deployed to [ReadTheDocs](https://readthedocs.io) using\n[this guide](https://docs.readthedocs.io/en/stable/intro/import-guide.html). The\n[`.readthedocs.yml`](.readthedocs.yml) YAML file contains all the configuration\nyou'll need. You can also set up continuous integration on GitHub to check not\nonly that Sphinx can build the documentation in an isolated environment (i.e.,\nwith `tox -e docs-test`) but also that\n[ReadTheDocs can build it too](https://docs.readthedocs.io/en/stable/pull-requests.html).\n\n#### Configuring ReadTheDocs\n\n1. Log in to ReadTheDocs with your GitHub account to install the integration at\n https://readthedocs.org/accounts/login/?next=/dashboard/\n2. Import your project by navigating to https://readthedocs.org/dashboard/import\n then clicking the plus icon next to your repository\n3. You can rename the repository on the next screen using a more stylized name\n (i.e., with spaces and capital letters)\n4. Click next, and you're good to go!\n\n### \ud83d\udce6 Making a Release\n\n#### Configuring Zenodo\n\n[Zenodo](https://zenodo.org) is a long-term archival system that assigns a DOI\nto each release of your package.\n\n1. Log in to Zenodo via GitHub with this link:\n https://zenodo.org/oauth/login/github/?next=%2F. This brings you to a page\n that lists all of your organizations and asks you to approve installing the\n Zenodo app on GitHub. Click \"grant\" next to any organizations you want to\n enable the integration for, then click the big green \"approve\" button. This\n step only needs to be done once.\n2. Navigate to https://zenodo.org/account/settings/github/, which lists all of\n your GitHub repositories (both in your username and any organizations you\n enabled). Click the on/off toggle for any relevant repositories. When you\n make a new repository, you'll have to come back to this\n\nAfter these steps, you're ready to go! After you make \"release\" on GitHub (steps\nfor this are below), you can navigate to\nhttps://zenodo.org/account/settings/github/repository/cthoyt/ssslm to see the\nDOI for the release and link to the Zenodo record for it.\n\n#### Registering with the Python Package Index (PyPI)\n\nYou only have to do the following steps once.\n\n1. Register for an account on the\n [Python Package Index (PyPI)](https://pypi.org/account/register)\n2. Navigate to https://pypi.org/manage/account and make sure you have verified\n your email address. A verification email might not have been sent by default,\n so you might have to click the \"options\" dropdown next to your address to get\n to the \"re-send verification email\" button\n3. 2-Factor authentication is required for PyPI since the end of 2023 (see this\n [blog post from PyPI](https://blog.pypi.org/posts/2023-05-25-securing-pypi-with-2fa/)).\n This means you have to first issue account recovery codes, then set up\n 2-factor authentication\n4. Issue an API token from https://pypi.org/manage/account/token\n\n#### Configuring your machine's connection to PyPI\n\nYou have to do the following steps once per machine.\n\n```console\n$ uv tool install keyring\n$ keyring set https://upload.pypi.org/legacy/ __token__\n$ keyring set https://test.pypi.org/legacy/ __token__\n```\n\nNote that this deprecates previous workflows using `.pypirc`.\n\n#### Uploading to PyPI\n\nAfter installing the package in development mode and installing `tox` with\n`uv tool install tox --with tox-uv` or `python3 -m pip install tox tox-uv`, run\nthe following from the console:\n\n```console\n$ tox -e finish\n```\n\nThis script does the following:\n\n1. Uses [bump-my-version](https://github.com/callowayproject/bump-my-version) to\n switch the version number in the `pyproject.toml`, `CITATION.cff`,\n `src/ssslm/version.py`, and [`docs/source/conf.py`](docs/source/conf.py) to\n not have the `-dev` suffix\n2. Packages the code in both a tar archive and a wheel using\n [`uv build`](https://docs.astral.sh/uv/guides/publish/#building-your-package)\n3. Uploads to PyPI using\n [`uv publish`](https://docs.astral.sh/uv/guides/publish/#publishing-your-package).\n4. Push to GitHub. You'll need to make a release going with the commit where the\n version was bumped.\n5. Bump the version to the next patch. If you made big changes and want to bump\n the version by minor, you can use `tox -e bumpversion -- minor` after.\n\n#### Releasing on GitHub\n\n1. Navigate to https://github.com/cthoyt/ssslm/releases/new to draft a new\n release\n2. Click the \"Choose a Tag\" dropdown and select the tag corresponding to the\n release you just made\n3. Click the \"Generate Release Notes\" button to get a quick outline of recent\n changes. Modify the title and description as you see fit\n4. Click the big green \"Publish Release\" button\n\nThis will trigger Zenodo to assign a DOI to your release as well.\n\n</details>\n",
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