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pmotools

A collection of tools to interact with the portable microhaplotype object (PMO) file format.

Documentation on the format and pmotools-python, including detailed tutorials can be found here.

The manual for pmotools-python can be found here.

Installation

Requires Python 3.11+.

pip install pmotools

This installs the pmotools-python command-line tool and the pmotools Python library.

Usage

pmotools-python can be used from the command line or imported as a Python library.

Command line

After installation, the pmotools-python command is available:

pmotools-python --help
pmotools-python validate_pmo --help

Examples:

pmotools-python validate_pmo --pmo my_data.pmo.json
pmotools-python combine_pmos --pmo_files run1.pmo.json run2.pmo.json --output combined.pmo.json

Commands are grouped by task:

Group Purpose
convertors_to_json Convert tables and metadata into PMO inputs
extractors_from_pmo Subset PMOs by metadata, samples, targets, or read counts
pmo_to_table Export PMO contents to spreadsheets or other formats
extract_basic_info_from_pmo Inspect metadata and counts
working_with_multiple_pmos Combine PMOs
validation Validate PMO files against the JSON schema

See the command-line manual for full documentation of each command.

Python library

Import pmotools in your own code to read, validate, write, and build PMO files:

from pmotools.pmo_engine.pmo_reader import PMOReader
from pmotools.pmo_engine.pmo_checker import PMOChecker

pmo = PMOReader.read_in_pmo("example.pmo.json")

checker = PMOChecker()
checker.validate_pmo_json(pmo)

Core modules:

  • pmotools.pmo_engine — read, write, validate, and export PMOs
  • pmotools.pmo_builder — build PMOs from tables and metadata
  • pmotools.scripts — the same logic used by the CLI

See the API reference for module-level documentation.

Auto completion

To enable bash tab completion for pmotools-python, append the script from etc/bash_completion to your ~/.bash_completion, or generate it with:

pmotools-python --bash-completion >> ~/.bash_completion
source ~/.bash_completion

Developer Setup

To contribute to pmotools, follow these steps:

  1. Clone the repository and switch to the develop branch:
git clone git@github.com:your-org/pmotools.git
cd pmotools
git checkout develop
  1. Create your feature branch:
git checkout -b feature/my-feature
  1. Install and set up UV. This creates .venv/ and installs everything from pyproject.toml:
pip install -U uv
uv sync --dev
  1. Install pre-commit hooks (for formatting & linting):
uv run pre-commit install
  1. Run pre-commit manually on all files (first time):
uv run pre-commit run --all-files
  1. Develop your code. Pre-commit will automatically run on staged files before each commit, checking:
  • Formatting (Ruff)
  • Linting (Ruff)
  • Trailing whitespace, YAML syntax, large files
  1. Run tests:
uv run pytest
  1. Commit and push your changes:
git add .
git commit -m "Your message"
git push origin feature/my-feature

Documentation updating

Documentation for pmotools is automatically generated from docstring under man/. This is automatically built and deployed through GitHub actions on merging to main.

You should check documentation before deployment. To update the documentation locally make sure you have pmotools-python installed.

Next, from your development environment, install sphinx and its dependencies using the following command:

pip install -r man/requirements.txt

Build the documentation using the following commands

cd man
make update_autodocs
make html

You can open the html to review changes.

Releasing pmotools-python

To release pmotools-python you need to update version in pyproject.toml, adhering to semantic versioning conventions.

Note: It is not always the case, but sometimes a release of pmotools-python will coincide with a new schema version. See the section below for notes on updating the schema version.

Once you have merged these updates into the main branch, create a new release with notes. GitHub actions will automatically deploy to PyPi.

Updating the schema version

You can release pmotools-python without updating the schema version. However, for the schema to be updated and become the default within pmotools-python, you must update the schema and then do a release of pmotools-python by following the instructions above.

Update __schema_version__ in src/pmotools/__init__.py to the new version of the schema. Do not include the v here (e.g. 1.0.0 not v1.0.0).

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Toolkit for working with Portable Microhaplotype Objects (PMOs)

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