Description:

iga 1.3.0

IGA
IGA is the InvenioRDM GitHub Archiver, a standalone program as well as a GitHub Actions workflow that lets you automatically archive GitHub software releases in an InvenioRDM repository.

Table of contents

Introduction
Installation

IGA as a standalone program
IGA as a GitHub Actions workflow


Quick start
Usage

Identifying the InvenioRDM server
Providing an InvenioRDM access token
Providing a GitHub access token
Specifying a GitHub release
Gathering metadata for an InvenioRDM record
Specifying GitHub file assets
Handling communities
Indicating draft versus published records
Versioning records
Other options recognized by IGA
Summary of command-line options
Return values
Adding a DOI badge to your GitHub repository


Known issues and limitations
Getting help
Contributing
License
Acknowledgments

Introduction
InvenioRDM is the basis for many institutional repositories such as CaltechDATA that enable users to preserve software and data sets in long-term archive. Though such repositories are critical resources, creating detailed records and uploading assets can be a tedious and error-prone process if done manually. This is where the InvenioRDM GitHub Archiver (IGA) comes in.
IGA creates metadata records and sends releases from GitHub to an InvenioRDM-based repository server. IGA can be invoked from the command line; it also can be set up as a GitHub Actions workflow to archive GitHub releases automatically for a repository each time they are made.


➜


IGA offers many notable features:

Automatic metadata extraction from GitHub plus codemeta.json and CITATION.cff files
Thorough coverage of InvenioRDM record metadata using painstaking procedures
Recognition of identifiers in CodeMeta & CFF files: ORCID, DOI, PMCID, and more
Automatic lookup of publication data in DOI.org, PubMed, Google, and other sources
Automatic lookup of organization names in ROR (assuming ROR id's are provided)
Automatic lookup of human names in ORCID.org (assuming ORCID id's are provided)
Automatic splitting of human names into family & given names using ML methods
Support for InvenioRDM communities
Support for overriding the record that IGA creates, for complete control if you need it
Support for using the GitHub API without a GitHub access token in simple cases
Extensive use of logging so you can see what's going on under the hood

Installation
IGA can be installed as either (or both) a command-line program on your computer or a GitHub Action in a GitHub repository.
IGA as a standalone program
Please choose an approach that suits your situation and preferences.
Alternative 1: using pipx
Pipx lets you install Python programs in a way that isolates Python dependencies from other Python programs on your system, and yet the resulting iga command can be run from any shell and directory – like any normal program on your computer. If you use pipx on your system, you can install IGA with the following command:
pipx install iga

After installation, a program named iga should end up in a location where other command-line programs are installed on your computer. Test it by running the following command in a shell:
iga --help


Alternative 2: using pip
IGA is available from the Python package repository PyPI and can be installed using pip:
python3 -m pip install iga

As an alternative to getting it from PyPI, you can install iga directly from GitHub:
python3 -m pip install git+https://github.com/caltechlibrary/iga.git

If you already installed IGA once before, and want to update to the latest version, add --upgrade to the end of either command line above.
After installation, a program named iga should end up in a location where other command-line programs are installed on your computer. Test it by running the following command in a shell:
iga --help


Alternative 3: from sources
If you prefer to install IGA directly from the source code, first obtain a copy by either downloading the source archive from the IGA releases page on GitHub, or by using git to clone the repository to a location on your computer. For example,
git clone https://github.com/caltechlibrary/iga

Next, after getting a copy of the files, run setup.py inside the code directory:
cd iga
python3 setup.py install


Once you have installed iga, the next steps are (1) get an InvenioRDM token and (2) configure iga for running locally.
IGA as a GitHub Actions workflow
A GitHub Actions workflow is an automated process that runs on GitHub's servers under control of a file in your repository. Follow these steps to create the IGA workflow file:


In the main branch of your GitHub repository, create a .github/workflows directory


In the .github/workflows directory, create a file named (e.g.) iga.yml and copy the following contents into it:
# ╭────────────────────────────────────────────╮
# │ Configure this section │
# ╰────────────────────────────────────────────╯

env:
# 👋🏻 Set the next variable to your InvenioRDM server address 👋🏻
INVENIO_SERVER: https://your-invenio-server.org

# Set to an InvenioRDM record ID to mark release as a new version.
parent_record: none

# The variables below are other IGA options. Please see the docs.
community: none
draft: false
all_assets: false
all_metadata: false
debug: false

# ╭────────────────────────────────────────────╮
# │ The rest of this file should be left as-is │
# ╰────────────────────────────────────────────╯

name: InvenioRDM GitHub Archiver
on:
release:
types: [published]
workflow_dispatch:
inputs:
release_tag:
description: The release tag (empty = latest)
parent_record:
description: ID of parent record (for versioning)
community:
description: Name of InvenioRDM community (if any)
draft:
description: Mark the record as a draft
type: boolean
all_assets:
description: Attach all GitHub assets
type: boolean
all_metadata:
description: Include additional GitHub metadata
type: boolean
debug:
description: Print debug info in the GitHub log
type: boolean

run-name: Archive ${{inputs.release_tag || 'latest release'}} in InvenioRDM
jobs:
run_iga:
name: Send to ${{needs.get_repository.outputs.server}}
runs-on: ubuntu-latest
needs: get_repository
steps:
- uses: caltechlibrary/iga@v1
with:
INVENIO_SERVER: ${{env.INVENIO_SERVER}}
INVENIO_TOKEN: ${{secrets.INVENIO_TOKEN}}
all_assets: ${{github.event.inputs.all_assets || env.all_assets}}
all_metadata: ${{github.event.inputs.all_metadata || env.all_metadata}}
debug: ${{github.event.inputs.debug || env.debug}}
draft: ${{github.event.inputs.draft || env.draft}}
community: ${{github.event.inputs.community || env.community}}
parent_record: ${{github.event.inputs.parent_record || env.parent_record}}
release_tag: ${{github.event.inputs.release_tag || 'latest'}}
get_repository:
name: Get repository name
runs-on: ubuntu-latest
outputs:
server: ${{steps.parse.outputs.host}}
steps:
- name: Extract name from INVENIO_SERVER
id: parse
run: echo "host=$(cut -d'/' -f3 <<< ${{env.INVENIO_SERVER}} | cut -d':' -f1)" >> $GITHUB_OUTPUT



Edit the value of the INVENIO_SERVER variable (line 7 above) ↑


Optionally, change the values of other options (parent_record, community, etc.)


Save the file, commit the changes to git, and push your changes to GitHub


Once you have installed the GitHub Action workflow for IGA, the next steps are (1) get an InvenioRDM token and (2) configure the GitHub Action workflow.
Quick start
No matter whether IGA is run locally on your computer or as a GitHub Actions workflow, in both cases it must be provided with a personal access token (PAT) for your InvenioRDM server. Getting one is the first step.
Getting an InvenioRDM token


Log in to your InvenioRDM account
Go to the Applications page in your account profile
Click the New token button next to "Personal access tokens"
On the page that is shown after you click that button, name your token (the name does not matter) and click the Create button
After InvenioRDM creates and shows you the token, copy it to a safe location because InvenioRDM will not show it again

Configuring and running IGA locally
To send a GitHub release to your InvenioRDM server, IGA needs this information:

(Required) The identity of the GitHub release to be archived
(Required) The address of the destination InvenioRDM server
(Required) A personal access token for InvenioRDM (from above)
(Optional) A personal access token for GitHub

The identity of the GitHub release is always given as an argument to IGA on the command line; the remaining values can be provided either via command-line options or environment variables. One approach is to set environment variables in shell scripts or your interactive shell. Here is an example using Bash shell syntax, with fake token values:
export INVENIO_SERVER=https://data.caltech.edu
export INVENIO_TOKEN=qKLoOH0KYf4D98PGYQGnC09hiuqw3Y1SZllYnonRVzGJbWz2
export GITHUB_TOKEN=ghp_wQXp6sy3AsKyyEo4l9esHNxOdo6T34Zsthz

Once these are set, use of IGA can be as simple as providing a URL for a release in GitHub. For example, the following command creates a draft record (the -d option is short for --draft) for another project in GitHub and tells IGA to open (the -o option is short for --open) the newly-created InvenioRDM entry in a web browser:
iga -d -o https://github.com/mhucka/taupe/releases/tag/v1.2.0

More options are described in the section on detailed usage information below.
Configuring and running IGA as a GitHub Actions workflow
After doing the GitHub Actions installation steps and obtaining an InvenioRDM token, one more step is needed: the token must be stored as a "secret" in your GitHub repository.

Go to the Settings page of your GitHub repository
In the left-hand sidebar, find Secrets and variables in the Security section, click on it to reveal Actions underneath, then click on Actions
In the next page, click the green New repository secret button
Name the variable INVENIO_TOKEN and paste in your InvenioRDM token
Finish by clicking the green Add secret button

Testing the workflow
After setting up the workflow and storing the InvenioRDM token in your repository on GitHub, it's a good idea to run the workflow manually to test that it works as expected.

Go to the Actions tab in your repository and click on the name of the workflow in the sidebar on the left
Click the Run workflow button in the right-hand side of the blue strip
In the pull-down, change the value of "Mark the record as a draft" to true
Click the green Run workflow button near the bottom
Refresh the web page and a new line will be shown named after your workflow file
Click the title of the workflow to see the IGA workflow progress and results

Running the workflow when releasing software
Once the personal access token from InvenioRDM is stored as a GitHub secret, the workflow should run automatically every time a new release is made on GitHub – no further action should be needed. You can check the results (and look for errors if something went wrong) by going to the Actions tab in your GitHub repository.
Usage
This section provides detailed information about IGA's operation and options to control it.
Identifying the InvenioRDM server
The server address must be provided either as the value of the option --invenio-server or in an environment variable named INVENIO_SERVER. If the server address does not begin with https://, IGA will prepend it automatically.
Providing an InvenioRDM access token
A personal access token (PAT) for making API calls to the InvenioRDM server must be also supplied when invoking IGA. The preferred method is to set the value of the environment variable INVENIO_TOKEN. Alternatively, you can use the option --invenio-token to pass the token on the command line, but you are strongly advised to avoid this practice because it is insecure.
To obtain a PAT from an InvenioRDM server, first log in to the server, then visit the page at /account/settings/applications and use the interface there to create a token. The token will be a long string of alphanumeric characters such as OH0KYf4PGYQGnCM4b53ejSGicOC4s4YnonRVzGJbWxY; set the value of the variable INVENIO_TOKEN to this string.
Providing a GitHub access token
It may be possible to run IGA without providing a GitHub access token. GitHub allows up to 60 API calls per minute when running without credentials, and though IGA makes several API calls to GitHub each time it runs, for some public repositories IGA will not hit the limit. However, if you are archiving a private repository, run IGA multiple times in a row, or the repository has many contributors, then you will need to supply a GitHub access token. The preferred way of doing that is to set the value of the environment variable GITHUB_TOKEN. Alternatively, you can use the option --github-token to pass the token on the command line, but you are strongly advised to avoid this practice because it is insecure. To obtain a PAT from GitHub, visit https://docs.github.com/en/authentication and follow the instructions for creating a "classic" personal access token.
Note that when you run IGA as a GitHub Actions workflow, you do not need to create or set a GitHub token because it is obtained automatically by the GitHub Actions workflow.
Specifying a GitHub release
A GitHub release can be specified to IGA in one of two mutually-exclusive ways:

The full URL of the web page on GitHub of a tagged release. In this case,
the URL must be the final argument on the command line invocation of IGA
and the options --account and --repo must be omitted.
A combination of account name, repository name, and tag. In this
case, the final argument on the command line must be the tag, and in
addition, values for the options --account and --repo must be provided.

Here's an example using approach #1 (assuming environment variables INVENIO_SERVER, INVENIO_TOKEN, and GITHUB_TOKEN have all been set):
iga https://github.com/mhucka/taupe/releases/tag/v1.2.0

and here's the equivalent using approach #2:
iga --github-account mhucka --github-repo taupe v1.2.0

Note that when using this form of the command, the release tag (v1.2.0 above) must be the last item given on the command line.
Gathering metadata for an InvenioRDM record
The record created in InvenioRDM is constructed using information obtained using GitHub's API as well as several other APIs as needed. The information includes the following:

(if one exists) a codemeta.json file in the GitHub repository
(if one exists) a CITATION.cff file in the GitHub repository
data available from GitHub for the release
data available from GitHub for the repository
data available from GitHub for the account of the owner
data available from GitHub for the accounts of repository contributors
file assets associated with the GitHub release
data available from ORCID.org for ORCID identifiers
data available from ROR.org for Research Organization Registry identifiers
data available from DOI.org, NCBI, Google Books, & others for publications
data available from spdx.org for software licenses

IGA tries to use CodeMeta.json first and CITATION.cff second to fill out the fields of the InvenioRDM record. If neither of those files are present, IGA uses values from the GitHub repository instead. You can make it always use all sources of info with the option --all-metadata. Depending on how complete and up-to-date your CodeMeta.json and CITATION.cff are, this may or may not make the record more comprehensive and may or may not introduce redundancies or unwanted values.
To override the auto-created metadata, use the option --read-metadata followed by the path to a JSON file structured according to the InvenioRDM schema used by the destination server. When --read-metadata is provided, IGA does not extract the data above, but still obtains the file assets from GitHub.
Specifying GitHub file assets
By default, IGA attaches to the InvenioRDM record only the ZIP file asset created by GitHub for the release. To make IGA attach all assets associated with the GitHub release, use the option --all-assets.
To upload specific file assets and override the default selections made by IGA, you can use the option --file followed by a path to a file to be uploaded. You can repeat the option --file to upload multiple file assets. Note that if --file is provided, then IGA does not use any file assets from GitHub; it is the user's responsibility to supply all the files that should be uploaded.
If both --read-metadata and --file are used, then IGA does not actually contact GitHub for any information.
Handling communities
To submit your record to a community, use the --community option together with a community name. The option --list-communities can be used to get a list of communities supported by the InvenioRDM server. Note that submitting a record to a community means that the record will not be finalized and will not be publicly visible when IGA finishes; instead, the record URL that you receive will be for a draft version, pending review by the community moderators.
Indicating draft versus published records
If the --community option is not used, then by default, IGA will finalize and publish the record. To make it stop short and leave the record as a draft instead, use the option --draft. The draft option also takes precedence over the community option: if you use both --draft and --community, IGA will stop after creating the draft record and will not submit it to the community. (You can nevertheless submit the record to a community manually once the draft is created, by visiting the record's web page and using the InvenioRDM interface there.)
Versioning records
The option --parent-record can be used to indicate that the record being constructed is a new version of an existing record. This will make IGA use the InvenioRDM API for record versioning. The newly-created record will be linked to a parent record identified by the value passed to --parent-record. The value must be either an InvenioRDM record identifier (which is a sequence of alphanumeric characters of the form XXXXX-XXXXX, such as bknz4-bch35, generated by the InvenioRDM server), or a URL to the landing page of the record in the InvenioRDM server. (Note that such URLs end in the record identifier.) Here is an example of using this option:
iga --parent-record xbcd4-efgh5 https://github.com/mhucka/taupe/releases/tag/v1.2.0

Other options recognized by IGA
Running IGA with the option --save-metadata will make it create a metadata record, but instead of uploading the record (and any assets) to the InvenioRDM server, IGA will write the result to the given destination. This can be useful not only for debugging but also for creating a starting point for a custom metadata record: first run IGA with --save-metadata to save a record to a file, edit the result, then finally run IGA with the --read-metadata option to use the modified record to create a release in the InvenioRDM server.
The --mode option can be used to change the run mode. Four run modes are available: quiet, normal, verbose, and debug. The default mode is normal, in which IGA prints a few messages while it's working. The mode quiet will make it avoid printing anything unless an error occurs, the mode verbose will make it print a detailed trace of what it is doing, and the mode debug will make IGA even more verbose. In addition, in debug mode, IGA will drop into the pdb debugger if it encounters an exception during execution. On Linux and macOS, debug mode also installs a signal handler on signal USR1 that causes IGA to drop into the pdb debugger if the signal USR1 is received. (Use kill -USR1 NNN, where NNN is the IGA process id.)
By default, informational output is sent to the standard output (normally the terminal console). The option --log-dest can be used to send the output to the given destination instead. The value can be - (i.e., a dash) to indicate console output, or it can be a file path to send the output to the file. A special exception is that even if a log destination is given, IGA will still print the final record URL to stdout. This makes it possible to invoke IGA from scripts that capture the record URL while still saving diagnostic output in case debugging is needed.
By default, IGA prints only the record URL when done. The option --print-doi will make it also print the DOI of the record. (Note that this only works when publishing records; if options --draft or --community are used, then there will be no DOI. In those case, only the URL will be printed.)
Reading and writing large files may take a long time; on the other hand, IGA should not wait forever on network operations before reporting an error if a server or network becomes unresponsive. To balance these conflicting needs, IGA automatically scales its network timeout based on file sizes. To override its adaptive algorithm and set an explicit timeout value, use the option --timeout with a value in seconds.
If given the --version option, this program will print its version and other information, and exit without doing anything else.
Running IGA with the option --help will make it print help text and exit without doing anything else.
Summary of command-line options
As explain above, IGA takes one required argument on the command line: either (1) the full URL of a web page on GitHub of a tagged release, or (2) a release tag name which is to be used in combination with options --github-account and --github-repo. The following table summarizes all the command line options available.



Long form option          
Short  
Meaning
Default





--all-assets
-A
Attach all GitHub assets
Attach only the release source ZIP



--all-metadata
-M
Include additional metadata from GitHub
Favor CodeMeta & CFF



--community C
-c C
Submit record to RDM community C
Don't submit record to any community



--draft
-d
Mark the RDM record as a draft
Publish record when done



--file F
-f F
Upload local file F instead of GitHub assets
Upload only GitHub assets
⚑


--github-account A
-a A
Look in GitHub account A
Get account name from release URL
✯


--github-repo R
-r R
Look in GitHub repository R of account A
Get repo name from release URL
✯


--github-token T
-t T
Use GitHub access token T
Use value in env. var. GITHUB_TOKEN



--help
-h
Print help info and exit




--invenio-server S
-s S
Send record to InvenioRDM server at address S
Use value in env. var. INVENIO_SERVER



--invenio-token K
-k K
Use InvenioRDM access token K
Use value in env. var. INVENIO_TOKEN



--list-communities
-L
List communities available for use with --community




--log-dest L
-l L
Write log output to destination L
Write to terminal
⚐


--mode M
-m M
Run in mode quiet, normal, verbose, or debug
normal



--open
-o
Open record's web page in a browser when done
Do nothing when done



--parent-record N
-p N
Make this a new version of existing record N
New record is unrelated to other records
❖


--print-doi
-i
Print both the DOI & record URL when done
Print only the record URL



--read-metadata R
-R R
Read metadata record from file R; don't build one
Build metadata record



--save-metadata D
-S D
Save metadata record to file D; don't upload it
Upload to InvenioRDM server



--timeout X
-T X
Wait on network operations a max of X seconds
Auto-adjusted based on file size



--version
-V
Print program version info and exit





⚑   Can repeat the option to specify multiple files.
⚐   To write to the console, use the character - as the value of OUT; otherwise, OUT must be the name of a file where the output should be written.
✯   When using --github-account and --github-repo, the last argument on the command line must be a release tag name.
❖   The record identifier must be given either as a sequence of alphanumeric characters of the form XXXXX-XXXXX (e.g., bknz4-bch35), or as a URL to the landing page of an existing record in the InvenioRDM server.
Return values
This program exits with a return status code of 0 if no problem is encountered. Otherwise, it returns a nonzero status code. The following table lists the possible values:



Code
Meaning




0
success – program completed normally


1
interrupted


2
encountered a bad or missing value for an option


3
encountered a problem with a file or directory


4
encountered a problem interacting with GitHub


5
encountered a problem interacting with InvenioRDM


6
the personal access token was rejected


7
an exception or fatal error occurred



Adding a DOI badge to your GitHub repository
Once you have set up the IGA workflow in your GitHub repository, you may wish to add a DOI badge to your repository's README file. It would be a chore to keep updating the DOI value in this badge every time a new release is made, and thankfully, it's not necessary: it's possible to make the badge get the current DOI value dynamically. Here is how:


After you have at least one release archived in your InvenioRDM server, find out the DOI of that release in InvenioRDM, and extract the tail end of that DOI. The DOI assigned by InvenioRDM will be a string such as 10.22002/zsmem-2pg20; the tail end is the zsmem-2pg20 part. (Your DOI and tail portion will be different.)


Let SERVERURL stand for the URL for your InvenioRDM server, and let IDENTIFIER stand for the identifier portion of the DOI. In your README.md file, write the DOI badge as follows (without line breaks):
[](SERVERURL/records/IDENTIFIER/latest)


For example, for CaltechDATA and the archived IGA releases there,

SERVERURL = http://data.caltech.edu
IDENTIFIER = zsmem-2pg20

which leads to the following badge string for IGA's README.md file:
[](https://data.caltech.edu/records/zsmem-2pg20/latest)

The result looks like this:


You can change the look of the badge by using style parameters. Please refer to the Shields.io documentation for static badges.
Known issues and limitations
The following are known issues and limitations.

As of mid-2023, InvenioRDM requires names of record creators and other contributors to be split into given (first) and family (surname). This is problematic for multiple reasons. The first is that mononyms are common in many countries: a person's name may legitimately be only a single word which is not conceptually a "given" or "family" name. To compound the difficulty for IGA, names are stored as single fields in GitHub account metadata, so unless a repository has a codemeta.json or CITATION.cff file (which allow authors more control over how they want their names represented), IGA is forced to try to split the single GitHub name string into two parts. A foolproof algorithm for doing this does not exist, so IGA will sometimes get it wrong. (That said, IGA goes to extraordinary lengths to try to do a good job.)
InvenioRDM requires that identities (creators, contributors, etc.) to be labeled as personal or organizational. The nature of identities is usually made clear in codemeta.json and CITATION.cff files. GitHub also provides a flag that is meant to be used to label organizational accounts, but sometimes people don't set the GitHub account information correctly. Consequently, if IGA has to use GitHub data to get (e.g.) the list of contributors on a project, it may mislabel identities in the InvenioRDM record it produces.
Some accounts on GitHub are software automation or "bot" accounts, but are not labeled as such. These accounts are generally indistinguishable from human accounts on GitHub, so if they're not labeled as bot or organizational accounts in GitHub, IGA can't recognize that they're humans. If such an account is the creator of a release in GitHub, and IGA tries to use its name-splitting algorithm on the name of the account, it may produce a nonsensical result. For example, it might turn "Travis CI" into an entry with a first name of "Travis" and last name of "CI".
Funder and funding information can only be specified in codemeta.json files; neither GitHub nor CITATION.cff have provisions to store this kind of metadata. The CodeMeta specification defines two fields for this purpose: funder and funding. Unfortunately, these map imperfectly to the requirements of InvenioRDM's metadata format. In addition, people don't always follow the CodeMeta guidelines, and sometimes they write funding information as text strings (instead of structured objects), the interpretation of which would require software that can recognize grant and funding agency information from free-text descriptions. This combination of factors means IGA often can't fill in the funding metadata in InvenioRDM records even if there is some funding information in the codemeta.json file.

Getting help
If you find an issue, please submit it in the GitHub issue tracker for this repository.
Contributing
Your help and participation in enhancing IGA is welcome! Please visit the guidelines for contributing for some tips on getting started.
License
Software produced by the Caltech Library is Copyright © 2022–2024 California Institute of Technology. This software is freely distributed under a BSD-style license. Please see the LICENSE file for more information.
Acknowledgments
This work was funded by the California Institute of Technology Library.
IGA uses multiple other open-source packages, without which it would have taken much longer to write the software. I want to acknowledge this debt. In alphabetical order, the packages are:

Aenum – package for advanced enumerations
Arrow – a library for creating & manipulating dates
Boltons – package of miscellaneous Python utilities
caltechdata_api – package for using the CaltechDATA API
CommonPy – a collection of commonly-useful Python functions
dirtyjson – JSON decoder that copes with problematic JSON files and reports useful error messages
flake8 – Python code linter and style analyzer
Ginza – Japanese NLP Library
httpx – HTTP client library that supports HTTP/2
humanize – make numbers more easily readable by humans
idutils – package for validating and normalizing various kinds of persistent identifiers
ipdb – the IPython debugger
iptools – utilities for dealing with IP addresses
isbnlib – utilities for dealing with ISBNs
Jamo – Hangul character analysis
json5 – extended JSON format parser
latexcodec – lexer and codec to work with LaTeX code in Python
Lingua – language detection library
linkify-it-py – a link recognition library with full unicode support
lxml – an XML parsing library
Markdown – Python package for working with Markdown
markdown-checklist – GitHub-style checklist extension for Python Markdown package
mdx-breakless-lists – GitHub-style Markdown lists that don't require a line break above them
mdx_linkify – extension for Python Markdown will convert text that look like links to HTML anchors
MyST-parser – A Sphinx and Docutils extension to parse an extended version of Markdown
nameparser – package for parsing human names into their individual components
probablepeople – package for parsing names into components using ML-based techniques
pybtex – BibTeX parser and formatter
pybtex-apa7-style – plugin for pybtex that provides APA7 style formatting
pymdown-extensions – extensions for Python Markdown
pytest – testing framework
pytest-cov – coverage reports for use with pytest
pytest-mock – wrapper around the mock package for use with pytest
PyYAML – YAML parser
Rich – library for writing styled text to the terminal
rich-click – CLI interface built on top of Rich
setuptools – library for setup.py
Sidetrack – simple debug logging/tracing package
spaCy – Natural Language Processing package
spacy-alignments – alternate alignments for spaCy
spacy-legacy – spaCy legacy functions and architectures for backwards compatibility
spacy-loggers – loggers for spaCy
spacy-pkuseg – Chinese word segmentation toolkit for spaCy
spacy-transformers – pretrained Transformers for spaCy
Sphinx – documentation generator for Python
sphinx-autobuild – rebuild Sphinx docs automatically
sphinx-material – a responsive Material Design theme for Sphinx
sphinxcontrib-mermaid – support Mermaid diagrams in Sphinx docs
StringDist – library for calculating string distances
Twine – utilities for publishing Python packages on PyPI
url-normalize – URI/URL normalization utilities
validators – data validation package for Python
wheel – setuptools extension for building wheels

License

For personal and professional use. You cannot resell or redistribute these repositories in their original state.

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