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Features

GenVarLoader provides a fast, memory efficient data structure for training sequence models on genetic variation. For example, this can be used to train a DNA language model on human genetic variation (e.g. Dalla-Torre et al.) or train sequence to function models with genetic variation (e.g. Celaj et al., Drusinsky et al., He et al., and Rastogi et al.).

  • Avoid writing any sequences to disk (can save >2,000x storage vs. writing personalized genomes with bcftools consensus)
  • Generate haplotypes up to 1,000 times faster than reading a FASTA file
  • Generate tracks up to 450 times faster than reading a BigWig
  • Supports indels and re-aligns tracks to haplotypes that have them
  • Extensible to new file formats: drop a feature request! Currently supports VCF, PGEN, BigWig, and genoray's sparse .svar/.svar2 variant stores

Documentation is available here. See our preprint for benchmarking and implementation details.

Installation

pip install genvarloader

A PyTorch dependency is not included since it may require special instructions. GenVarLoader parallelizes its data-loading hot paths in Rust (rayon) out of the box, with no extra dependencies required; you can tune the worker count with the GVL_NUM_THREADS environment variable (see the FAQ).

Contributing

  1. Clone the repo.
  2. Assuming you have Pixi, install pre-commit hooks pixi run -e dev pre-commit. If you forget to do this, your PR will likely fail to pass CI checks.
  3. Activate and use the appropriate Pixi environment for your needs. A decent catch-all is dev but you might need a different environment if using a GPU.
  4. If you are developing with osx-arm64 you will need to install plink2 manually from here in order to run the tests (needs plink2 to convert VCF -> PGEN).

All the tests are designed to use pytest (sans Rust extension code) and live under tests/. These tests ensure the code works as intended so they must all pass before any features are merged into main and subsequently released. These tests will automatically run on every PR and failing tests will block PRs from being merged.

If your PR has merge conflicts, this is usually because the main branch received updates while you've been working on it. In this case, please rebase your branch via git rebase main to resolve merge conflicts, rather than using a merge commit via git merge main.

[!NOTE] Do not edit the version number in pyproject.toml. This is handled automatically by GitHub Actions.

Project links

Data verified by PyPI on Aug 3, 2026
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Key dates

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  • Released:
Newer release available (0.42.1)

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Avatar for dlaub from gravatar.com dlaub

Credits

Author: David Laub

GitHub Statistics

Data verified by PyPI on Aug 3, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

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Python <3.14, >=3.10

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0.42.1

31 files

This release

0.42.0 This release

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0.41.0

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0.40.2

31 files

0.40.1

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0.38.0

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0.24.1

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0.24.0

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0.23.1

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0.22.3

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0.22.2

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0.22.1

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0.21.4

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0.21.1

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0.21.0

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0.19.1

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0.14.4

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0.10.8

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0.9.0

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0.8.1

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0.7.3

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0.2.5

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0.1.18

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