propaq

Fast Heisenberg-picture propagation for quantum circuit simulation, with a parallel Rust backend!

propaq features the following:

Hybrid Schrodinger-Heisenberg simulation for quantum circuits, with functionality for both Pauli and Majorana propagation.
Support for both Pauli and Majorana propagation, with integration with Qiskit and Cirq.
Support for custom, composable noise models and truncation policies, written in C, Rust, AOT Julia, or Python via a plugin ABI.
Support to define fast paths for custom unitary gates.
Logging and profiling capabilities for propagation runs, as well as lazy I/O operations for saving and loading results.
Extrapolation methods for estimating expectation values in the limit of zero noise and/or zero truncation error.
Surrogate/Symbolic propagation for computing expectation values of parameterized circuits, i.e. for variational quantum algorithms.

propaq implements the algorithms described in:

M. S. Rudolph, T. Jones, Y. Teng, A. Angrisani, and Z. Holmes, "Pauli Propagation: A Computational Framework for Simulating Quantum Systems," May 27, 2025, arXiv: arXiv:2505.21606. doi: 10.48550/arXiv.2505.21606.

A. Miller et al., "Simulation of Fermionic circuits using Majorana Propagation," Dec. 16, 2025, arXiv: arXiv:2503.18939. doi: 10.48550/arXiv.2503.18939.

Installation

pip install propaq

Requires Python 3.10+ and a pre-built wheel for your platform (Linux x86-64, macOS, Windows).

The core install pulls in only numpy, scipy, qiskit and tqdm. Framework integrations are opt-in extras:

pip install "propaq[cirq,ffsim,openfermion,hybrid]"

Extra	Enables
`cirq`	Building circuits from Cirq, and `register_cirq_gate`
`ffsim`	The `from_ffsim_*` circuit constructors and `MajoranaTermSum.from_ffsim`
`openfermion`	Converting OpenFermion fermionic operators into propaq observables
`hybrid`	`propaq.hybrid`: hybrid Schrodinger-Heisenberg expectation values against a `quimb` MPS

For development, clone the repo and install with:

pip install -e .[dev]

which will install the Rust toolchain and build the Rust backend from source via maturin. You can also build the Rust backend manually with maturin develop or maturin build and then install the resulting wheel with pip install target/wheels/propaq-*.whl. We also recommend installing pre-commit hooks via

pre-commit install

Quick start

import numpy as np
from qiskit import QuantumCircuit
from qiskit.circuit.library import XXPlusYYGate, RZGate, SwapGate
from qiskit.quantum_info import SparsePauliOp

from propaq.circuits import MajoranaCircuit
from propaq.datatypes import MajoranaTermSum
from propaq.noise import UniformNoiseModel
from propaq.propagators import MajoranaPropagator
from propaq.truncation import TruncationPolicy

# Build a random 4-qubit circuit
qc = QuantumCircuit(4)
qc.append(XXPlusYYGate(np.pi / 4, 0.0), [0, 1])
qc.append(RZGate(np.pi / 3), [2])
qc.append(SwapGate(), [2, 3])

# Observable: sum of single-site X operators
observable = SparsePauliOp.from_list([
    ("XIII", 1.0), ("IXII", 1.0), ("IIXI", 1.0), ("IIIX", 1.0)
])

# Convert to propaq types
mc = MajoranaCircuit.from_qiskit(qc, n_modes=2 * qc.num_qubits)
mts = MajoranaTermSum.from_sparse_pauli_op(observable)

# Build propagator with noise and truncation
prop = MajoranaPropagator(
    noise=UniformNoiseModel(damping=0.001),
    truncation=TruncationPolicy(weight_cutoff=10, coeff_cutoff=1e-5),
)

# Back-propagate and evaluate
result = prop.expectation_value(mts, mc, initial_state=0)
print("Expectation value:", result.expectation_value)

For a more detailed introduction, see the documentation:

Getting started - installation, quickstart, core concepts
Guides - truncation, noise, surrogate propagation, extrapolation, streaming, plugins
Examples - the notebooks under examples/, rendered
API reference

Building the docs locally

pip install -e ".[docs]"
mkdocs serve

Citation

If you use propaq in your research, please cite:

@misc{Propaq,
      title={Propaq: A Python package for Heisenberg Propagation}, 
      author={Hrishikesh Belagali and Ryan LaRose},
      year={2026},
      eprint={2609.07730},
      archivePrefix={arXiv},
      primaryClass={quant-ph},
      url={https://arxiv.org/abs/2609.07730}, 
}

License

MIT License

Copyright (c) 2026 Hrishikesh Belagali

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

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.

propaq-0.1.5-cp312-cp312-win_amd64.whl (3.0 MB view details)

Uploaded Sep 9, 2026 CPython 3.12Windows x86-64

propaq-0.1.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (26.2 MB view details)

Uploaded Sep 9, 2026 CPython 3.12manylinux: glibc 2.17+ x86-64

propaq-0.1.5-cp312-cp312-macosx_11_0_arm64.whl (2.8 MB view details)

Uploaded Sep 9, 2026 CPython 3.12macOS 11.0+ ARM64

propaq-0.1.5-cp311-cp311-win_amd64.whl (3.0 MB view details)

Uploaded Sep 9, 2026 CPython 3.11Windows x86-64

propaq-0.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (26.2 MB view details)

Uploaded Sep 9, 2026 CPython 3.11manylinux: glibc 2.17+ x86-64

propaq-0.1.5-cp311-cp311-macosx_11_0_arm64.whl (2.8 MB view details)

Uploaded Sep 9, 2026 CPython 3.11macOS 11.0+ ARM64

propaq-0.1.5-cp310-cp310-win_amd64.whl (3.0 MB view details)

Uploaded Sep 9, 2026 CPython 3.10Windows x86-64

propaq-0.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (26.2 MB view details)

Uploaded Sep 9, 2026 CPython 3.10manylinux: glibc 2.17+ x86-64

propaq-0.1.5-cp310-cp310-macosx_11_0_arm64.whl (2.8 MB view details)

Uploaded Sep 9, 2026 CPython 3.10macOS 11.0+ ARM64

File details

Details for the file propaq-0.1.5-cp312-cp312-win_amd64.whl.

File metadata

Download URL: propaq-0.1.5-cp312-cp312-win_amd64.whl
Upload date: Sep 9, 2026
Size: 3.0 MB
Tags: CPython 3.12, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for propaq-0.1.5-cp312-cp312-win_amd64.whl
Algorithm	Hash digest
SHA256	`803e9d8784693347734b2d6a527a570b18ce181726d81e9e973323c0a9cdd429`
MD5	`e7472bd5e9543fd6d5a5c07966d1a8b1`
BLAKE2b-256	`e430bfc32c6ba372f3ffa401e417026279c5a494d5f3fbd7c01b93c12f4634fb`

See more details on using hashes here.

Provenance

The following attestation bundles were made for propaq-0.1.5-cp312-cp312-win_amd64.whl:

Publisher: workflow.yml on hkbelagali/propaq

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: propaq-0.1.5-cp312-cp312-win_amd64.whl
- Subject digest: 803e9d8784693347734b2d6a527a570b18ce181726d81e9e973323c0a9cdd429
- Sigstore transparency entry: 2764823097
- Sigstore integration time: Sep 9, 2026
Source repository:
- Permalink: hkbelagali/propaq@0086ea1ced5004bbba2abec515d52c31ff32f172
- Branch / Tag: refs/tags/v0.1.5
- Owner: https://github.com/hkbelagali
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: workflow.yml@0086ea1ced5004bbba2abec515d52c31ff32f172
- Trigger Event: release

File details

Details for the file propaq-0.1.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: propaq-0.1.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Sep 9, 2026
Size: 26.2 MB
Tags: CPython 3.12, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for propaq-0.1.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`db4e4b07160d8492eb82ca6a7e3f998e83e5ac4d72b08cf574e786e4b7bf5623`
MD5	`96e637d9d70df9368982756936e4744c`
BLAKE2b-256	`1cc85a1a93c7a6c0c8449d99568070fdbcb9ee3ff11bb61337680eb93458d87c`

See more details on using hashes here.

Provenance

The following attestation bundles were made for propaq-0.1.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: workflow.yml on hkbelagali/propaq

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: propaq-0.1.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: db4e4b07160d8492eb82ca6a7e3f998e83e5ac4d72b08cf574e786e4b7bf5623
- Sigstore transparency entry: 2764823059
- Sigstore integration time: Sep 9, 2026
Source repository:
- Permalink: hkbelagali/propaq@0086ea1ced5004bbba2abec515d52c31ff32f172
- Branch / Tag: refs/tags/v0.1.5
- Owner: https://github.com/hkbelagali
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: workflow.yml@0086ea1ced5004bbba2abec515d52c31ff32f172
- Trigger Event: release

File details

Details for the file propaq-0.1.5-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

Download URL: propaq-0.1.5-cp312-cp312-macosx_11_0_arm64.whl
Upload date: Sep 9, 2026
Size: 2.8 MB
Tags: CPython 3.12, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for propaq-0.1.5-cp312-cp312-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`7cc831da24c03f34c4838137ce2162f651c3b19a7dac6c96dbee8478d9ca7ba3`
MD5	`ac8cba6a0303a94604cf6104098469b5`
BLAKE2b-256	`30e1188272afe18226d15c81d21cd3398c767ef3ba2640614d35272f615d9904`

See more details on using hashes here.

Provenance

The following attestation bundles were made for propaq-0.1.5-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: workflow.yml on hkbelagali/propaq

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: propaq-0.1.5-cp312-cp312-macosx_11_0_arm64.whl
- Subject digest: 7cc831da24c03f34c4838137ce2162f651c3b19a7dac6c96dbee8478d9ca7ba3
- Sigstore transparency entry: 2764822969
- Sigstore integration time: Sep 9, 2026
Source repository:
- Permalink: hkbelagali/propaq@0086ea1ced5004bbba2abec515d52c31ff32f172
- Branch / Tag: refs/tags/v0.1.5
- Owner: https://github.com/hkbelagali
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: workflow.yml@0086ea1ced5004bbba2abec515d52c31ff32f172
- Trigger Event: release

File details

Details for the file propaq-0.1.5-cp311-cp311-win_amd64.whl.

File metadata

Download URL: propaq-0.1.5-cp311-cp311-win_amd64.whl
Upload date: Sep 9, 2026
Size: 3.0 MB
Tags: CPython 3.11, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for propaq-0.1.5-cp311-cp311-win_amd64.whl
Algorithm	Hash digest
SHA256	`380355954dafc55945a46914e6e3dac180e10cfcd9d4f6fb982ab76cd7406aec`
MD5	`69d7653de0e64faf1918f48071da4190`
BLAKE2b-256	`6cfa9a8e756de12407b8cb199c82f50f563b0520db0367c1a1e3c17320853738`

See more details on using hashes here.

Provenance

The following attestation bundles were made for propaq-0.1.5-cp311-cp311-win_amd64.whl:

Publisher: workflow.yml on hkbelagali/propaq

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: propaq-0.1.5-cp311-cp311-win_amd64.whl
- Subject digest: 380355954dafc55945a46914e6e3dac180e10cfcd9d4f6fb982ab76cd7406aec
- Sigstore transparency entry: 2764823017
- Sigstore integration time: Sep 9, 2026
Source repository:
- Permalink: hkbelagali/propaq@0086ea1ced5004bbba2abec515d52c31ff32f172
- Branch / Tag: refs/tags/v0.1.5
- Owner: https://github.com/hkbelagali
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: workflow.yml@0086ea1ced5004bbba2abec515d52c31ff32f172
- Trigger Event: release

File details

Details for the file propaq-0.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: propaq-0.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Sep 9, 2026
Size: 26.2 MB
Tags: CPython 3.11, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for propaq-0.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`520983fdac7730d4320c384a919a9348e0cb24f6d848b2dadd65fa2a95743b31`
MD5	`1e03587b15ed7c9dd0ba591a6cbd09a5`
BLAKE2b-256	`c2175917f1819e11b712d8fa13e372d5b56553a36cc3c510b187113695940484`

See more details on using hashes here.

Provenance

The following attestation bundles were made for propaq-0.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: workflow.yml on hkbelagali/propaq

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: propaq-0.1.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: 520983fdac7730d4320c384a919a9348e0cb24f6d848b2dadd65fa2a95743b31
- Sigstore transparency entry: 2764823152
- Sigstore integration time: Sep 9, 2026
Source repository:
- Permalink: hkbelagali/propaq@0086ea1ced5004bbba2abec515d52c31ff32f172
- Branch / Tag: refs/tags/v0.1.5
- Owner: https://github.com/hkbelagali
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: workflow.yml@0086ea1ced5004bbba2abec515d52c31ff32f172
- Trigger Event: release

File details

Details for the file propaq-0.1.5-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

Download URL: propaq-0.1.5-cp311-cp311-macosx_11_0_arm64.whl
Upload date: Sep 9, 2026
Size: 2.8 MB
Tags: CPython 3.11, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for propaq-0.1.5-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`484926752fa23a7ad4e88481b2f9943bf5f96148b28579c4b4138f19eb373e09`
MD5	`06301920411f744782b9caf55eff360f`
BLAKE2b-256	`d75fbac7d44fdd7d486d08a4d5f3b4a21afd11bd807673540dc08ca81c52acb7`

See more details on using hashes here.

Provenance

The following attestation bundles were made for propaq-0.1.5-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: workflow.yml on hkbelagali/propaq

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: propaq-0.1.5-cp311-cp311-macosx_11_0_arm64.whl
- Subject digest: 484926752fa23a7ad4e88481b2f9943bf5f96148b28579c4b4138f19eb373e09
- Sigstore transparency entry: 2764823040
- Sigstore integration time: Sep 9, 2026
Source repository:
- Permalink: hkbelagali/propaq@0086ea1ced5004bbba2abec515d52c31ff32f172
- Branch / Tag: refs/tags/v0.1.5
- Owner: https://github.com/hkbelagali
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: workflow.yml@0086ea1ced5004bbba2abec515d52c31ff32f172
- Trigger Event: release

File details

Details for the file propaq-0.1.5-cp310-cp310-win_amd64.whl.

File metadata

Download URL: propaq-0.1.5-cp310-cp310-win_amd64.whl
Upload date: Sep 9, 2026
Size: 3.0 MB
Tags: CPython 3.10, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for propaq-0.1.5-cp310-cp310-win_amd64.whl
Algorithm	Hash digest
SHA256	`bc1d1e859c395059397a4daf41323fe68cefb4bfb2fcc2177373f87abc053887`
MD5	`7e2a0871f42d3866f3509f8152e2ef03`
BLAKE2b-256	`75c6a45355152965460bf4ec23656efaddbef71f3d2cc9390235fb0a8b07b71a`

See more details on using hashes here.

Provenance

The following attestation bundles were made for propaq-0.1.5-cp310-cp310-win_amd64.whl:

Publisher: workflow.yml on hkbelagali/propaq

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: propaq-0.1.5-cp310-cp310-win_amd64.whl
- Subject digest: bc1d1e859c395059397a4daf41323fe68cefb4bfb2fcc2177373f87abc053887
- Sigstore transparency entry: 2764822937
- Sigstore integration time: Sep 9, 2026
Source repository:
- Permalink: hkbelagali/propaq@0086ea1ced5004bbba2abec515d52c31ff32f172
- Branch / Tag: refs/tags/v0.1.5
- Owner: https://github.com/hkbelagali
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: workflow.yml@0086ea1ced5004bbba2abec515d52c31ff32f172
- Trigger Event: release

File details

Details for the file propaq-0.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

Download URL: propaq-0.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Upload date: Sep 9, 2026
Size: 26.2 MB
Tags: CPython 3.10, manylinux: glibc 2.17+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for propaq-0.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`ca594b2b4585e03b365430d170424b57e487542bb2026015985dbbfd6ad2f1cb`
MD5	`5c104580cdf7fa28f42ec97f7810603b`
BLAKE2b-256	`b3bd8f7758339d428074ae400aff553200732c96336bdb45ee13fd32537947d6`

See more details on using hashes here.

Provenance

The following attestation bundles were made for propaq-0.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: workflow.yml on hkbelagali/propaq

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: propaq-0.1.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Subject digest: ca594b2b4585e03b365430d170424b57e487542bb2026015985dbbfd6ad2f1cb
- Sigstore transparency entry: 2764822993
- Sigstore integration time: Sep 9, 2026
Source repository:
- Permalink: hkbelagali/propaq@0086ea1ced5004bbba2abec515d52c31ff32f172
- Branch / Tag: refs/tags/v0.1.5
- Owner: https://github.com/hkbelagali
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: workflow.yml@0086ea1ced5004bbba2abec515d52c31ff32f172
- Trigger Event: release

File details

Details for the file propaq-0.1.5-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

Download URL: propaq-0.1.5-cp310-cp310-macosx_11_0_arm64.whl
Upload date: Sep 9, 2026
Size: 2.8 MB
Tags: CPython 3.10, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for propaq-0.1.5-cp310-cp310-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`01bfca512f8392c99fb317125bb50b91a8e924cfa608800bfef27749c793d5b5`
MD5	`0c7827083eeecd5ca253d5b51b5b84c2`
BLAKE2b-256	`5b314fddf3dd21687e7a073e1fe7558cb13e3e547e19cddba6b7ad1a10e74202`

See more details on using hashes here.

Provenance

The following attestation bundles were made for propaq-0.1.5-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: workflow.yml on hkbelagali/propaq

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: propaq-0.1.5-cp310-cp310-macosx_11_0_arm64.whl
- Subject digest: 01bfca512f8392c99fb317125bb50b91a8e924cfa608800bfef27749c793d5b5
- Sigstore transparency entry: 2764823126
- Sigstore integration time: Sep 9, 2026
Source repository:
- Permalink: hkbelagali/propaq@0086ea1ced5004bbba2abec515d52c31ff32f172
- Branch / Tag: refs/tags/v0.1.5
- Owner: https://github.com/hkbelagali
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: workflow.yml@0086ea1ced5004bbba2abec515d52c31ff32f172
- Trigger Event: release

Release history Release notifications | RSS feed

This release

0.1.5 This release

Sep 9, 2026 9 files

0.1.4

Sep 2, 2026 9 files

0.1.3

Aug 12, 2026 9 files

0.1.2

Jul 31, 2026 9 files

propaq 0.1.5

propaq

Installation

Quick start

Building the docs locally

Citation

License

Project links

Key dates

1 maintainer

Credits

GitHub Statistics

License

Requires

Provides Extra

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

Release history Release notifications | RSS feed