Thin wrapper for QPBO
Thin Python wrapper for a modified version of the quadratic pseudo-Boolean optimization (QPBO) algorithm by Vladimir Kolmogorov. The original source code by Vladimir Kolmogorov availbable at http://pub.ist.ac.at/~vnk/software.html. This wrapper uses a modified version with support for larger graphs and slightly lower memory usage. See submodule repository for more details.
QPBO vs. Maxflow
While the QPBO algorithm performs a s-t graph cut similar to Maxflow, it allows for non-submodular energy terms, which Maxflow doesn't. Amongst other things, this allows QPBO to solve optimization problems with exclusions terms, which can be very usefull. The graph constructed by the QPBO implementation is twice the size of a Maxflow graph for an equivalent problem. Thus, QPBO uses more memory and is slightly slower than Maxflow.
Installation
Install package using pip install thinqpbo or clone this repository (including submodule). Building the package requires Cython.
Graph types
Currently, there are three different types of graphs: QPBOInt, QPBOFloat and QPBODouble. The only difference is the underlying datatypes used for the edge capacities in the graph. For stability, it is recommended to use QPBOInt for integer capacities and QPBODouble for floating point capacities. However, in some cases, it maybe be favourable to use QPBOFloat to reduce memory consumption.
Advanced features (QPBO-P and QPBO-I)
The QPBO implementation has a few advanced extensions known as QPBO-P and QPBO-I. Currently, not all advanced functions have been wrapped. If you need to use features of the QPBO C++ library that are not wrapped by thinqpbo, please let me know by creating an issue on GitHub.
Tiny example
import thinqpbo as tq
# Create graph object.
graph = tq.QPBOInt()
# Number of nodes to add.
nodes_to_add = 2
# Add two nodes.
first_node_id = graph.add_node(nodes_to_add)
# Add edges.
graph.add_unary_term(0, 0, 5) # E1(0) = 5, s --5-> n(0)
graph.add_unary_term(0, 1, 0) # E0(0) = 1, n(0) --1-> t
graph.add_unary_term(1, 5, 0) # E0(1) = 5, n(1) --5-> t
graph.add_pairwise_term(0, 1, 0, 7, 0, 4) # E01(0,1) = 7, n(0) --7-> n(1)
# E11(0,1) = 4, Not possible with standard Maxflow
# Find maxflow/cut graph.
graph.solve()
graph.compute_weak_persistencies()
twice_energy = graph.compute_twice_energy()
for n in range(nodes_to_add):
segment = graph.get_label(n)
print('Node %d has label %d.' % (n, segment))
# Node 0 has label 0.
# Node 1 has label 0.
print('Twice energy/flow: %s' % twice_energy)
# Twice energy/flow: 12
License
As the QPBO implementation is distributed under the GPLv3 license, so is this package.
1 maintainer
Metadata
1 maintainer
Release files for thinqpbo 0.1.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| thinqpbo-0.1.5.tar.gz | 156.0 kB | Details |
Built distributions (wheels)
Total release size: 37.4 MB
Release files / thinqpbo-0.1.5.tar.gz
| Download URL | thinqpbo-0.1.5.tar.gz |
|---|---|
| Size | 156.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
6b0855726472132d7cbc475c088b67e083cc73077d799268341fc19c17c52ccc
|
|
BLAKE2b-256 checksum How to use checksums |
c485c8e6e751d6abaf81779c2f9ce122574cdac0f12359827abe0bf99782cd64
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp313-cp313-win_amd64.whl
| Download URL | thinqpbo-0.1.5-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 87.5 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
691d09d0b514ead075fe3963e6f63093e795e3bc054004841a44f6bafdf9e536
|
|
BLAKE2b-256 checksum How to use checksums |
20b84714c5c18dc067fb68abdf909d29e4b7906056aeaad58da5f58a94f9f75f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp313-cp313-win32.whl
| Download URL | thinqpbo-0.1.5-cp313-cp313-win32.whl |
|---|---|
| Size | 79.2 kB |
| Tags | CPython 3.13 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
57b5755477193fb939607b524ed4ccc04100db1366b7d03a32f178f46324ce1c
|
|
BLAKE2b-256 checksum How to use checksums |
e2d11c3cc6e4720902732d1d66efd51b8a7cebc26ccba1b563c1dd3fbf4b9cee
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
89dd6d054ee5320eec2d5233baf36b94026d089b2c50d23e530c24244f448edb
|
|
BLAKE2b-256 checksum How to use checksums |
cec6fcf86f7f72e02475f7e522bd99ce583cd118b0bc718819060db862424a6e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp313-cp313-musllinux_1_2_i686.whl
| Download URL | thinqpbo-0.1.5-cp313-cp313-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
0af47db8846f06187688d33e680bce82649fcacb3ebd10673113e654a639a018
|
|
BLAKE2b-256 checksum How to use checksums |
a833a39e95ca24cfcfc516574cdc993eb06d930dc33a899a2d652411f65e808b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 587.7 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
a20d33a48826323fe004992f594fdfa36a80dfae01c077a4833164dd442fd9a3
|
|
BLAKE2b-256 checksum How to use checksums |
c7da77e2e924b170636f49ad33b3d80e345f464492a639c1e10e650207e26d35
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | thinqpbo-0.1.5-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 557.6 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
9b22a90c4670472922409731a34c7d0684ff1a118cb5cfb158d84f98185bb6ec
|
|
BLAKE2b-256 checksum How to use checksums |
e46e125bcbe680ea523ffbeb31211e3e96590aabd98558acc8a105b242ed142e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | thinqpbo-0.1.5-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 115.0 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
4a84f72945d00c0d07006a196c487bbb674b667810a092b90ea578caaa157f94
|
|
BLAKE2b-256 checksum How to use checksums |
bdf48a81ff968395e6bbe2f5a9298f604282e01a1108c67b330eee460694961b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp312-cp312-win_amd64.whl
| Download URL | thinqpbo-0.1.5-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 88.3 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
38f9510ad3ea34eef47edc943d3c65fbd8dccc313265fedfc6ca1c4c1efbfda8
|
|
BLAKE2b-256 checksum How to use checksums |
0366136196f598d8eaee3ce231d2d111f5d053644c036b813e2653ae58790f5e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp312-cp312-win32.whl
| Download URL | thinqpbo-0.1.5-cp312-cp312-win32.whl |
|---|---|
| Size | 79.8 kB |
| Tags | CPython 3.12 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
4050f0d56d2e90703255742aa40e7abfad2da770619ca5572787c8bc1883f9f3
|
|
BLAKE2b-256 checksum How to use checksums |
43d99100d00aa8051aa5fccd2f29bccbf333179c88a09c2829fde0c6ce89b889
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
02578ddb865454bc6d66a405144bed01ca78f36128026ab71e7b0c254d629eb5
|
|
BLAKE2b-256 checksum How to use checksums |
cf077e82cf486d0805ce1241759cc9991b572c55d83f40fde2542ffb515c49ad
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp312-cp312-musllinux_1_2_i686.whl
| Download URL | thinqpbo-0.1.5-cp312-cp312-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
0a9570a719d2ff90b870025b59bbaf5b0e5a1c80e4694ef2fa99cf568c98b4d2
|
|
BLAKE2b-256 checksum How to use checksums |
0f76a971553d9a847f5c2b6c391990931176a90a97646a1b660dc3775d578b11
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 591.2 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
1b2ef86ee9a343271e280aa2e800b18ea06a9338bdad2cc2e713b1c935077846
|
|
BLAKE2b-256 checksum How to use checksums |
1bcc2853c155ab01593e8391023f03a433a75f2e8a0a1f773404c68d70babd8d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | thinqpbo-0.1.5-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 561.9 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
8fb15288757389261a460045ed3d610d4e248d5b962aa12d2f98dfd1d6f01e7d
|
|
BLAKE2b-256 checksum How to use checksums |
f7db9ff562795ce9b61cb52a5f1b47dbf29964133dc0e1eb3a68b0002276960c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | thinqpbo-0.1.5-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 115.9 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
07cfa3fe1281e24da67d8c75ea5e1ac9fd6e530e380b62471d17b15876041a84
|
|
BLAKE2b-256 checksum How to use checksums |
d76aacf5b68b217a81ad5ebac2171e4a6948c1105ab46aec905fc727dddc72a7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp311-cp311-win_amd64.whl
| Download URL | thinqpbo-0.1.5-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 87.9 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
371b66c38a47d05c463de22e98f03402fc937cd674a22cbdf87fa46281a14f8d
|
|
BLAKE2b-256 checksum How to use checksums |
80d2cb5f1c6e1f27fd41debb84642b439025e70142da2904a1e848bc57a8244c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp311-cp311-win32.whl
| Download URL | thinqpbo-0.1.5-cp311-cp311-win32.whl |
|---|---|
| Size | 79.8 kB |
| Tags | CPython 3.11 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
c016e99dabbaecb74cbbfb9eaadd155ad3283ee3fe44f0e4473070e13d329009
|
|
BLAKE2b-256 checksum How to use checksums |
61b4b6da94671ad56cc393674849af0426515f0060ace0fe8ada586c1855b76c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
74e5301ad7c2eb48c5c732555d3b4881013c46b9877cb887e39384bd845c8339
|
|
BLAKE2b-256 checksum How to use checksums |
48815d9d3644fa5b4a53930b07fd83f666011dc0f02c5b7a18b0d52b1be39633
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp311-cp311-musllinux_1_2_i686.whl
| Download URL | thinqpbo-0.1.5-cp311-cp311-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
e295375a960cad4cd8ce94c04d7879c93696aaf3fcdc70bcbb63aee46b1443cb
|
|
BLAKE2b-256 checksum How to use checksums |
2f7c12f95fbbf3f5acd60aaa8dff3562055baa10e5679a989e76193e9875e8ea
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 589.3 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
e1adbea18dd0939aadc24bfd9f2406ccdb3025632fd8c2479eb761005034d893
|
|
BLAKE2b-256 checksum How to use checksums |
19e018f7c25f4220785ece2cbe7a48762241fb1fe77c24d29911faee439e74db
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | thinqpbo-0.1.5-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 558.5 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
3327766c523b3ca3f1981a643a8eacea9b1eefe9a364cfc191d8759bd6cf3b2d
|
|
BLAKE2b-256 checksum How to use checksums |
739c44337093658f2cf520d553c13575dd4e7c9541506e4640c34244e6ead7dc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | thinqpbo-0.1.5-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 115.5 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e1d1e31d435153ab13c15217f009e79bcb24c0fd6ed797c3abbfe2bf9fab4045
|
|
BLAKE2b-256 checksum How to use checksums |
835d110aaa9f209ae5f950e59de2404501cebd0ab59a1b4602abf077d07ff486
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp310-cp310-win_amd64.whl
| Download URL | thinqpbo-0.1.5-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 87.9 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
00f30b70676316a03575199c1d5162b8dd52db6882b0abad9e457d3cbddce285
|
|
BLAKE2b-256 checksum How to use checksums |
a6e9b7929ba5ab496ad6ca7fc1c50b83de00720fa6d4502e95981c6105e03698
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp310-cp310-win32.whl
| Download URL | thinqpbo-0.1.5-cp310-cp310-win32.whl |
|---|---|
| Size | 79.6 kB |
| Tags | CPython 3.10 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
4b137145820436793a198cc7e6d10996b03508ca01cec3d49f8d17db769ae039
|
|
BLAKE2b-256 checksum How to use checksums |
7f566fa2afee3700b4b4a82c976a0dd3b938d8a4fbb650c37c2c445564b9faa5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
2cbe99f86540cba16d498e05090d710bfefe9c8e4c27c06443e7e91c1a1cabb7
|
|
BLAKE2b-256 checksum How to use checksums |
a139baf3e0dd6ec6c59f5fd01599cb0e775092a7840e6fba1e1e58d41cfed466
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp310-cp310-musllinux_1_2_i686.whl
| Download URL | thinqpbo-0.1.5-cp310-cp310-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
62d5467c166c648d92cada615702a227f0cb64ce467ac96a2f7525f6c6da88f4
|
|
BLAKE2b-256 checksum How to use checksums |
99ebe0da85a1d6973a683eb62c8f4f819865dec36190313c69c57414e30214be
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 570.3 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
fa86f3d4ef6b5c37ab9fd795f4439da30e605286ed0dac2e0ee6ffe4474c066e
|
|
BLAKE2b-256 checksum How to use checksums |
babb03cc2eb16cf4eab7d194492054ece4d3ccdbcff500da703f5be43c2dae2b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | thinqpbo-0.1.5-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 533.8 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
0d8a2d3d7ab7778e13c7b185420b46ef1f01968e78c40c5d94aa8bd1b6d63c34
|
|
BLAKE2b-256 checksum How to use checksums |
a4a21050c57b8de192580a277c53efc745d957ce7a02cf7fb631c71697c7aa3f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | thinqpbo-0.1.5-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 114.6 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
0565dedfea8bb981c69b384757692be9f4f8beb598ca93e7fa2ad67004dc3f3d
|
|
BLAKE2b-256 checksum How to use checksums |
7ed89efe50597b402c72ac259ff4f5ae8dcd2532192193f7a76730d2c85883ae
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp39-cp39-win_amd64.whl
| Download URL | thinqpbo-0.1.5-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 88.5 kB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
e3fb4495cac1e6ec723e2365404c8ba062388e27850607c8aa295466b89849be
|
|
BLAKE2b-256 checksum How to use checksums |
a98fba17d1c5771fa70d033c5b11051dc6a2c2e703780048feb11513f99f9c64
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp39-cp39-win32.whl
| Download URL | thinqpbo-0.1.5-cp39-cp39-win32.whl |
|---|---|
| Size | 80.2 kB |
| Tags | CPython 3.9 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
68399bdbd43626d0333dc5ae1cb9dfcdde1fc8c1cbde745c751ed3e87079781f
|
|
BLAKE2b-256 checksum How to use checksums |
c43950b98ffb9b9bdb3442850742e002ccdd02b9afa866d7af7350193c3d68fb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp39-cp39-musllinux_1_2_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp39-cp39-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.9 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
ee7caf51287d57f836715fc9ecbaec91bcd6b4379a95b201c620f5f73c9ccceb
|
|
BLAKE2b-256 checksum How to use checksums |
6e5e95297e30f6277f44c83e566a155f3f6624d7af5db885c623322e4c6d2353
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp39-cp39-musllinux_1_2_i686.whl
| Download URL | thinqpbo-0.1.5-cp39-cp39-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.9 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
a468c540f139ebc506ff6c3da9e242a219986a2370a83843f923c38783e0f4a9
|
|
BLAKE2b-256 checksum How to use checksums |
e3a7e288d19b6f5c302c12f756170f8fbe444dfc37bd36a9a93fb843f7164063
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 573.4 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
179c6247c5f451b3fe001c984ecd6a8dd55c899c28c565bacda18fba92fa3493
|
|
BLAKE2b-256 checksum How to use checksums |
ca642902f974bc1a887712256450672f9ee2770eb578d211cbaf504dcf45611c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | thinqpbo-0.1.5-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 537.7 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
fbb4f9d45b8654ea80c0e5505413fdcf61bce9c3487e6ed13a9256c6b304ca45
|
|
BLAKE2b-256 checksum How to use checksums |
0f483b79a957c053f45015d243a2606a1c60eb2f225b1482b026e6c4b6a90b25
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | thinqpbo-0.1.5-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 115.2 kB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
bb91f20fc2ae7f6aec1ff79108317a563b0cf43807ab42577e097488c6b67275
|
|
BLAKE2b-256 checksum How to use checksums |
8d5afd6bbe06338d72a0e3b541ea6636cb32e490c54503a8dfac78b90a187e81
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp38-cp38-win_amd64.whl
| Download URL | thinqpbo-0.1.5-cp38-cp38-win_amd64.whl |
|---|---|
| Size | 88.6 kB |
| Tags | CPython 3.8 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
68a106b91ca316ee4f5f682f3bf5b3211ec586fc4ed627c66c18b90233a490c9
|
|
BLAKE2b-256 checksum How to use checksums |
dd0e1a0c7a0a29bd64686e3d9964143bdaf5409311913038720305023e1454cb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp38-cp38-win32.whl
| Download URL | thinqpbo-0.1.5-cp38-cp38-win32.whl |
|---|---|
| Size | 80.1 kB |
| Tags | CPython 3.8 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
295d12ac20538fdd40973754b1fb682fe4a8a92f63f552dd4cd843c055e04b9f
|
|
BLAKE2b-256 checksum How to use checksums |
72b16dbf800079e1a6833729ae412ce4731c58c9b1483921ee7847b4ebbdc282
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp38-cp38-musllinux_1_2_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp38-cp38-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.8 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
9b935b29d8934f0179ba542d1c83f55f6b1fe7d5b93d25a9a22a9ec61724cf93
|
|
BLAKE2b-256 checksum How to use checksums |
ad7802f2ea1541eb9f95c566e89aced5aa8068ed71bfe36e76d48e69b0d0447b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp38-cp38-musllinux_1_2_i686.whl
| Download URL | thinqpbo-0.1.5-cp38-cp38-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.8 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
22f47310ca9876bb222ad1c456c9b93352f73a77b495c2607a464ce3d7949c77
|
|
BLAKE2b-256 checksum How to use checksums |
df6cd6973da165986a3ad2dd61253430e4e04bab1cc218a10552830f2a3a1dca
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 571.4 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
519179060f5357a4cd01b9f24ee42bc4ce95a774d019809a9ae2857da799680c
|
|
BLAKE2b-256 checksum How to use checksums |
7de8ffca5a51615018020e70603b5ffb85e93fcd3fcc97c6b133477305dbf67b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | thinqpbo-0.1.5-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 534.3 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
82280ffcea81f00a68f5515bf0739a66fc8a9b79e4a6125a9a326307b0670c6d
|
|
BLAKE2b-256 checksum How to use checksums |
0370d71417f22004c753ae2eaca08be6e27e7517ff812f478bc27a00ea266210
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | thinqpbo-0.1.5-cp38-cp38-macosx_11_0_arm64.whl |
|---|---|
| Size | 115.3 kB |
| Tags | CPython 3.8 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
83a3952cba4f46d905ece3baaf111ce435a1a2fd2076c201be08a0b2fd830841
|
|
BLAKE2b-256 checksum How to use checksums |
477b2c7414492ecb9e0f3a4e112d1a0299d1e873214b9b45e3a3a6bf29c160bd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp37-cp37m-win_amd64.whl
| Download URL | thinqpbo-0.1.5-cp37-cp37m-win_amd64.whl |
|---|---|
| Size | 88.6 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-64 |
|
SHA-256 checksum How to use checksums |
f5e16d2f6bce5c338e5b89e4e27a2c91af8d46d85151f59bdd557b5da90ed007
|
|
BLAKE2b-256 checksum How to use checksums |
4ccbb60d2fe1dc01094fa6587298a2dad713a24274eec71c93652b4cfbc6a83e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp37-cp37m-win32.whl
| Download URL | thinqpbo-0.1.5-cp37-cp37m-win32.whl |
|---|---|
| Size | 80.2 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-32 |
|
SHA-256 checksum How to use checksums |
0b8b0444a0cab82c2d9d377faff8fb21e11d436ab9b17ee1980c45c927c69dad
|
|
BLAKE2b-256 checksum How to use checksums |
956ec879d4b086d1676a1f9eea0e71c5401f198e96f721f6fad2e5f2184d2a07
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp37-cp37m-musllinux_1_2_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp37-cp37m-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
c8343731b8098644d2efdc938da3e13469ea998faf711483f1b0932f26fb251b
|
|
BLAKE2b-256 checksum How to use checksums |
71a1a16e4bfdbd85a8348fbd64c46cb95b31265121ed9a48e2512da59d578df7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp37-cp37m-musllinux_1_2_i686.whl
| Download URL | thinqpbo-0.1.5-cp37-cp37m-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
6c21dbf58def73ebfbf043785310bcb2d330693d6f1494daceb1f7b99dbfd0e9
|
|
BLAKE2b-256 checksum How to use checksums |
eb56702e49d7657209c2d1aa5ff25a9a19466effc295daed28784b51c51ce419
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 559.7 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
08ff74c8b8eccd4ef2353d270f4b2f1ba5c63a7267292e11784a87eaf3670110
|
|
BLAKE2b-256 checksum How to use checksums |
c73d8d54285ccbeedfc82b6625e302f33230040d1263c1ffa77bbbe43c87a734
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | thinqpbo-0.1.5-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 523.4 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
1c037e96e504d0176e7c25958d924b5e5b13f3edf3fe04e66997b759208d1f18
|
|
BLAKE2b-256 checksum How to use checksums |
f66cf9591f65cd20a28c8bf7def5047f29452d99aa3a3f8bcdf8bfe8c8688f19
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp36-cp36m-win_amd64.whl
| Download URL | thinqpbo-0.1.5-cp36-cp36m-win_amd64.whl |
|---|---|
| Size | 95.4 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Windows x86-64 |
|
SHA-256 checksum How to use checksums |
a18d8b29cf2bedbdc0cb8f91b4599d5b416055aa54f92608dc4eb4b19688874c
|
|
BLAKE2b-256 checksum How to use checksums |
f31e9400f9aa50793bd2ea44446c558d36a9c43fdaec7f776c9d92782292a1e8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp36-cp36m-win32.whl
| Download URL | thinqpbo-0.1.5-cp36-cp36m-win32.whl |
|---|---|
| Size | 84.5 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Windows x86-32 |
|
SHA-256 checksum How to use checksums |
a8cebf0609caa86a73ba7a489a2854eeb0e6c0da129faab46bc0d986325547f6
|
|
BLAKE2b-256 checksum How to use checksums |
1f796fa98ae10ade9100c659237b1db74f81e9a6bbc57530b6b0e1b9546b2806
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp36-cp36m-musllinux_1_2_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp36-cp36m-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
6a0c7a8a7d592150ad9faf12628f01c01236505ed132a3dda381ee4c865a270b
|
|
BLAKE2b-256 checksum How to use checksums |
2533b2139752d5c8152d1a3de584fce17fe6fc58ece4f6cddfc13242223abcc9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp36-cp36m-musllinux_1_2_i686.whl
| Download URL | thinqpbo-0.1.5-cp36-cp36m-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.7 MB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
dd9a655357f10d451789151cdc20f5ee17d92b0aeabfa929140c05b37138ea52
|
|
BLAKE2b-256 checksum How to use checksums |
80b8e0563c83c3c1df8b9a60aa3b6397daefc44787d403225c38cf966619c802
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | thinqpbo-0.1.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 546.6 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
1947bc8d150da8621bfffa37e86e29ce786b348d098098a12d8d7c1260cc326a
|
|
BLAKE2b-256 checksum How to use checksums |
53acf46e5da63c849c5fc42ca3fb321adcdd9966692d2a427e11c0f1ebdd814a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency logRelease files / thinqpbo-0.1.5-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | thinqpbo-0.1.5-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 515.7 kB |
| Tags | CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
3405a1f7510f0877ea5e59ee8f814a316435f5bb99bb93458b361b59476a2210
|
|
BLAKE2b-256 checksum How to use checksums |
f25c03fb102392026344deb5dd2d4126136d9976c3cfe7fd138ddf4b54b71113
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.12.9
|
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 Apr 4, 2025.
Transparency log
