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/.svar2variant 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
- Clone the repo.
- 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. - Activate and use the appropriate Pixi environment for your needs. A decent catch-all is
devbut you might need a different environment if using a GPU. - 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.
1 maintainer
Metadata
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Release files for genvarloader 0.43.0
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Source distribution (sdist)
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| Tags | CPython 3.10 Linux musl 1.2+ x86-64 abi3 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Yes |
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Release files / genvarloader-0.43.0-cp310-abi3-musllinux_1_2_i686.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-32 abi3 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-musllinux_1_2_armv7l.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-musllinux_1_2_armv7l.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.10 Linux musl 1.2+ ARMv7l abi3 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-musllinux_1_2_aarch64.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.10 Linux musl 1.2+ ARM64 abi3 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ IBM System/390x abi3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ PowerPC 64-le abi3 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-32 abi3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARMv7l abi3 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 abi3 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-macosx_11_0_arm64.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.10 abi3 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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Release files / genvarloader-0.43.0-cp310-abi3-macosx_10_12_x86_64.whl
| Download URL | genvarloader-0.43.0-cp310-abi3-macosx_10_12_x86_64.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.10 abi3 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
uv/0.12.15 {"installer":{"name":"uv","version":"0.12.15","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}
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