Skip to main content

sprocket_bio

CI: Status PyPI: Version Chat: Slack PyPI: Downloads

A Python library for parsing and analyzing Workflow Description Language (WDL), powered by Sprocket.

Request Feature · Report Bug · ⭐ Consider starring the repo! ⭐

Installation

Sprocket's Python bindings are available on PyPI as sprocket-bio. It requires Python 3.10 or greater, and can be installed using Pip:

pip install sprocket-bio

Sprocket publishes precompiled wheels for many common platforms and Python versions. If you install sprocket-bio on a platform that does not have a precompiled wheel, you will need the latest stable release of the Rust compiler in order to build from source.

Release 0.31.0 ships wheels for CPython 3.10 through 3.15 (including the free-threaded builds) and PyPy 3.11, covering macOS on x86-64 and Apple silicon, manylinux and musllinux on x86-64 and aarch64, and Windows on x86-64 and ARM64.

🐍 Minimum Supported Python Version

The minimum supported Python version is currently 3.10.

sprocket_bio supports the oldest Python version still receiving security updates. It will drop support for Python versions as they reach end-of-life. For more information, please see Python's Version Status page.

Usage

The package exposes three modules: sprocket_bio.grammar for parsing WDL, sprocket_bio.ast for working with the resulting syntax tree, and sprocket_bio.diagnostics for rendering diagnostics the way the command line tool does. The package is typed, so it ships type stubs for editors and mypy.

For example, parsing a document and printing any diagnostics:

from sprocket_bio.diagnostics import Mode, emit_diagnostics
from sprocket_bio.grammar import SupportedVersion
from sprocket_bio.grammar.grammar import document
from sprocket_bio.grammar.version import V1

with open("example.wdl", "rt", encoding="utf-8") as f:
    source = f.read()

events, diagnostics = document(source, fallback_version=SupportedVersion.V1(V1.ZERO))

if diagnostics:
    emit_diagnostics("example.wdl", source, diagnostics, report_mode=Mode.FULL, colorize=True)

Complete, runnable examples — emitting diagnostics, walking the parser event stream, and building a syntax highlighter — live in python/sprocket_bio/examples in the Sprocket repository.

Documentation

You can find the Python binding's API docs and several examples online at https://sprocket-bio.readthedocs.io/.

🖥️ Development

sprocket_bio requires Python 3.10 or greater, which you can install from python.org or from your favorite package manager. Once you have Python installed, you can set up your development environment with the following commands:

# Create the Python virtual environment, installing the latest version of pip and setuptools.
python -m venv --upgrade-deps .venv

# Activate the virtual environment.
source .venv/bin/activate

# Install the build system, Maturin.
pip install maturin

# Compile and install `sprocket_bio` in the virtual environment.
maturin develop

# Run unit tests.
pytest

# Check types and type stubs.
mypy python/
python -m mypy.stubtest sprocket_bio

# Format code and sort import statements.
black python/
isort python/

The Python package is located at python/sprocket_bio (in this folder), and the Python extension that it bundles is compiled from crates/sprocket-py using the Maturin build system. Dependencies and additional metadata are specified in pyproject.toml and crates/sprocket-py/Cargo.toml. Unit tests are defined in python/tests using the pytest framework. Type and stub checking is performed by mypy. Code formatting is performed by black, and import statement sorting is done by isort.

Code Coverage

To generate code coverage reports, first install the llvm-tools Rustup component and install cargo-llvm-cov. For example:

rustup component add llvm-tools
cargo install cargo-llvm-cov --version 0.8 --locked

Then, run the following commands with the virtual environment activated:

# Configure Rust to build with code coverage.
source <(cargo llvm-cov show-env --sh)

# Remove unwanted artifacts that may affect coverage results.
cargo llvm-cov clean --workspace

# Compile and install `sprocket_bio`.
maturin develop --group=cov

# Run tests and display Python code coverage.
pytest --cov=python/sprocket_bio

# Display Rust code coverage.
cargo llvm-cov report -p sprocket-py -p wdl-diagnostics -p wdl-grammar -p wdl-ast

Code coverage of Python code is generated using pytest-cov, which is installed as part of the cov dependency group. The Python report is printed when you run pytest with the --cov option. The Rust coverage data is generated when you run pytest as well, but the report must be printed after the fact using cargo-llvm-cov.

API Documentation

In order to build the API docs, you must have Python 3.12 or greater installed. You can then install the necessary dependencies and generate the website with the following commands:

# Install dependencies necessary to build API docs.
maturin develop --group docs

# Build website.
sphinx-build --fail-on-warning python/docs python/docs/_build

The API docs are built using Sphinx with the Read the Docs theme. The source is in python/docs, and the output is in python/docs/_build. The API docs are hosted online at https://sprocket-bio.readthedocs.io/.

This project is licensed as either Apache 2.0 or MIT at your discretion. Additionally, please see the disclaimer that applies to all crates and command line tools made available by St. Jude Rust Labs.

Copyright © 2026-Present St. Jude Children's Research Hospital.

Metadata

Release files for sprocket-bio 0.32.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for sprocket-bio 0.32.0
File Size Uploaded
sprocket_bio-0.32.0.tar.gz 1.2 MB Details

Built distributions (wheels)

Table of built distributions (wheels) for sprocket-bio 0.32.0
File
sprocket_bio-0.32.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details
sprocket_bio-0.32.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARM64 Details
sprocket_bio-0.32.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details
sprocket_bio-0.32.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARM64 Details
sprocket_bio-0.32.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64 Details
sprocket_bio-0.32.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.17+ x86-64 Details
sprocket_bio-0.32.0-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
sprocket_bio-0.32.0-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
sprocket_bio-0.32.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Details
sprocket_bio-0.32.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details
sprocket_bio-0.32.0-cp314-cp314-win_arm64.whl CPython 3.14 CPython 3.14 Windows ARM64 Details
sprocket_bio-0.32.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
sprocket_bio-0.32.0-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
sprocket_bio-0.32.0-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
sprocket_bio-0.32.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
sprocket_bio-0.32.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
sprocket_bio-0.32.0-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
sprocket_bio-0.32.0-cp314-cp314-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
sprocket_bio-0.32.0-cp313-cp313-win_arm64.whl CPython 3.13 CPython 3.13 Windows ARM64 Details
sprocket_bio-0.32.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
sprocket_bio-0.32.0-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
sprocket_bio-0.32.0-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
sprocket_bio-0.32.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
sprocket_bio-0.32.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
sprocket_bio-0.32.0-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
sprocket_bio-0.32.0-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
sprocket_bio-0.32.0-cp312-cp312-win_arm64.whl CPython 3.12 CPython 3.12 Windows ARM64 Details
sprocket_bio-0.32.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
sprocket_bio-0.32.0-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
sprocket_bio-0.32.0-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
sprocket_bio-0.32.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
sprocket_bio-0.32.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
sprocket_bio-0.32.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
sprocket_bio-0.32.0-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
sprocket_bio-0.32.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
sprocket_bio-0.32.0-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
sprocket_bio-0.32.0-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
sprocket_bio-0.32.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
sprocket_bio-0.32.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
sprocket_bio-0.32.0-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
sprocket_bio-0.32.0-cp311-cp311-macosx_10_12_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
sprocket_bio-0.32.0-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
sprocket_bio-0.32.0-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
sprocket_bio-0.32.0-cp310-cp310-musllinux_1_2_aarch64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
sprocket_bio-0.32.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
sprocket_bio-0.32.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
sprocket_bio-0.32.0-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
sprocket_bio-0.32.0-cp310-cp310-macosx_10_12_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.12+ x86-64 Details

Total release size: 61.6 MB

Release files / sprocket_bio-0.32.0.tar.gz

Download URL sprocket_bio-0.32.0.tar.gz
Size 1.2 MB
Tags Source
SHA-256 checksum
How to use checksums
f4fc24f14c724e1a90b2bb4aa12aa126c4cb13a5beb32220a907f4296b919cda
BLAKE2b-256 checksum
How to use checksums
81416ff8726c1e6441b722cbb3a370b94b7583a58a4eaffec1b310703f4cafbb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl

Download URL sprocket_bio-0.32.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl
Size 1.6 MB
Tags Linux musl 1.2+ x86-64 PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum
How to use checksums
5523428d8e855a77d45c9659bcad6cc5317be38917a077e387ba3477e2564972
BLAKE2b-256 checksum
How to use checksums
1056b38d3ddf36d036d5fc6dd91eec3b408988b9253489a7b59f140d8dabca6c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl

Download URL sprocket_bio-0.32.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl
Size 1.6 MB
Tags Linux musl 1.2+ ARM64 PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum
How to use checksums
ae232fb2ba2af8cf0ad3f6fdbcecec9dbaf91ab5be45722611aad9e6abcfcd42
BLAKE2b-256 checksum
How to use checksums
4ab74121e2e22dda430498b3d503ba202ca95f1f9fd5d790f43c89761db60ea0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL sprocket_bio-0.32.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.3 MB
Tags Linux glibc 2.17+ x86-64 PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum
How to use checksums
d0179a9e103ed42d63182839ae096747bbbd28e66119b163a3a49c1db7513893
BLAKE2b-256 checksum
How to use checksums
5bcb3698c8bc4276931de98037165745b48e2f69255fcbd74b230c2c233e237d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL sprocket_bio-0.32.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 1.4 MB
Tags Linux glibc 2.17+ ARM64 PyPy 3.11 PyPy 3.11 7.3
SHA-256 checksum
How to use checksums
01c778736c7029fa20bd38e27441821fed7b744b4a56a77d82f6625c782ab15d
BLAKE2b-256 checksum
How to use checksums
82e076be6313e938a4164e51820bfb8ca5ffcaa44792041e33adbbfa221e9956
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL sprocket_bio-0.32.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.2 MB
Tags CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
79827bef9ea99cba0d267cfeb36efe2767257ffae6f2b8eecd1f30c4c12fa11d
BLAKE2b-256 checksum
How to use checksums
39e5e8a33b0280bfc7911b650ad46280a9eb34c3adba659111a000267f5133ce
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL sprocket_bio-0.32.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.2 MB
Tags CPython 3.15 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
dcaee6469f8f8c1e820d5059fd94cd8c777a7827e1e69b9b552f9d37b6f8004b
BLAKE2b-256 checksum
How to use checksums
a8b34b70daac16b86117d1dc3ce5281b700fb77805019ade8d44faa18dfd88dc
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314t-musllinux_1_2_x86_64.whl
Size 1.5 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
bac14ed45bde0c152bda4567532579d691f476bb1df4a3ce7a6d8430dce79134
BLAKE2b-256 checksum
How to use checksums
fdecca0a0d1761c78e35ca9dc87383bc57ed0d8e863a7477eebc412d22843b78
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314t-musllinux_1_2_aarch64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314t-musllinux_1_2_aarch64.whl
Size 1.5 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
5a9efb5e305355c997f7fa3792c3b209cfd2a38e847501e869921bdf4ac5d034
BLAKE2b-256 checksum
How to use checksums
e638bf77a5d908ad5a81cca0af305fe150897102eacb543fc867c6ae6f9e8a57
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.2 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
66d2ac1d7cff05a287e76a98e9f22f51ba85f494177b9664ad215eda4520b98f
BLAKE2b-256 checksum
How to use checksums
4ddbda40b9b5f8685bc0ba4b1f68c028a2623960c975e12611f130fe25212f60
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 1.3 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
81bd880b6ba22445a4ca7cd4032f0b444a0091ecf914ab90865f2909f879129f
BLAKE2b-256 checksum
How to use checksums
e285263af93f6d28abb2a9e1b04f464b5c1fd3b6f60d45a785bf5811ef497229
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314-win_arm64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314-win_arm64.whl
Size 844.3 kB
Tags CPython 3.14 Windows ARM64
SHA-256 checksum
How to use checksums
5d6bc7c1fa274396d467a2e36de1ca11783be0069d9a3c4254bc5d3be348b9f2
BLAKE2b-256 checksum
How to use checksums
f053e25ce28ca8bc208f9a7008ae245a5d6256c579b8fbdb34cd6550bb9a8526
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314-win_amd64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314-win_amd64.whl
Size 915.0 kB
Tags CPython 3.14 Windows x86-64
SHA-256 checksum
How to use checksums
8e2d7453182f08b00d96e21628a2f298cd2883e0985e0a1ba47aa8b607fe3088
BLAKE2b-256 checksum
How to use checksums
efb3249a84135e1bf140d1d3144d1db14b1b0adfbe518fd01ab9caf531f3e37d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314-musllinux_1_2_x86_64.whl
Size 1.5 MB
Tags CPython 3.14 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
eb341a932b450dd72c922bf453bc767d2f9ad8e9e2a10c8aa2f4cf7fbcc4bcc9
BLAKE2b-256 checksum
How to use checksums
6ddc02dbafe64ebc75619f6fe9cb10363f7cf738c29b1531b4301c5af9b67156
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314-musllinux_1_2_aarch64.whl
Size 1.5 MB
Tags CPython 3.14 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
0c96e713a588ae331538f751df2af3de5d7220561feb88a8f438a2e445a8ad92
BLAKE2b-256 checksum
How to use checksums
abab5d44deb622090d78af54e1052a06c469c5bd4289645a9b7c96cd4080019f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.2 MB
Tags CPython 3.14 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
d46c586ee4dd6c9b2462096afd1219f0960f2a578ad4472f355f8663bca684c0
BLAKE2b-256 checksum
How to use checksums
1d66168319742455cdaa997ccbbe3c26de457f68fcdb49cb42f2054fcc616898
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 1.3 MB
Tags CPython 3.14 Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
337148244e4baaadc1cce666b5e98ae4e31e22b05c2061ad40af0dcbcf84f82c
BLAKE2b-256 checksum
How to use checksums
fb6788a5f8fe28f23e4acdf425d5e3ae980274b056fe87da9b2aa96b0c6229a3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314-macosx_11_0_arm64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314-macosx_11_0_arm64.whl
Size 1.2 MB
Tags CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
57cd7a09bb9d099dd0d1a9e4fabe590491662f6b320ebbbc13079674ab851d8b
BLAKE2b-256 checksum
How to use checksums
a8b5b2f9d3fd78008cc8e58206ddca22fd65522ab0078d583f704b1424f54c6d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp314-cp314-macosx_10_12_x86_64.whl

Download URL sprocket_bio-0.32.0-cp314-cp314-macosx_10_12_x86_64.whl
Size 1.2 MB
Tags CPython 3.14 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
83bb65a2f906bf3e2d83a6c4c0ddb019df0a32934d0af5d2a56c84edf40a8a6c
BLAKE2b-256 checksum
How to use checksums
c6576a3703276f6f123159c427b9213ef022c55790e70ac5b5b62345a04661a8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp313-cp313-win_arm64.whl

Download URL sprocket_bio-0.32.0-cp313-cp313-win_arm64.whl
Size 844.4 kB
Tags CPython 3.13 Windows ARM64
SHA-256 checksum
How to use checksums
832bf941405bbb3aa8e776da10b5675d6da2e25770e6e7b5a30551304c8d0367
BLAKE2b-256 checksum
How to use checksums
9d132920c42c6635cb454101bcc11365bc3a65f014aff737bb95e90958e0844d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp313-cp313-win_amd64.whl

Download URL sprocket_bio-0.32.0-cp313-cp313-win_amd64.whl
Size 915.4 kB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
15675f479aafce7ab0d111a501d27e3afe49f412cc9c43363d8afe114f44b371
BLAKE2b-256 checksum
How to use checksums
c6abdd3bd482ad9f89cb3097c4cdf392baad346c72169a3f2e1087ae13415aa1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL sprocket_bio-0.32.0-cp313-cp313-musllinux_1_2_x86_64.whl
Size 1.5 MB
Tags CPython 3.13 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
061b2dd92e126c1278bd39a3f65138d6975c6c2087cf0607b2618c0fa818f16f
BLAKE2b-256 checksum
How to use checksums
dc57ff47e3008bf686049a98569f3c1d3cc224e3f87eb0eaf10847b337a93bf4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp313-cp313-musllinux_1_2_aarch64.whl

Download URL sprocket_bio-0.32.0-cp313-cp313-musllinux_1_2_aarch64.whl
Size 1.5 MB
Tags CPython 3.13 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
c70b85f55480c322a3eb0648687dd62aa80981cd01e0aa667165d6b1f12c6c24
BLAKE2b-256 checksum
How to use checksums
f8dea8a81c44c99dbd2958423ca98bfadbb798a681a6fb75d70bc494bb66fd13
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL sprocket_bio-0.32.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.2 MB
Tags CPython 3.13 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
2e892b7091fba160df9dc9dfdd86a7e02d84ba46114632ed71fd2b40e43e02de
BLAKE2b-256 checksum
How to use checksums
7d02b2d9ac38715462b2c72e2f4ac107e7b297582e1fa6c874224decd201dde3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL sprocket_bio-0.32.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 1.3 MB
Tags CPython 3.13 Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
d1925b95439d127a3f02068f5066cf9021a6312144a75e9580b1713ca7e60009
BLAKE2b-256 checksum
How to use checksums
43b56354218b9846da9ef787f7946f64d870196dcc929a0e4a6ee6d0003a6beb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL sprocket_bio-0.32.0-cp313-cp313-macosx_11_0_arm64.whl
Size 1.2 MB
Tags CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
8933b09e0a7797025d55aff18af1a96b9e2fad5676a90228eacbc1827c5b25ca
BLAKE2b-256 checksum
How to use checksums
d88d0d55de15971cef62ed955dce10fd6062982906d167b4a76e7d76c5b3b94f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp313-cp313-macosx_10_12_x86_64.whl

Download URL sprocket_bio-0.32.0-cp313-cp313-macosx_10_12_x86_64.whl
Size 1.2 MB
Tags CPython 3.13 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
8134d0c0f1d4d9b3c2a9984eaabe2ec9cfde5c5972dd59c063432e7c72d575cd
BLAKE2b-256 checksum
How to use checksums
4a74414dfde8c8ddefde24eebd29bba63035c20be8d9e1fa79c5d85cfdd75529
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp312-cp312-win_arm64.whl

Download URL sprocket_bio-0.32.0-cp312-cp312-win_arm64.whl
Size 844.8 kB
Tags CPython 3.12 Windows ARM64
SHA-256 checksum
How to use checksums
eed1fb4351154c4f9ceb7796ecc734f22193c1d31a9ec8d05e0c13815016d0c3
BLAKE2b-256 checksum
How to use checksums
e7daffd46d2a22f833df700c1a5a2e4808ee4a2fe71e411b3b2f0fcc72ef1cb8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp312-cp312-win_amd64.whl

Download URL sprocket_bio-0.32.0-cp312-cp312-win_amd64.whl
Size 915.1 kB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
bd9604204f28b028286c4b14a31bf4ee6b5e08a640dd4c174445b5915811e859
BLAKE2b-256 checksum
How to use checksums
7a246372a18c3986af32a99a8e2714bddc351aac4d9af029f51ed17b6f82199b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL sprocket_bio-0.32.0-cp312-cp312-musllinux_1_2_x86_64.whl
Size 1.5 MB
Tags CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
2391fba81848f416e3a3fff871cc488d94b7b1a5bc24678ef3ad5df7425f52a8
BLAKE2b-256 checksum
How to use checksums
21c897e4f94f21defbacdca197424f07dde21e81a6a700138422e9c8981e987c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp312-cp312-musllinux_1_2_aarch64.whl

Download URL sprocket_bio-0.32.0-cp312-cp312-musllinux_1_2_aarch64.whl
Size 1.5 MB
Tags CPython 3.12 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
8eadbc92af959791c1d8f10c1a888825cf428c795c02b843098246d76c800402
BLAKE2b-256 checksum
How to use checksums
e91670dab9732e0940e83250cf2f999f6e12223f3b6be522ff3cde91f22b9a86
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL sprocket_bio-0.32.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.2 MB
Tags CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
96e09d316731f56c5d8116fa96b989bfb59c72eef51da5d45552d358a05dfc6b
BLAKE2b-256 checksum
How to use checksums
9c18a6fa36ba08b35f034f5961512224ed82ee199eb9549dcf73a37cdeda8136
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL sprocket_bio-0.32.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 1.3 MB
Tags CPython 3.12 Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
f8c5bfde9b86b2cea7cab69fdfe384e869b38c2a00d69274630b9d7523ee777e
BLAKE2b-256 checksum
How to use checksums
2c3db4bf91c56241f1e9eb7a840f992aa8c6a95015a16e464a64755bb9c3e18b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL sprocket_bio-0.32.0-cp312-cp312-macosx_11_0_arm64.whl
Size 1.2 MB
Tags CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
f2e5fc4925e3b1ec98eb15db41daa1e9fd25a005b836b493863b838326370e2c
BLAKE2b-256 checksum
How to use checksums
8382c0d94a354353b55d6e305eaba596bede2ec7de16b843aab74ab9c9b75bf4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp312-cp312-macosx_10_12_x86_64.whl

Download URL sprocket_bio-0.32.0-cp312-cp312-macosx_10_12_x86_64.whl
Size 1.2 MB
Tags CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
e687eba231367b3b703966f733a0af1fef91b40c9b01c65d4104827e9bb4ec4e
BLAKE2b-256 checksum
How to use checksums
c9c9584726eae170ede8fa8744f5374b633fe3576a9eb89aa71224de7e6576ac
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp311-cp311-win_amd64.whl

Download URL sprocket_bio-0.32.0-cp311-cp311-win_amd64.whl
Size 919.1 kB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
4b39711eab5d487499617be57ca5e344def65135f4c4c695846437e83f847492
BLAKE2b-256 checksum
How to use checksums
e85d7cd89dca34d37420b3e77f9c3246fbf1b70b03863902ad30a1e87051f090
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL sprocket_bio-0.32.0-cp311-cp311-musllinux_1_2_x86_64.whl
Size 1.5 MB
Tags CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
2e5ee0f00981e7e8948db26ac72e94bff644086f462b2211469b8eda48b28ec5
BLAKE2b-256 checksum
How to use checksums
602e07f96d8deb7674bdd57f1aee10b520eac629b97fa2c66eadd5a306d1ca9c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp311-cp311-musllinux_1_2_aarch64.whl

Download URL sprocket_bio-0.32.0-cp311-cp311-musllinux_1_2_aarch64.whl
Size 1.5 MB
Tags CPython 3.11 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
8b2eb1f013e4afc95bbfc3626b0852fd5c668dad31db708b29c271935f816e47
BLAKE2b-256 checksum
How to use checksums
48262e25ac2607e7bfffac2dfffd7eb9669567ee5a74bbd4ae2c18750de66942
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL sprocket_bio-0.32.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.2 MB
Tags CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
23c87aabefdb79db059b9ffd03af3d8f3d76a8df8249f374b55ccfd5b330066f
BLAKE2b-256 checksum
How to use checksums
edaf623b765c0280a0a04b4b9b0204a0ff23ca81f04ca7f281d946b7b101e2d2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL sprocket_bio-0.32.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 1.3 MB
Tags CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
20e39c5312715eef79e137550e0138a1572d2a521171e9825b9ca75d421827f8
BLAKE2b-256 checksum
How to use checksums
dd35e4001cabbc690c03c25854d762811055018dfeeb9d147fbd2f7a5cfb3192
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL sprocket_bio-0.32.0-cp311-cp311-macosx_11_0_arm64.whl
Size 1.2 MB
Tags CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
d05ad3810c55bf73ce08403d577c4e2c4f5e732b73e7b4f130025512b8b33dc8
BLAKE2b-256 checksum
How to use checksums
1bfe3ee311bfde659797b393b406e0691b85bb36547a69191b7beff591ea2d16
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp311-cp311-macosx_10_12_x86_64.whl

Download URL sprocket_bio-0.32.0-cp311-cp311-macosx_10_12_x86_64.whl
Size 1.2 MB
Tags CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
e1efe628c7216ba57faf09cf57c49d0c0bf0b4c7ac2a05db5844fd9867e3b0e9
BLAKE2b-256 checksum
How to use checksums
c433d32ab14e60d9b7d58924b0e736d8c0bdf35d6502f6767953aee3379ac336
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp310-cp310-win_amd64.whl

Download URL sprocket_bio-0.32.0-cp310-cp310-win_amd64.whl
Size 919.2 kB
Tags CPython 3.10 Windows x86-64
SHA-256 checksum
How to use checksums
be9760dc0d72497dae29630eef341bd335a143a61d02224405674f0fdc35e7da
BLAKE2b-256 checksum
How to use checksums
02b7b41d2cf9cba79ecb43a90e38c60e6659f7f9e1ee403b38ceb013764de9d3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL sprocket_bio-0.32.0-cp310-cp310-musllinux_1_2_x86_64.whl
Size 1.5 MB
Tags CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
4d95569eb84e2c9c38b77ef32c8ea6e0eebaa5ef009f20cabbddb111c77c9c9a
BLAKE2b-256 checksum
How to use checksums
8f1e8103680cada1274622f18ef71b93529d82cb4a6a994d515bc8844ce89952
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp310-cp310-musllinux_1_2_aarch64.whl

Download URL sprocket_bio-0.32.0-cp310-cp310-musllinux_1_2_aarch64.whl
Size 1.5 MB
Tags CPython 3.10 Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
1deb1bc4194c7b260a90562bba7ecd8357d4bb5f0dbbd6c7f4ed5d088c982afa
BLAKE2b-256 checksum
How to use checksums
805f73e404aede3c9597cca3641faff1293befefdd3645e1aa9ed6ccdbc0f36f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL sprocket_bio-0.32.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.2 MB
Tags CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
742d15150593732ec7d1e81b34ef7b260142adab27d430c26cee3e5a3037fb71
BLAKE2b-256 checksum
How to use checksums
443bd2cd172599b08205fbb039ae9cf7bef0e0e099181ed57cd1ec0cc1fe08f4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL sprocket_bio-0.32.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size 1.3 MB
Tags CPython 3.10 Linux glibc 2.17+ ARM64
SHA-256 checksum
How to use checksums
a6927110b1f9c1502a5adc1faf7c5f2c88854ba169e94b14e2eb0ff4606c03e5
BLAKE2b-256 checksum
How to use checksums
1ea88091c4f4a39a1c6baa8d10b55931309116ab8d5f0ef5617852bdd3c002f3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp310-cp310-macosx_11_0_arm64.whl

Download URL sprocket_bio-0.32.0-cp310-cp310-macosx_11_0_arm64.whl
Size 1.2 MB
Tags CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
d8517f5fb4cfea0d24fc9d962873a6337c38271237210e398796e52927051739
BLAKE2b-256 checksum
How to use checksums
ca157c6ef78d8d12c795998eaad4bb53057ab5f4d8ad50944937c8ab1209ec4b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release files / sprocket_bio-0.32.0-cp310-cp310-macosx_10_12_x86_64.whl

Download URL sprocket_bio-0.32.0-cp310-cp310-macosx_10_12_x86_64.whl
Size 1.2 MB
Tags CPython 3.10 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
c4c8f782a38e577ded374d12ea438d724eba241f79be5dd6c32cb31f58bed3ee
BLAKE2b-256 checksum
How to use checksums
de169fa68a3e557ab5b813f3c95af50ef8badccafd11f6112ebe76592368f002
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 7, 2026.

Transparency log

Release history Release notifications | RSS feed

This release

0.32.0 This release

49 release files

0.0.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page