qntz

Vector quantization primitives for approximate nearest neighbor search: RaBitQ (1-8 bit), ternary quantization, bit packing, and Hamming distance. Backed by a Rust implementation.

Python bindings for the qntz Rust crate.

Install

pip install qntz

Quick start

import qntz

# RaBitQ quantization (1-8 bits per dimension)
dim = 32
quantizer = qntz.RaBitQQuantizer(dim, seed=42, total_bits=4)
vector = [float(i) * 0.1 for i in range(dim)]
qv = quantizer.quantize(vector)
query = [float(i) * 0.05 for i in range(dim)]
dist = quantizer.approximate_distance(query, qv)

# Ternary quantization ({-1, 0, +1} per dimension)
tq = qntz.TernaryQuantizer(4, threshold_high=0.3, threshold_low=-0.3, normalize=False)
a = tq.quantize([0.5, -0.5, 0.1, -0.1])
b = tq.quantize([0.5, 0.5, 0.0, -0.5])
sim = qntz.ternary_cosine_similarity(a, b)

# Bit packing and Hamming distance
packed_a = qntz.pack_binary([1, 0, 1, 0, 1, 0, 1, 0])
packed_b = qntz.pack_binary([1, 1, 1, 0, 0, 0, 1, 0])
dist = qntz.hamming_distance(packed_a, packed_b)  # 2

API

Name	Description
`RaBitQQuantizer`	Quantizer using randomized Hadamard rotation, 1-8 bits/dim
`RaBitQQuantizer.fit`	Fit centroid from training vectors
`RaBitQQuantizer.quantize`	Quantize a single vector, returns `QuantizedVector`
`RaBitQQuantizer.approximate_distance`	Approximate Euclidean distance to a quantized vector
`RaBitQQuantizer.approximate_l2_sqr`	Approximate squared L2 distance to a quantized vector
`TernaryQuantizer`	Maps each dimension to {-1, 0, +1} via thresholds
`TernaryQuantizer.fit`	Fit adaptive thresholds from training vectors
`TernaryQuantizer.quantize`	Quantize a single vector, returns `TernaryVector`
`pack_binary`	Pack 0/1 values into a compact bitfield
`unpack_binary`	Unpack a bitfield back to one byte per bit
`hamming_distance`	Hamming distance between two packed bit-vectors
`asymmetric_inner_product`	f32 query vs packed 1-bit codes inner product
`asymmetric_l2_squared`	f32 query vs packed 1-bit codes L2 squared
`ternary_inner_product`	Inner product between two ternary vectors
`ternary_cosine_similarity`	Cosine similarity between two ternary vectors
`ternary_hamming`	Hamming distance between two ternary vectors
`ternary_asymmetric_inner_product`	f32 query vs ternary codes inner product
`ternary_asymmetric_cosine_distance`	f32 query vs ternary codes cosine distance

numpy support

All functions accept numpy arrays or Python lists. Packed outputs are numpy uint8 arrays.

License

MIT OR Apache-2.0

Download files

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

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

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

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (375.6 kB view details)

Uploaded Jul 7, 2026 PyPymanylinux: glibc 2.17+ x86-64

qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (371.5 kB view details)

Uploaded Jul 7, 2026 PyPymanylinux: glibc 2.17+ ARM64

qntz-0.1.2-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (371.5 kB view details)

Uploaded Jul 7, 2026 CPython 3.15tmanylinux: glibc 2.17+ x86-64

qntz-0.1.2-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (371.4 kB view details)

Uploaded Jul 7, 2026 CPython 3.15manylinux: glibc 2.17+ x86-64

qntz-0.1.2-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (371.7 kB view details)

Uploaded Jul 7, 2026 CPython 3.14tmanylinux: glibc 2.17+ x86-64

qntz-0.1.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (363.3 kB view details)

Uploaded Jul 7, 2026 CPython 3.14tmanylinux: glibc 2.17+ ARM64

qntz-0.1.2-cp314-cp314-win_amd64.whl (220.0 kB view details)

Uploaded Jul 7, 2026 CPython 3.14Windows x86-64

qntz-0.1.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (371.0 kB view details)

Uploaded Jul 7, 2026 CPython 3.14manylinux: glibc 2.17+ x86-64

qntz-0.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (364.6 kB view details)

Uploaded Jul 7, 2026 CPython 3.14manylinux: glibc 2.17+ ARM64

qntz-0.1.2-cp314-cp314-macosx_11_0_arm64.whl (332.6 kB view details)

Uploaded Jul 7, 2026 CPython 3.14macOS 11.0+ ARM64

qntz-0.1.2-cp314-cp314-macosx_10_12_x86_64.whl (335.2 kB view details)

Uploaded Jul 7, 2026 CPython 3.14macOS 10.12+ x86-64

qntz-0.1.2-cp313-cp313-win_amd64.whl (219.8 kB view details)

Uploaded Jul 7, 2026 CPython 3.13Windows x86-64

qntz-0.1.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (370.9 kB view details)

Uploaded Jul 7, 2026 CPython 3.13manylinux: glibc 2.17+ x86-64

qntz-0.1.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (364.3 kB view details)

Uploaded Jul 7, 2026 CPython 3.13manylinux: glibc 2.17+ ARM64

qntz-0.1.2-cp313-cp313-macosx_11_0_arm64.whl (332.2 kB view details)

Uploaded Jul 7, 2026 CPython 3.13macOS 11.0+ ARM64

qntz-0.1.2-cp313-cp313-macosx_10_12_x86_64.whl (334.9 kB view details)

Uploaded Jul 7, 2026 CPython 3.13macOS 10.12+ x86-64

qntz-0.1.2-cp312-cp312-win_amd64.whl (220.1 kB view details)

Uploaded Jul 7, 2026 CPython 3.12Windows x86-64

qntz-0.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (371.9 kB view details)

Uploaded Jul 7, 2026 CPython 3.12manylinux: glibc 2.17+ x86-64

qntz-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (364.8 kB view details)

Uploaded Jul 7, 2026 CPython 3.12manylinux: glibc 2.17+ ARM64

qntz-0.1.2-cp312-cp312-macosx_11_0_arm64.whl (332.7 kB view details)

Uploaded Jul 7, 2026 CPython 3.12macOS 11.0+ ARM64

qntz-0.1.2-cp312-cp312-macosx_10_12_x86_64.whl (335.6 kB view details)

Uploaded Jul 7, 2026 CPython 3.12macOS 10.12+ x86-64

qntz-0.1.2-cp311-cp311-win_amd64.whl (222.3 kB view details)

Uploaded Jul 7, 2026 CPython 3.11Windows x86-64

qntz-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (374.2 kB view details)

Uploaded Jul 7, 2026 CPython 3.11manylinux: glibc 2.17+ x86-64

qntz-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (370.1 kB view details)

Uploaded Jul 7, 2026 CPython 3.11manylinux: glibc 2.17+ ARM64

qntz-0.1.2-cp311-cp311-macosx_11_0_arm64.whl (334.7 kB view details)

Uploaded Jul 7, 2026 CPython 3.11macOS 11.0+ ARM64

qntz-0.1.2-cp311-cp311-macosx_10_12_x86_64.whl (338.0 kB view details)

Uploaded Jul 7, 2026 CPython 3.11macOS 10.12+ x86-64

qntz-0.1.2-cp310-cp310-win_amd64.whl (222.2 kB view details)

Uploaded Jul 7, 2026 CPython 3.10Windows x86-64

qntz-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (374.2 kB view details)

Uploaded Jul 7, 2026 CPython 3.10manylinux: glibc 2.17+ x86-64

qntz-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (370.2 kB view details)

Uploaded Jul 7, 2026 CPython 3.10manylinux: glibc 2.17+ ARM64

File details

Details for the file qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Jul 7, 2026
Size: 375.6 kB
Tags: PyPy, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`5286dc04018ea3729ccd6753e5f0bb0813eda9cadcdfc86dfa8906e9feee39d0`
MD5	`59ec44f93a1d19854ecd92e9cd25fe18`
BLAKE2b-256	`4ede1ce527b6256fafe6b793e837c5300ac43f81d227df9907c2ae3550fdcc9b`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 5286dc04018ea3729ccd6753e5f0bb0813eda9cadcdfc86dfa8906e9feee39d0
- Sigstore transparency entry: 2105025175
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Jul 7, 2026
Size: 371.5 kB
Tags: PyPy, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`0e28050d0c09a749a019e160ceb16fc296ce8acbd4f5dc89cc09826b620e1afd`
MD5	`33643df50eacafa76b08ebe2a33f1a8f`
BLAKE2b-256	`085e91b7f4d0086ba050d94eddaef3c0cd0a6bc50c96a8430ceacca560d1ab34`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: 0e28050d0c09a749a019e160ceb16fc296ce8acbd4f5dc89cc09826b620e1afd
- Sigstore transparency entry: 2105025949
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Jul 7, 2026
Size: 371.5 kB
Tags: CPython 3.15t, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`800e20e0c40e7c484a16f920dae43b375c255c4fe457f678680509d0073edad0`
MD5	`ecfb89a1373903327ed2368e5666d5dd`
BLAKE2b-256	`d3f2ddb9b2c4d624e4385e122c2705d315926da6e02eb7413e974f968980db6a`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 800e20e0c40e7c484a16f920dae43b375c255c4fe457f678680509d0073edad0
- Sigstore transparency entry: 2105026249
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Jul 7, 2026
Size: 371.4 kB
Tags: CPython 3.15, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`ddad497f25afe19ab70fde10ecc665f837836b53ef53e550553bc8481e58ce0a`
MD5	`5613b2061d714c482f438febe2a8503d`
BLAKE2b-256	`52f34dfa22b6229a065f8b054b96fe18050f4abb7503eecd27de2b4627de5f78`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: ddad497f25afe19ab70fde10ecc665f837836b53ef53e550553bc8481e58ce0a
- Sigstore transparency entry: 2105029766
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Jul 7, 2026
Size: 371.7 kB
Tags: CPython 3.14t, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`beeeade101c709d79f204307239bc8667c0519dbb0a163c57b71a48c9dc1aa2e`
MD5	`1b9db3881bb33e24bdd8c76db74bf9d7`
BLAKE2b-256	`2ff266744ad25e364ea206a88a510054e467a995e428e72b76c6f1c602b8e683`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: beeeade101c709d79f204307239bc8667c0519dbb0a163c57b71a48c9dc1aa2e
- Sigstore transparency entry: 2105030117
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: qntz-0.1.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Jul 7, 2026
Size: 363.3 kB
Tags: CPython 3.14t, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`330aec6e65dd34b0d56d4f4be25d93673d14f908779778140be8b573a5905d28`
MD5	`a8668bbc4162c9ec1ead6555766986ea`
BLAKE2b-256	`0927e9c3bbc96db910455588caa978267b716cdd57e57a422dfdd7bb607244e6`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: 330aec6e65dd34b0d56d4f4be25d93673d14f908779778140be8b573a5905d28
- Sigstore transparency entry: 2105026792
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp314-cp314-win_amd64.whl.

File metadata

Download URL: qntz-0.1.2-cp314-cp314-win_amd64.whl
Upload date: Jul 7, 2026
Size: 220.0 kB
Tags: CPython 3.14, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp314-cp314-win_amd64.whl
Algorithm	Hash digest
SHA256	`dd4e890f864f8e5bc736dc636cfac195594cea86f01fcf226a3e4e224744466a`
MD5	`770aa30a7d2a5aa5dee656da8a9d98c6`
BLAKE2b-256	`f6e27e9a2118d77bf23fc35f282c5940aa677d9450a782b190deaacfde1dd449`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp314-cp314-win_amd64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp314-cp314-win_amd64.whl
- Subject digest: dd4e890f864f8e5bc736dc636cfac195594cea86f01fcf226a3e4e224744466a
- Sigstore transparency entry: 2105023876
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Jul 7, 2026
Size: 371.0 kB
Tags: CPython 3.14, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`dcc0f02ba583368ae704c2051a44ae8aa62841ea650a2067cdcc9c25fe5c8724`
MD5	`313bc40b5549559ac2e0ab7501addf18`
BLAKE2b-256	`eae55aedff119a7cfd890b8654e46b61cb7ccba65a386311949e1ff21cea90d7`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: dcc0f02ba583368ae704c2051a44ae8aa62841ea650a2067cdcc9c25fe5c8724
- Sigstore transparency entry: 2105025696
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: qntz-0.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Jul 7, 2026
Size: 364.6 kB
Tags: CPython 3.14, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`102c164b5b166605c2fd99e4e102104d33c439fe05b1c158a22d51a67070099c`
MD5	`a98349cbd4da24e44442877349d706ef`
BLAKE2b-256	`65563a80264b50271b17d6c1b588c738b48de59274d82bce6e8618ab4ee910e2`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: 102c164b5b166605c2fd99e4e102104d33c439fe05b1c158a22d51a67070099c
- Sigstore transparency entry: 2105023698
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

Download URL: qntz-0.1.2-cp314-cp314-macosx_11_0_arm64.whl
Upload date: Jul 7, 2026
Size: 332.6 kB
Tags: CPython 3.14, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp314-cp314-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`831c9cf5d82cce4c6e9729e704dacb268924917f75cd7fb83616627ceff8b6d1`
MD5	`2508b03d42d518e28168a3409db68c93`
BLAKE2b-256	`c8e85753f5ac892804851a4dc6df2490a4212f09ee454e9ca254c2053013a537`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp314-cp314-macosx_11_0_arm64.whl
- Subject digest: 831c9cf5d82cce4c6e9729e704dacb268924917f75cd7fb83616627ceff8b6d1
- Sigstore transparency entry: 2105027149
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp314-cp314-macosx_10_12_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp314-cp314-macosx_10_12_x86_64.whl
Upload date: Jul 7, 2026
Size: 335.2 kB
Tags: CPython 3.14, macOS 10.12+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp314-cp314-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`11a4694bbe5bac10edd720cfa34df7b056eaecc8523cbc00ea06704793a2f240`
MD5	`b49e451724b0d06d509a65efe0a85080`
BLAKE2b-256	`4ca1a4f829d14b24b54eed61f2a0d71771a573dee454ba069e1eee617369ba8b`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp314-cp314-macosx_10_12_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp314-cp314-macosx_10_12_x86_64.whl
- Subject digest: 11a4694bbe5bac10edd720cfa34df7b056eaecc8523cbc00ea06704793a2f240
- Sigstore transparency entry: 2105026465
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp313-cp313-win_amd64.whl.

File metadata

Download URL: qntz-0.1.2-cp313-cp313-win_amd64.whl
Upload date: Jul 7, 2026
Size: 219.8 kB
Tags: CPython 3.13, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp313-cp313-win_amd64.whl
Algorithm	Hash digest
SHA256	`60c7e90ce3936199bfde0e209df54c862ccb2fc27f3049c1ae3997b8b595f13c`
MD5	`536edd333f0e0b2e9da8a85f611c6bd7`
BLAKE2b-256	`59b97740e58f5d7c5a7601fc3eb633cd5e2f0b643d45c1c9a687c538fcc9f8bf`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp313-cp313-win_amd64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp313-cp313-win_amd64.whl
- Subject digest: 60c7e90ce3936199bfde0e209df54c862ccb2fc27f3049c1ae3997b8b595f13c
- Sigstore transparency entry: 2105024090
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Jul 7, 2026
Size: 370.9 kB
Tags: CPython 3.13, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`160d7ba8787c05f446cf32fbd6e937c3d37ea1409e91170cf27a8de99698036c`
MD5	`d332087c3382d9e3e61baf2653bbb746`
BLAKE2b-256	`44a324e899dbe95d9c3b03e7ed68619b9c9b20554bfa6c9434da4af5223ddeb2`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 160d7ba8787c05f446cf32fbd6e937c3d37ea1409e91170cf27a8de99698036c
- Sigstore transparency entry: 2105022811
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: qntz-0.1.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Jul 7, 2026
Size: 364.3 kB
Tags: CPython 3.13, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`8936ac318ee7707bc7019b38516c34c839f38d028c69786061c3baaef49dca00`
MD5	`34e55c9f3c33363d87fea28996e4c11e`
BLAKE2b-256	`ae00848d146fe238cd857a67452c28f9048a564acf743265d8ad09855935745a`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: 8936ac318ee7707bc7019b38516c34c839f38d028c69786061c3baaef49dca00
- Sigstore transparency entry: 2105029390
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

Download URL: qntz-0.1.2-cp313-cp313-macosx_11_0_arm64.whl
Upload date: Jul 7, 2026
Size: 332.2 kB
Tags: CPython 3.13, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp313-cp313-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`e8f73d861340c656f77bc7541f4d719e61cddb7d00e6720ef5d294090a0cc090`
MD5	`b41a05ff86cd936370ee8d566a254cdf`
BLAKE2b-256	`eee3cf232a71ce849cfaacec3a68cd0a616630893b0cbbf156a03fcf4b1589f7`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp313-cp313-macosx_11_0_arm64.whl
- Subject digest: e8f73d861340c656f77bc7541f4d719e61cddb7d00e6720ef5d294090a0cc090
- Sigstore transparency entry: 2105024270
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp313-cp313-macosx_10_12_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp313-cp313-macosx_10_12_x86_64.whl
Upload date: Jul 7, 2026
Size: 334.9 kB
Tags: CPython 3.13, macOS 10.12+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp313-cp313-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`15b0a78c4369fbe8d9dc74f598a62df4e96b60a9625b3c1690b70c7f3380bd26`
MD5	`3a35e7cfe2b48668a41fa5c68567fc8f`
BLAKE2b-256	`34f29d83ae13da3cd809b1e69afca09798e9c4d1dbfd698e8c6e735c712a001e`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp313-cp313-macosx_10_12_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp313-cp313-macosx_10_12_x86_64.whl
- Subject digest: 15b0a78c4369fbe8d9dc74f598a62df4e96b60a9625b3c1690b70c7f3380bd26
- Sigstore transparency entry: 2105025329
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp312-cp312-win_amd64.whl.

File metadata

Download URL: qntz-0.1.2-cp312-cp312-win_amd64.whl
Upload date: Jul 7, 2026
Size: 220.1 kB
Tags: CPython 3.12, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp312-cp312-win_amd64.whl
Algorithm	Hash digest
SHA256	`f7834c67283adc3fec2d9c29868866830af1f582d4cc980c589f02363ec4a607`
MD5	`07e840664db1c0b7440dea42fff9ad0f`
BLAKE2b-256	`913c7b58c5ab9c9885202d7632a9fbb1c735e9b42f6b60dd8555fcae176f996a`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp312-cp312-win_amd64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp312-cp312-win_amd64.whl
- Subject digest: f7834c67283adc3fec2d9c29868866830af1f582d4cc980c589f02363ec4a607
- Sigstore transparency entry: 2105027978
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Jul 7, 2026
Size: 371.9 kB
Tags: CPython 3.12, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`cbadc67305d4494a6e56a8427a33d38e9039f70c578857bbec430ce3cd760661`
MD5	`b2ca19df9b5091ea0368e2ae8bfb8260`
BLAKE2b-256	`677788fa0b3cd18697d856625176d6a132bb44cf99ff99bb66f0b99dd0a3e415`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: cbadc67305d4494a6e56a8427a33d38e9039f70c578857bbec430ce3cd760661
- Sigstore transparency entry: 2105022649
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: qntz-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Jul 7, 2026
Size: 364.8 kB
Tags: CPython 3.12, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`a2c4a941e224d2da10efbf964725be71c09217526b803c764b397012e6248d01`
MD5	`fc146a4a2656109e95733f4c5effa95c`
BLAKE2b-256	`91b0ce0829e5021c92c88a12390c400c048a0a0e68610776a2359ebb60b57d44`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: a2c4a941e224d2da10efbf964725be71c09217526b803c764b397012e6248d01
- Sigstore transparency entry: 2105029027
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

Download URL: qntz-0.1.2-cp312-cp312-macosx_11_0_arm64.whl
Upload date: Jul 7, 2026
Size: 332.7 kB
Tags: CPython 3.12, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp312-cp312-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`0806c3266ef3eb11aea73720ba7708408553db490726ddf2ffea86c1b4fe6deb`
MD5	`2e25e0ca73b67a88b0d7948cb1a82ec3`
BLAKE2b-256	`2c0eecdafedb77b88ba18b77f9bd8ec6387d74bba9047793e29354a266927228`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp312-cp312-macosx_11_0_arm64.whl
- Subject digest: 0806c3266ef3eb11aea73720ba7708408553db490726ddf2ffea86c1b4fe6deb
- Sigstore transparency entry: 2105027562
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp312-cp312-macosx_10_12_x86_64.whl
Upload date: Jul 7, 2026
Size: 335.6 kB
Tags: CPython 3.12, macOS 10.12+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`0513cb12e2301999bfda42bc7d28bf98906a97f04bd1bb3989a1fc3be87f9e87`
MD5	`b4e2064b828b43302f742da4e0475fbf`
BLAKE2b-256	`01ba5641b5f413ee969dbc180643694442089dfa931a7d40d2dac7b0b35e65d5`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp312-cp312-macosx_10_12_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp312-cp312-macosx_10_12_x86_64.whl
- Subject digest: 0513cb12e2301999bfda42bc7d28bf98906a97f04bd1bb3989a1fc3be87f9e87
- Sigstore transparency entry: 2105024769
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp311-cp311-win_amd64.whl.

File metadata

Download URL: qntz-0.1.2-cp311-cp311-win_amd64.whl
Upload date: Jul 7, 2026
Size: 222.3 kB
Tags: CPython 3.11, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp311-cp311-win_amd64.whl
Algorithm	Hash digest
SHA256	`b0fe7f30592b92b22e7397617c8eda2bd5712f0bec962a028a16f2890addea6b`
MD5	`f22ff2e3d1edb5f31cca7429b67d6b2f`
BLAKE2b-256	`8fc0a88e44940dbd9c178c52d83d5d8a79831999857a6dabd41386f53aa2c093`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp311-cp311-win_amd64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp311-cp311-win_amd64.whl
- Subject digest: b0fe7f30592b92b22e7397617c8eda2bd5712f0bec962a028a16f2890addea6b
- Sigstore transparency entry: 2105024957
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Jul 7, 2026
Size: 374.2 kB
Tags: CPython 3.11, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`b54c0b90260ccb7ca6e8c0143a2d4a61a64e08aeb5566ef9ad755146e4d058a8`
MD5	`bac17f44be8970ef25601da2e148ea52`
BLAKE2b-256	`6c350b5b86e3203aa7e715e368f100787fb8309b8b0e087651807f3fbd4bdb0f`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: b54c0b90260ccb7ca6e8c0143a2d4a61a64e08aeb5566ef9ad755146e4d058a8
- Sigstore transparency entry: 2105023475
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: qntz-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Jul 7, 2026
Size: 370.1 kB
Tags: CPython 3.11, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`ed93fcd48d0c645186c8451e23a085a1476c736dc698e501295d10ceae045fce`
MD5	`a9f4096d5d4fe079f00503c79529da1f`
BLAKE2b-256	`748ad8dfeef950d2d7e61fa48e6fc096bddd5c22a40972d32f4085ba3adc4ca5`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: ed93fcd48d0c645186c8451e23a085a1476c736dc698e501295d10ceae045fce
- Sigstore transparency entry: 2105028295
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

Download URL: qntz-0.1.2-cp311-cp311-macosx_11_0_arm64.whl
Upload date: Jul 7, 2026
Size: 334.7 kB
Tags: CPython 3.11, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`8ed8b676f7e0de9e68bbe780e27d94f9f63604c1da5a52b40dac6212e530a8f7`
MD5	`7715aa3cfbb5842749866764f4eec47d`
BLAKE2b-256	`b4d4f63c11c2e4d761c7518e71109e77a31cba58df59237d2b0a5a60b4ac5164`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp311-cp311-macosx_11_0_arm64.whl
- Subject digest: 8ed8b676f7e0de9e68bbe780e27d94f9f63604c1da5a52b40dac6212e530a8f7
- Sigstore transparency entry: 2105024552
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp311-cp311-macosx_10_12_x86_64.whl
Upload date: Jul 7, 2026
Size: 338.0 kB
Tags: CPython 3.11, macOS 10.12+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm	Hash digest
SHA256	`04cd10faf2b53a2301485e444de6b70ba87a2157c5c69f603de42743ab9ef663`
MD5	`307d7139b03ac3950ef8488259178182`
BLAKE2b-256	`01062a006b5c25dc22b205d5875a448fa2805f663b4cfc5ba02d7cf03a7bdfec`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp311-cp311-macosx_10_12_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp311-cp311-macosx_10_12_x86_64.whl
- Subject digest: 04cd10faf2b53a2301485e444de6b70ba87a2157c5c69f603de42743ab9ef663
- Sigstore transparency entry: 2105023050
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp310-cp310-win_amd64.whl.

File metadata

Download URL: qntz-0.1.2-cp310-cp310-win_amd64.whl
Upload date: Jul 7, 2026
Size: 222.2 kB
Tags: CPython 3.10, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp310-cp310-win_amd64.whl
Algorithm	Hash digest
SHA256	`38fbc17b1447f21821312b5790a48a251609e7ab2e86f4a167b2470f267338bf`
MD5	`c31893e16c9104055b2c8a9f101f6d69`
BLAKE2b-256	`f044e91afec7b9ae7d5f05b66901e353fd6d4e879ddcc0dff482716ab6c1bc33`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp310-cp310-win_amd64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp310-cp310-win_amd64.whl
- Subject digest: 38fbc17b1447f21821312b5790a48a251609e7ab2e86f4a167b2470f267338bf
- Sigstore transparency entry: 2105028690
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: qntz-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Jul 7, 2026
Size: 374.2 kB
Tags: CPython 3.10, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`008ff52b90b19dacf8f54f527dec3cc322a4eed336fedc63d431ff0457f4fd57`
MD5	`fbfed292f5d4075e4fe07ec73c25b575`
BLAKE2b-256	`86b6588ed854d3e5ae49cc262818004e27b5b06a7ae37e086cbc2fbae6653d7f`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 008ff52b90b19dacf8f54f527dec3cc322a4eed336fedc63d431ff0457f4fd57
- Sigstore transparency entry: 2105025500
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

File details

Details for the file qntz-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

Download URL: qntz-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Upload date: Jul 7, 2026
Size: 370.2 kB
Tags: CPython 3.10, manylinux: glibc 2.17+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for qntz-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`48e7e8805972ff6e2f9807ce7e091925b613bd3b4e9e2bcac9b377e65013bae0`
MD5	`c755ae7bfe47e4478c82062be4e5d997`
BLAKE2b-256	`8719e339554d188f68353c94dc885e52617c37ccc27705060f734f87a55c3415`

See more details on using hashes here.

Provenance

The following attestation bundles were made for qntz-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish-pypi.yml on arclabs561/qntz

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: qntz-0.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: 48e7e8805972ff6e2f9807ce7e091925b613bd3b4e9e2bcac9b377e65013bae0
- Sigstore transparency entry: 2105023288
- Sigstore integration time: Jul 7, 2026
Source repository:
- Permalink: arclabs561/qntz@e25fb8343de51f48c01116b706a48da37d470544
- Branch / Tag: refs/tags/python-v0.1.2
- Owner: https://github.com/arclabs561
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi.yml@e25fb8343de51f48c01116b706a48da37d470544
- Trigger Event: push

Release history Release notifications | RSS feed

0.1.3

Jul 7, 2026

This release

0.1.2

Jul 7, 2026

0.1.1

Mar 22, 2026

0.1.0

Mar 21, 2026

qntz 0.1.2

qntz

Install

Quick start

API

numpy support

License

Project links

Key dates

1 maintainer

Credits

GitHub Statistics

License

Requires

Tags

Classifiers

Download files

Source Distributions

Built Distributions

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details

File metadata

File hashes

Provenance

File details