Skip to main content

Faultless AST for Open Biomedical Ontologies in Python.

Project description

fastobo-py Star me

Faultless AST for Open Biomedical Ontologies in Python.

Actions Codecov License Source PyPI Wheel Conda Python Versions PyPI - Implementation Changelog Documentation GitHub issues DOI Downloads

Overview

fastobo is a Rust library implementing a reliable parser for the OBO file format 1.4. This extension module exports idiomatic Python bindings that can be used to load, edit and serialize ontologies in the OBO format.

Installation

If your platform has no pre-built binaries available, you will need to have the Rust compiler installed. See the documentation on rust-lang.org to learn how to install Rust on your machine.

Installation is then supported through pip:

$ pip install fastobo --user

Usage

An OboDoc instance can be instantiated from a path or from a binary file handle using the fastobo.load function, or from a string using the fastobo.loads function.

import fastobo
obodoc = fastobo.load("../data/ms.obo")

Loading from a gzip file is supported:

import fastobo
import gzip
gzdoc = fastobo.load(gzip.open("../data/cl.obo.gz"))

Feedback

Found a bug ? Have an enhancement request ? Head over to the GitHub issue tracker of the project if you need to report or ask something. If you are filling in on a bug, please include as much information as you can about the issue, and try to recreate the same bug in a simple, easily reproducible situation.

The following people have contributed to this project:

About

This project was developed by Martin Larralde as part of a Master's Degree internship in the BBOP team of the Lawrence Berkeley National Laboratory, under the supervision of Chris Mungall. Cite this project as:

Larralde M. Developing Python and Rust libraries to improve the ontology ecosystem [version 1; not peer reviewed]. F1000Research 2019, 8(ISCB Comm J):1500 (poster) (https://doi.org/10.7490/f1000research.1117405.1)

Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

fastobo-0.14.1.tar.gz (1.7 MB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

fastobo-0.14.1-cp314-cp314t-win_amd64.whl (2.1 MB view details)

Uploaded CPython 3.14tWindows x86-64

fastobo-0.14.1-cp314-cp314t-manylinux_2_28_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.28+ x86-64

fastobo-0.14.1-cp314-cp314t-manylinux_2_28_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.28+ ARM64

fastobo-0.14.1-cp314-cp314t-macosx_12_0_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.14tmacOS 12.0+ x86-64

fastobo-0.14.1-cp314-cp314t-macosx_11_0_arm64.whl (2.1 MB view details)

Uploaded CPython 3.14tmacOS 11.0+ ARM64

fastobo-0.14.1-cp314-cp314-win_amd64.whl (2.1 MB view details)

Uploaded CPython 3.14Windows x86-64

fastobo-0.14.1-cp314-cp314-manylinux_2_28_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.28+ x86-64

fastobo-0.14.1-cp314-cp314-manylinux_2_28_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.28+ ARM64

fastobo-0.14.1-cp314-cp314-macosx_12_0_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.14macOS 12.0+ x86-64

fastobo-0.14.1-cp314-cp314-macosx_11_0_arm64.whl (2.1 MB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

fastobo-0.14.1-cp313-cp313-win_amd64.whl (2.2 MB view details)

Uploaded CPython 3.13Windows x86-64

fastobo-0.14.1-cp313-cp313-manylinux_2_28_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.28+ x86-64

fastobo-0.14.1-cp313-cp313-manylinux_2_28_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.28+ ARM64

fastobo-0.14.1-cp313-cp313-macosx_12_0_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.13macOS 12.0+ x86-64

fastobo-0.14.1-cp313-cp313-macosx_11_0_arm64.whl (2.1 MB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

fastobo-0.14.1-cp312-cp312-win_amd64.whl (2.2 MB view details)

Uploaded CPython 3.12Windows x86-64

fastobo-0.14.1-cp312-cp312-manylinux_2_28_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.28+ x86-64

fastobo-0.14.1-cp312-cp312-manylinux_2_28_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.28+ ARM64

fastobo-0.14.1-cp312-cp312-macosx_12_0_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.12macOS 12.0+ x86-64

fastobo-0.14.1-cp312-cp312-macosx_11_0_arm64.whl (2.1 MB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

fastobo-0.14.1-cp311-cp311-win_amd64.whl (2.2 MB view details)

Uploaded CPython 3.11Windows x86-64

fastobo-0.14.1-cp311-cp311-manylinux_2_28_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.28+ x86-64

fastobo-0.14.1-cp311-cp311-manylinux_2_28_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.28+ ARM64

fastobo-0.14.1-cp311-cp311-macosx_12_0_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.11macOS 12.0+ x86-64

fastobo-0.14.1-cp311-cp311-macosx_11_0_arm64.whl (2.1 MB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

fastobo-0.14.1-cp310-cp310-win_amd64.whl (2.2 MB view details)

Uploaded CPython 3.10Windows x86-64

fastobo-0.14.1-cp310-cp310-manylinux_2_28_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.28+ x86-64

fastobo-0.14.1-cp310-cp310-manylinux_2_28_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.28+ ARM64

fastobo-0.14.1-cp310-cp310-macosx_12_0_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.10macOS 12.0+ x86-64

fastobo-0.14.1-cp310-cp310-macosx_11_0_arm64.whl (2.1 MB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

fastobo-0.14.1-cp39-cp39-win_amd64.whl (2.2 MB view details)

Uploaded CPython 3.9Windows x86-64

fastobo-0.14.1-cp39-cp39-manylinux_2_28_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.28+ x86-64

fastobo-0.14.1-cp39-cp39-manylinux_2_28_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.28+ ARM64

fastobo-0.14.1-cp39-cp39-macosx_12_0_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.9macOS 12.0+ x86-64

fastobo-0.14.1-cp39-cp39-macosx_11_0_arm64.whl (2.1 MB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

fastobo-0.14.1-cp38-cp38-win_amd64.whl (2.1 MB view details)

Uploaded CPython 3.8Windows x86-64

fastobo-0.14.1-cp38-cp38-manylinux_2_28_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.28+ x86-64

fastobo-0.14.1-cp38-cp38-manylinux_2_28_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.28+ ARM64

fastobo-0.14.1-cp38-cp38-macosx_12_0_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.8macOS 12.0+ x86-64

fastobo-0.14.1-cp38-cp38-macosx_11_0_arm64.whl (2.1 MB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

File details

Details for the file fastobo-0.14.1.tar.gz.

File metadata

  • Download URL: fastobo-0.14.1.tar.gz
  • Upload date:
  • Size: 1.7 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for fastobo-0.14.1.tar.gz
Algorithm Hash digest
SHA256 a230d780581332d041db29299f6c1b960b0228285d8de9981364540c14d069bc
MD5 28889d91269b81cc01a228311e6fee7b
BLAKE2b-256 ab132a6ce2349549ac365f6b808e8c7e47922d0e0ac5dfb9eb6df83ca40b8119

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1.tar.gz:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314t-win_amd64.whl.

File metadata

  • Download URL: fastobo-0.14.1-cp314-cp314t-win_amd64.whl
  • Upload date:
  • Size: 2.1 MB
  • Tags: CPython 3.14t, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for fastobo-0.14.1-cp314-cp314t-win_amd64.whl
Algorithm Hash digest
SHA256 25d755d1786589bf10e8d8e14fb42fe17ec98a8645a64f0e63fe39ef6df48f0e
MD5 47a4841f1ba4f86a17f0c5d63786d648
BLAKE2b-256 8c651bfaf792331b9ee1126ad272c3972945d311bacccec3abb878b304840c79

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314t-win_amd64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314t-manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp314-cp314t-manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 3bdfe492390ffd6fbc5c16ed7eb3c322259b24110cbaa45705b7de4101e809a2
MD5 b93e5bb79cedd619dc774bba75639894
BLAKE2b-256 bc69638d29290b19981571088ddfcf69b71069b33a76d939050a59041d934af9

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314t-manylinux_2_28_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314t-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp314-cp314t-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 3acd8ffdc2c109d86f05f3a0fc9ae1374d7ade223dbc30f0cfd321fbdf8a8930
MD5 f3cf41ae9f9ade2d65bc8fd3ac97647d
BLAKE2b-256 58ea6e4542897763bfe7dc4ae65f649f4b2cff017bb8b0d4539c970c5159346a

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314t-manylinux_2_28_aarch64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314t-macosx_12_0_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp314-cp314t-macosx_12_0_x86_64.whl
Algorithm Hash digest
SHA256 682cf0a7f4f7483923fddfce51af27caf8602a230b53d5113ae778b765ab195d
MD5 cc5fb993f631ccbff4aecaf87024a6d9
BLAKE2b-256 d36621ec5497ae26cf334a6007fd089c3e47299077b41ae6ad3948343c2bb43b

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314t-macosx_12_0_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314t-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp314-cp314t-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 1fc476a9df0058984ea3c59d99d30b3716254cabe6a06aa34fa348db850f4761
MD5 9bf85bf6f348015554dd7d43d5b941e1
BLAKE2b-256 d713fe8ee1d7eaa8aeb8aa16535fee1a1db6c793854e183ffe94401fe6cfe31b

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314t-macosx_11_0_arm64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: fastobo-0.14.1-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 2.1 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for fastobo-0.14.1-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 7a229930d8d75884bff07af24a8ceb1dae78c0e177b1892bad96ec5b24c493d4
MD5 e40db2d6cffe04f17a46cea97aaa04b3
BLAKE2b-256 d26f162533bb410e131096f6c75c39459cc4ee7229ae261b5b01567cb8723b77

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314-win_amd64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314-manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp314-cp314-manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 75784d5a4c8857e658e1203e24280b315b4983f226ef7d8e2fb5542945b5d135
MD5 f18effca2ad7f4fb48857919de004b2f
BLAKE2b-256 851b1838b0aff259690379826c0513b09a429a35480db491f2ab217aa72ceec9

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314-manylinux_2_28_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp314-cp314-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 02c671105aef5c89481290ee9a927789e669ce0218c50805cf003cbfda7771f3
MD5 5c5e7b8dd2fa1a9ea417423ee0c6f1f4
BLAKE2b-256 35fea9f69489e5fd40103c189f57d77b4f860443f9fe9cdcde2c3a06183d9035

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314-manylinux_2_28_aarch64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314-macosx_12_0_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp314-cp314-macosx_12_0_x86_64.whl
Algorithm Hash digest
SHA256 1e1a331daa035605fc2e4581252669145fd7ec314f68384b312cce64b16c7953
MD5 d260edcbff97849d39cb8b77ce3037f6
BLAKE2b-256 9bf59aa900617429fb2dd23920d2a8049bc900a79c3b64f9411b052eccb71b89

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314-macosx_12_0_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 c426d25671181c75ce30f8f421b7e78e327a42d905b51a7524e7400a776c728e
MD5 3d2b2190de25fb4e5beff28f0f492812
BLAKE2b-256 f8d48f93ffe9b97d53f74eb5af41e90d8671630fd70b3bb61ad5f71b532992ad

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: fastobo-0.14.1-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for fastobo-0.14.1-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 0d85498e9b3ccdb044057111e5e155320ef7d7a50d8c5f14025a6e83bd88e759
MD5 be5986ca1a97b2330c081d5c83360d31
BLAKE2b-256 c7904e34bbfbd9dd162217e4607afbbb4537171a5d7eb7077d4296e500840cf5

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp313-cp313-win_amd64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp313-cp313-manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp313-cp313-manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 2929d122a51fb9393859f1643cd3acfe4a458598d859a701caf8876b1a4712a4
MD5 520a38cb1c699434d79e9f718d6a5ea8
BLAKE2b-256 70c08498874b49c52bd3fb8aa58e434ba2b536c87ec589022a28ea218ec2e518

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp313-cp313-manylinux_2_28_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp313-cp313-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp313-cp313-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 5445166286e6bdad59566f1a9c83fc41903e2e10f321bfebdce0275bec03f05d
MD5 8442669f8f2c1fc309386d42e8e7b3cc
BLAKE2b-256 c9806dd89acbcb1a22fe68ac13ee012f05a67eac614d9ff8e26e29cfdca08e4a

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp313-cp313-manylinux_2_28_aarch64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp313-cp313-macosx_12_0_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp313-cp313-macosx_12_0_x86_64.whl
Algorithm Hash digest
SHA256 ba6c1c4c56f643c97027d1f77287b7d2342cc40e27ee61fc8d08b25c49b1572a
MD5 27b3c1ce49fc6f21dc2659d0e143314e
BLAKE2b-256 b632634610688502e2e715e11e9edb848db4e70962db00bb3a01392b2607922e

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp313-cp313-macosx_12_0_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d592051787c21bdace97d91916858978a0bc1ade7eba20eadc0e6811dadcead0
MD5 c86f15eb80faf79d810dc6a90b726036
BLAKE2b-256 2aede34d7c51df84dff38e3f8bc0ed0a039150c8fa9d8f0d1a7be1cdc9e8167f

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: fastobo-0.14.1-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for fastobo-0.14.1-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 e2ca688abb5131f65345f07a854be55c4905eb49952433e4ca94ddecc625779e
MD5 86ff50a5e7973705f8213f92a91de35e
BLAKE2b-256 8129cb82cc96675f7e4042f6f55d49f8a6a495b8175d17d5154aec70fc8235d5

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp312-cp312-win_amd64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp312-cp312-manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp312-cp312-manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 4498ce4d0b981018c0bde806879d09e4b4bb8c90ffab5aa969e62283158ccad8
MD5 d84ce13617a59069d6a356ba03e4b742
BLAKE2b-256 602d0b72d657f1a6cf5fe1d4a3b92be4dd1ff4050589facc0cdca624ca82b4d3

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp312-cp312-manylinux_2_28_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp312-cp312-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp312-cp312-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 fbd978013aaa66a1b9fb7af37e1b73a884c8ec0c9ae765ce2039a88c5624cf00
MD5 25fef3aeee638231c4fbe504c67ac050
BLAKE2b-256 23c59370667e0c4ae54db6232634ab02d3969c3f953ac64698dec5869e6ba091

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp312-cp312-manylinux_2_28_aarch64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp312-cp312-macosx_12_0_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp312-cp312-macosx_12_0_x86_64.whl
Algorithm Hash digest
SHA256 309f05ab5a8ddb3c236bf6d31171482763cd75a7bdf9e997a29986d67853c77d
MD5 953d7bb6a1c953bff26b392205e58a69
BLAKE2b-256 cc9faa02f56a404f4249cf54e892bc4c9f46e1561f6efd9b3cae027d56a1b698

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp312-cp312-macosx_12_0_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e0e2d6c46a8a1e6449db7836b0416ccd1d45c306507a22dfccbcf2a8c5e68a1b
MD5 950ff3b7dc3235afacec8d47544828a0
BLAKE2b-256 6e445bbba3568b02e9b6dc5e619387d1cbf37b993eb447aa91392630fb776a2b

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: fastobo-0.14.1-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for fastobo-0.14.1-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 7f646f3de5e2ff55435009119db42526f135b495eb81d7803a8999dc8adf2718
MD5 07f557ad6432e4aefae68e9737948b99
BLAKE2b-256 adc6033b94bfd43014ca16ed52e352869c23e35cff1fd3930695605ef10dc523

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp311-cp311-win_amd64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp311-cp311-manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp311-cp311-manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 e6afc03907e32072655bc73f2f3305ecabc220c3b6d2cbcffea54c5590ad1799
MD5 30e70995630626a33822e0c67d2fbad9
BLAKE2b-256 bd3db588a291ee7e7533aa9007e6c5b9be09ed3697a93e5325b1e7261e10e622

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp311-cp311-manylinux_2_28_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp311-cp311-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp311-cp311-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 524c0c5cc952f44f99e0f9e279a8fb51efcf7aa814ecc35f3087779a555a06ad
MD5 5242b63bfd92d60ded3bae7623ba2dac
BLAKE2b-256 fd38267047fc1e2e69d2b36c02b93d49fd2e69771a94e81788b5241606c9e876

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp311-cp311-manylinux_2_28_aarch64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp311-cp311-macosx_12_0_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp311-cp311-macosx_12_0_x86_64.whl
Algorithm Hash digest
SHA256 190b58570660967fd17589e9bb2c5554b448a94926131781c6021c8ca80e15cb
MD5 474b8d9c3ddf51e27de39089bfd1907e
BLAKE2b-256 2d16e6ffce7a862791f9aa100c954ca06138251a5fd53ed979ef668e003125a5

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp311-cp311-macosx_12_0_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 50f3951f1336734d7e2d74209d84dc1fff98d2cce6cf1305b4c3f2bc22217bc9
MD5 cefb0b567dd497c1edf5bb1eefa02791
BLAKE2b-256 237022a699d445ed992ed7f4365c05483b55549b79e6ea1f288d1b80512e1f2b

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: fastobo-0.14.1-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for fastobo-0.14.1-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 64197f724ab4432881123f37a09c713c3935aeb830a3db7706b3894049a1f897
MD5 743a8498e7bbdbf8783872b65918e35f
BLAKE2b-256 a6cd830342262acd8f9bd327b01858b74041250a0c20eeefdfd4bb0f371252c0

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp310-cp310-win_amd64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp310-cp310-manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp310-cp310-manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 142d94e46e584cb03bf655bb2d221ea2ab13434306fd93151d4893881d2d30db
MD5 151728746708fee54420bd46d18639c9
BLAKE2b-256 927ea5ee24eff6f53fafa6d62126aea83a90b18a692bce880ba0488c182a5061

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp310-cp310-manylinux_2_28_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp310-cp310-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp310-cp310-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 b87844bbf8e10e90aa5757aeacc7a9f44cb6488095e1622c17b6c5156f274982
MD5 17441ae331ca32f7244ff04506a8c794
BLAKE2b-256 58161da6017085de8a19890f35730a55d311d03e79c224b0145ef19fc1c7464e

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp310-cp310-manylinux_2_28_aarch64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp310-cp310-macosx_12_0_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp310-cp310-macosx_12_0_x86_64.whl
Algorithm Hash digest
SHA256 f123717460ece4207967b9e952f94e29c587099160d44230ea82638a25236aa5
MD5 8e8b3218f24ed726545b46de10f47dce
BLAKE2b-256 85e2724784704f2e35da89b74de77a7e2412fcf335f855f414bcdfb01e92cbb6

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp310-cp310-macosx_12_0_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d18746da7e85b2a7b5fbc5bb587baa8ed52fa1562c396c6a03b976c024d62797
MD5 62c4153b037eb94d016b42095dfdba42
BLAKE2b-256 bb6400caab1a653a8c09b9083661b722deb51822fde5835e69268e361bff2756

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: fastobo-0.14.1-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for fastobo-0.14.1-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 f51e8cd85dd50b92d760477854b12152b43cef97077f500f78202d1863f74488
MD5 46c403d0d38ff5a1f8c8c19ba45f517d
BLAKE2b-256 c0f1f8770fb2a7ff71bc8c6bfde6b7449534579bb669e54ea0b0fd8f2cbbaeec

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp39-cp39-win_amd64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp39-cp39-manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp39-cp39-manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 da019f318d960f62331d8c434e29a5d523c689f6e54931e5f8bc918a40c14b26
MD5 11b209907d242031a96bb7d7434274ec
BLAKE2b-256 b39681be37101325f86842df59875cddae6ab71eab21ddcc1b8ba0a33bc0dec5

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp39-cp39-manylinux_2_28_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp39-cp39-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp39-cp39-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 768c8b1668111b97aa0f3089a9480f9d132278663b7a35f0df503e8814fd3cce
MD5 0be090ef73dab3ee5e5ba6d924eff8f6
BLAKE2b-256 2bc0d8ad40128981d439c5b84b566142d27888b46ecc61a05f983050ad96bdf3

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp39-cp39-manylinux_2_28_aarch64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp39-cp39-macosx_12_0_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp39-cp39-macosx_12_0_x86_64.whl
Algorithm Hash digest
SHA256 59594a81be02f45d17fd0c04c186152a11ac72b5a326bcbab87e5c5b231cb2fc
MD5 b93daddec05633ea04cc108d693a9d56
BLAKE2b-256 c85f8ba08fdca25d983f3c90a1ff0cf614271c9865a27d31dc11628101e294f1

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp39-cp39-macosx_12_0_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 69bad3d2e2b2f8abea35218e437382fbd808c67f497f582a3e3495939bdd9e59
MD5 f22a36492ee2e687cda7ceda349f3d3f
BLAKE2b-256 611e89354e829d530dc6b88e190957fdb2140e51c93a752804b2844eb42077c5

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: fastobo-0.14.1-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 2.1 MB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for fastobo-0.14.1-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 2633399329f896806477bcc7d67cfc95c39010e55990d7fdc12b687d7f4b3483
MD5 901242fd0227f479cb9f7677cedac680
BLAKE2b-256 c5502bd9d97d2d26604aea28b6fac93699e62d78af4bc86beeae3258d10c60ff

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp38-cp38-win_amd64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp38-cp38-manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp38-cp38-manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 6450b43b6739a494b45c9a7ba3a06e2029c4c356a570ec0d13f4b3d32844b7bc
MD5 e578081021422f901090fff0a935ef50
BLAKE2b-256 0904717831a41fb9c9455b2a9dc2ab6a98820404720e280dafe463b4b3846686

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp38-cp38-manylinux_2_28_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp38-cp38-manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp38-cp38-manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 4b91bc4fc0bd3008b97b93875288bbeae533e02c00f08a2cb2464dd5afaf3baf
MD5 ba925e00e905e802decb835b3b60d027
BLAKE2b-256 84fb07e07bee3224df4830732f63526b82f615173cf5fe9134e2ccaa42404f05

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp38-cp38-manylinux_2_28_aarch64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp38-cp38-macosx_12_0_x86_64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp38-cp38-macosx_12_0_x86_64.whl
Algorithm Hash digest
SHA256 d78546adb17bf98fb099077fef38379ec0faaa50f64751f771a0da737dd3f4c0
MD5 b6028a104d563c80f7e252c86d5b2ca9
BLAKE2b-256 42e198511c739c409584be3bb93b7e942fcc03de3aadc94ce6b4f03ad18e70a6

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp38-cp38-macosx_12_0_x86_64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file fastobo-0.14.1-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for fastobo-0.14.1-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d3c077cf1c2bc69dafc248bd75fc305bb5b0e84bc127eca5a8269d13ea2eab41
MD5 3215bbd0f3aa2c3fc5a9428394b08438
BLAKE2b-256 9cb6455e4893d0b51190492094b49f29aa2d32fbbd4d50fa51e75d6b7d7d7ae1

See more details on using hashes here.

Provenance

The following attestation bundles were made for fastobo-0.14.1-cp38-cp38-macosx_11_0_arm64.whl:

Publisher: publish.yml on fastobo/fastobo-py

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page