fastobo-py 
Faultless AST for Open Biomedical Ontologies in Python.
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:
- Alex Henrie (@alexhenrie)
- Patrick Kalita (@pkalita-lbl)
- Damien Goutte-Gattat (@gouttegd)
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Larralde M. Developing Python and Rust libraries to improve the ontology ecosystem [version 1; not peer reviewed].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)
1 maintainer
Metadata
1 maintainer
Release files for fastobo 0.14.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| fastobo-0.14.2.tar.gz | 1.7 MB | With provenance | Details for fastobo-0.14.2.tar.gz |
Built distributions (wheels)
Total release size: 53.6 MB
Release files / fastobo-0.14.2.tar.gz
| Download URL | fastobo-0.14.2.tar.gz |
|---|---|
| Size | 1.7 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
1696a10552fda7bc7fae2100396d0ff55f2cbe293109247d1053d062fb0badf7
|
|
BLAKE2b-256 checksum How to use checksums |
137f2cb0f2c82de279ef6dfd2121ce7e93fcf59a0202b99b25ea432007dbb02d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp314-cp314t-win_amd64.whl
| Download URL | fastobo-0.14.2-cp314-cp314t-win_amd64.whl |
|---|---|
| Size | 2.2 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Windows x86-64 |
|
SHA-256 checksum How to use checksums |
7521c8b84980e20b55543603183fc9fd27bcde5b400620d9aa504af190808572
|
|
BLAKE2b-256 checksum How to use checksums |
c3f34471d48648a9173da04d69061d501266fdf4ef25d9c1140f20a7c383caf8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp314-cp314t-manylinux_2_28_x86_64.whl
| Download URL | fastobo-0.14.2-cp314-cp314t-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
102052f91dd1a2e789bada73a13c8045b417ad4fc0514f0073141051788a5142
|
|
BLAKE2b-256 checksum How to use checksums |
e424f83130eb6e53e371426741bf89dc06982d4c877c1e24b736adcca3afeb4d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp314-cp314t-manylinux_2_28_aarch64.whl
| Download URL | fastobo-0.14.2-cp314-cp314t-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
5e85b5a6b6125002713af6c55792c7fbf468db5070fbbfd42458f12d877b5877
|
|
BLAKE2b-256 checksum How to use checksums |
723c3c4142e0f77a3c86a78f14ef10771833839f5082898a0b57cef9cac2d8ed
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp314-cp314t-macosx_12_0_x86_64.whl
| Download URL | fastobo-0.14.2-cp314-cp314t-macosx_12_0_x86_64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading macOS 12.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
296bd9aa9dbc73e5e1dd145b215806843f693d729bc0193c4062a43284910635
|
|
BLAKE2b-256 checksum How to use checksums |
0d155501097220bb41992c5bb16b595f1c4a52a34862bcd969bd8da42f2c7c02
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp314-cp314t-macosx_11_0_arm64.whl
| Download URL | fastobo-0.14.2-cp314-cp314t-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
0c05fb3ac400753ea25e3656d4f25894336eb8828bb30c1947fd9aa5cf192237
|
|
BLAKE2b-256 checksum How to use checksums |
a41de4d39459813891445696039883dde1d1f44ac11aed7030c00007baa4fb89
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp312-abi3-win_amd64.whl
| Download URL | fastobo-0.14.2-cp312-abi3-win_amd64.whl |
|---|---|
| Size | 2.2 MB |
| Tags | CPython 3.12 Windows x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
ec480f5fcb754bc5455d32bf27476073c0201667f5b438edfa9d873d4c57b9b9
|
|
BLAKE2b-256 checksum How to use checksums |
c4b28e643da91fc1fa9e9cc12e9ca526ca089973224077c98d636067459d2250
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp312-abi3-manylinux_2_28_x86_64.whl
| Download URL | fastobo-0.14.2-cp312-abi3-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
7ab6a52b96cbc8677b5e3b963f72e0c87e1e241b1950c75777ecdeb3d8491c21
|
|
BLAKE2b-256 checksum How to use checksums |
f01ee02fea18bc28aa481de50e6f1f306a319090caeec08a49e5b49751afec5d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp312-abi3-manylinux_2_28_aarch64.whl
| Download URL | fastobo-0.14.2-cp312-abi3-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
f823e26e0bcd8c052b4f86409995f18833215b47ee8b38cac416ffa41e5e6053
|
|
BLAKE2b-256 checksum How to use checksums |
40ed27672f523af7cb1d563166e4158946ae45ba1c739afedfd78b36dbf99dcd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp312-abi3-macosx_12_0_x86_64.whl
| Download URL | fastobo-0.14.2-cp312-abi3-macosx_12_0_x86_64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.12 abi3 macOS 12.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
ab1ccafbc0d51c5efd80ac9e852a2e25801ad509d44b977190ec0d305c6669d2
|
|
BLAKE2b-256 checksum How to use checksums |
36a4d6dc96557e53c45e8853cd86ddeaf9ae2907e6950cd876581e5a0d510c18
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp312-abi3-macosx_11_0_arm64.whl
| Download URL | fastobo-0.14.2-cp312-abi3-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.12 abi3 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
a881155a3fd2656df3c5a774364d9bc8c29ccc6a8d53471cf2770103b45cc3ed
|
|
BLAKE2b-256 checksum How to use checksums |
447126a251e1ad500831b7828d4063a16da9ea9efa12c4fb3f57839314b29c64
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp311-cp311-win_amd64.whl
| Download URL | fastobo-0.14.2-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.2 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d3bf8a4133712af5f7e2c7f335e966216d5efcc82db48bc363bd6f0c1cd2db36
|
|
BLAKE2b-256 checksum How to use checksums |
2805755007471fb3390f0838192dcfa6a56e120af38081697f28f2a671cb97b7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp311-cp311-manylinux_2_28_x86_64.whl
| Download URL | fastobo-0.14.2-cp311-cp311-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.2 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
bd2bcff66f1b9ad0060785bd2d4ea19633235343c0f3ef9306a0561d955d0d87
|
|
BLAKE2b-256 checksum How to use checksums |
db4ff6ef9538af1af1577b8048ae2b703b0ee066767a1702c6504702ef0ef7a9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp311-cp311-manylinux_2_28_aarch64.whl
| Download URL | fastobo-0.14.2-cp311-cp311-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
6450a16378000d9750e030159d756ff92ec33365ba3436d070a92090f45f484f
|
|
BLAKE2b-256 checksum How to use checksums |
5dca9908827aaf3f6ae7e3a8e9dc5704f12e79a9fd3b4bc5a5d8d2ea88396830
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp311-cp311-macosx_12_0_x86_64.whl
| Download URL | fastobo-0.14.2-cp311-cp311-macosx_12_0_x86_64.whl |
|---|---|
| Size | 2.0 MB |
| Tags | CPython 3.11 macOS 12.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
0d624f4ea10c904cca5fbe4a415a12b4d705e5cdfd18e31cc4f678f39587dd26
|
|
BLAKE2b-256 checksum How to use checksums |
806c80dac0f08946609d3d9fe46aa95d3b426e8aa18926119e1e2bfe853a2101
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | fastobo-0.14.2-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
f6356e9558c91b8cc97d9fca83003f78cbd4f04a7cc235ee66f6722e85ed20a6
|
|
BLAKE2b-256 checksum How to use checksums |
06c3aabb534d7cb3020c82f910932a8b9ecbaea9981db8d1d89c78829a15d3c4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp310-cp310-win_amd64.whl
| Download URL | fastobo-0.14.2-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.2 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
f692efbb630dd5daf5a6b50478c0f0aaca1c1c73a34dbdfdf7f955b7ad0f9383
|
|
BLAKE2b-256 checksum How to use checksums |
e02aece25869ca6bc712a44124c089f9ec93c4d1ea6a0a450bfd417af23fba39
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp310-cp310-manylinux_2_28_x86_64.whl
| Download URL | fastobo-0.14.2-cp310-cp310-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.10 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
a7e2d9e6cf59c9b85888fdfe26765ea1e65b6a9a8f08e4230df2b55336805b97
|
|
BLAKE2b-256 checksum How to use checksums |
ceecc983c1a407ab173beb2cd9526ad2b74b76d246c23bf56044ea3abc8b7f55
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp310-cp310-manylinux_2_28_aarch64.whl
| Download URL | fastobo-0.14.2-cp310-cp310-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.10 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
1326e3cbe15190cb129834bf47564c5bff296d9461374e31f14a6665c88b0318
|
|
BLAKE2b-256 checksum How to use checksums |
1e6bbb0eabe0f8f824bc7ea1ccd226801364d399d9f36d6a1a03b0a3f98e508e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp310-cp310-macosx_12_0_x86_64.whl
| Download URL | fastobo-0.14.2-cp310-cp310-macosx_12_0_x86_64.whl |
|---|---|
| Size | 2.0 MB |
| Tags | CPython 3.10 macOS 12.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
b629c2c8d95b57b6164626988a4cceddffa3f479f20e7f7005b224a37738687a
|
|
BLAKE2b-256 checksum How to use checksums |
107594f186e5613317cfe1e005fd291d3a20a707bbac9eb23de49375402af700
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | fastobo-0.14.2-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
135ec481c4e67203b74fd8ccbd709431066eebe3975d14dda37705a8c02b2a44
|
|
BLAKE2b-256 checksum How to use checksums |
73c6e464a46cf797da316b64f03553f806bdca8cf7385dc0a416c0b11d859043
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp39-cp39-win_amd64.whl
| Download URL | fastobo-0.14.2-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 2.2 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
7a8c467dac54ef3d25a0a34b27e4eb0237e2ac346bfc7886973ffe8b9974fe72
|
|
BLAKE2b-256 checksum How to use checksums |
b5d9d44bcf258d8bdb081a5e008279b2213596c5c2e83c4548c3bb50a1ff4453
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp39-cp39-manylinux_2_28_x86_64.whl
| Download URL | fastobo-0.14.2-cp39-cp39-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.9 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
865d399680c467458b3fa1ed691aa1f9f491dfd8edb6489c275861a0ad35e060
|
|
BLAKE2b-256 checksum How to use checksums |
bf89ed626bcf7dcf1a2720a7b037b0adec43233cacdc5fbd7fdbff072f5a1a2e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp39-cp39-manylinux_2_28_aarch64.whl
| Download URL | fastobo-0.14.2-cp39-cp39-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.9 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
1293cb4cabb418d5151548abebba7d1dd398d043f278f601c7afb1b0ac654e8c
|
|
BLAKE2b-256 checksum How to use checksums |
b4381f6c27c12874c656cd86d1af86d9e14ad3d19d5eebd0ae8dfb4b7ed673f8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp39-cp39-macosx_12_0_x86_64.whl
| Download URL | fastobo-0.14.2-cp39-cp39-macosx_12_0_x86_64.whl |
|---|---|
| Size | 2.0 MB |
| Tags | CPython 3.9 macOS 12.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
ca19449892aed6e105c8813d276175bb3048d697b415964ce0146a7d50c94912
|
|
BLAKE2b-256 checksum How to use checksums |
37ed9f21c234322ea1023dea4c27575b6860cd07e9ce3b04d058db5caff0c253
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logRelease files / fastobo-0.14.2-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | fastobo-0.14.2-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
4600240676d1eb19ccd3ea07370b9f7d3a01a8d25148747ca5962e685f3d96b8
|
|
BLAKE2b-256 checksum How to use checksums |
db311a3d09b05505d0db5c177f4afb89bbf1afc0a9b3e8c76e475be5bcc9b0b9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
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 21, 2026.
Transparency logSecurity for fastobo 0.14.2
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.
Full provenance
All 26 files in this release have been uploaded with provenance metadata.
Attestation for fastobo-0.14.2.tar.gz
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 21, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
