PySwarm
Particle Swarm Optimization (PSO) for Python
pyswarm is a gradient-free, evolutionary optimization library for Python that implements Particle Swarm Optimization (PSO) with built-in support for constraints. It is lightweight, easy to use, and suitable for a wide range of optimization problems where gradient information is unavailable or impractical to compute.
Quick example
from pyswarm import pso
def objective(x):
x1, x2 = x
return x1**4 - 2 * x2 * x1**2 + x2**2 + x1**2 - 2 * x1 + 5
lb = [-3, -1]
ub = [2, 6]
result = pso(objective, lb, ub)
print("Optimal solution:", result.x) # → [1.0, 1.0]
print("Function value:", result.fun) # → 4.0
print("Converged:", result.success)
print("Reason:", result.message)
print("Iterations:", result.nit)
print("Evaluations:", result.nfev)
pso returns an OptimizeResult — a dict subclass with attribute
access, compatible with scipy.optimize.OptimizeResult.
Installation
pip install pyswarm
Requires Python 3.10+ and NumPy. See the full installation guide for uv, poetry, and source builds.
Documentation
- Theory — mathematical background, hierarchical basis, algorithms
- Quickstart — runnable examples
- API Reference — class and function signatures
- References — literature citations
License
BSD-3-Clause — see LICENSE.
2 maintainers
Metadata
2 maintainers
Release files for pyswarm 1.1.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| pyswarm-1.1.1.tar.gz | 284.4 kB | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| pyswarm-1.1.1-cp315-cp315t-win_amd64.whl | CPython 3.15 | CPython 3.15 free-threading | Windows x86-64 | Details |
| pyswarm-1.1.1-cp315-cp315t-musllinux_1_2_x86_64.whl | CPython 3.15 | CPython 3.15 free-threading | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.1-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.15 | CPython 3.15 free-threading | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pyswarm-1.1.1-cp315-cp315t-macosx_15_0_arm64.whl | CPython 3.15 | CPython 3.15 free-threading | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.1-cp315-cp315-win_amd64.whl | CPython 3.15 | CPython 3.15 | Windows x86-64 | Details |
| pyswarm-1.1.1-cp315-cp315-musllinux_1_2_x86_64.whl | CPython 3.15 | CPython 3.15 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.1-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.15 | CPython 3.15 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| pyswarm-1.1.1-cp315-cp315-macosx_15_0_arm64.whl | CPython 3.15 | CPython 3.15 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.1-cp314-cp314t-win_amd64.whl | CPython 3.14 | CPython 3.14 free-threading | Windows x86-64 | Details |
| pyswarm-1.1.1-cp314-cp314t-musllinux_1_2_x86_64.whl | CPython 3.14 | CPython 3.14 free-threading | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.14 | CPython 3.14 free-threading | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pyswarm-1.1.1-cp314-cp314t-macosx_15_0_arm64.whl | CPython 3.14 | CPython 3.14 free-threading | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.1-cp314-cp314-win_amd64.whl | CPython 3.14 | CPython 3.14 | Windows x86-64 | Details |
| pyswarm-1.1.1-cp314-cp314-musllinux_1_2_x86_64.whl | CPython 3.14 | CPython 3.14 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.14 | CPython 3.14 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pyswarm-1.1.1-cp314-cp314-macosx_15_0_arm64.whl | CPython 3.14 | CPython 3.14 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.1-cp313-cp313-win_amd64.whl | CPython 3.13 | CPython 3.13 | Windows x86-64 | Details |
| pyswarm-1.1.1-cp313-cp313-musllinux_1_2_x86_64.whl | CPython 3.13 | CPython 3.13 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.13 | CPython 3.13 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pyswarm-1.1.1-cp313-cp313-macosx_15_0_arm64.whl | CPython 3.13 | CPython 3.13 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.1-cp312-cp312-win_amd64.whl | CPython 3.12 | CPython 3.12 | Windows x86-64 | Details |
| pyswarm-1.1.1-cp312-cp312-musllinux_1_2_x86_64.whl | CPython 3.12 | CPython 3.12 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.12 | CPython 3.12 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pyswarm-1.1.1-cp312-cp312-macosx_15_0_arm64.whl | CPython 3.12 | CPython 3.12 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.1-cp311-cp311-win_amd64.whl | CPython 3.11 | CPython 3.11 | Windows x86-64 | Details |
| pyswarm-1.1.1-cp311-cp311-musllinux_1_2_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pyswarm-1.1.1-cp311-cp311-macosx_15_0_arm64.whl | CPython 3.11 | CPython 3.11 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.1-cp310-cp310-win_amd64.whl | CPython 3.10 | CPython 3.10 | Windows x86-64 | Details |
| pyswarm-1.1.1-cp310-cp310-musllinux_1_2_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pyswarm-1.1.1-cp310-cp310-macosx_15_0_arm64.whl | CPython 3.10 | CPython 3.10 | macOS 15.0+ ARM64 | Details |
Total release size: 29.1 MB
Release files / pyswarm-1.1.1.tar.gz
| Download URL | pyswarm-1.1.1.tar.gz |
|---|---|
| Size | 284.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
03328c2d738aff1888ef48efb272956a4af788a3ba3e7b479dffce03a69cca0e
|
|
BLAKE2b-256 checksum How to use checksums |
ffbdb217e2adafd3614cf97b2bbd51a4e69c93b0ee82026579de6bb758fa16fe
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp315-cp315t-win_amd64.whl
| Download URL | pyswarm-1.1.1-cp315-cp315t-win_amd64.whl |
|---|---|
| Size | 298.8 kB |
| Tags | CPython 3.15 CPython 3.15 free-threading Windows x86-64 |
|
SHA-256 checksum How to use checksums |
7b293dfb34a33b3d4b6728d35221bdb5d9aa45fd790af8a1ccbd3cdd503f9db7
|
|
BLAKE2b-256 checksum How to use checksums |
861bd3f4794b831bef71f61c6e38138cce5a3dec9658573ec9afe7859c8ec99e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp315-cp315t-musllinux_1_2_x86_64.whl
| Download URL | pyswarm-1.1.1-cp315-cp315t-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
b00ddf331a6b224b53bc5584e03d1ea3d8392c547e72d98b87e1d91f1f60e12e
|
|
BLAKE2b-256 checksum How to use checksums |
471bc5c2c83f7c93d7a563c3075f198939ad17fea84cd5bb91cdf2823ca462d5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pyswarm-1.1.1-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.15 CPython 3.15 free-threading Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
8fc8429000d1b3f723e2e9745478a486456ad64c7b61e7ec7827486a602e35ea
|
|
BLAKE2b-256 checksum How to use checksums |
654c3cc01120011349be46ef330962a084e3d6b60392e3e5e5c273f961cba708
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp315-cp315t-macosx_15_0_arm64.whl
| Download URL | pyswarm-1.1.1-cp315-cp315t-macosx_15_0_arm64.whl |
|---|---|
| Size | 808.6 kB |
| Tags | CPython 3.15 CPython 3.15 free-threading macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
91800214e4ab6c83f50940e9c18e01c137512c358eea9018ecb5f6b32e486ae3
|
|
BLAKE2b-256 checksum How to use checksums |
b446cd577326bc89c5de56a835f594085052db3267a04ac3f13a5640e793fe03
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp315-cp315-win_amd64.whl
| Download URL | pyswarm-1.1.1-cp315-cp315-win_amd64.whl |
|---|---|
| Size | 297.5 kB |
| Tags | CPython 3.15 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
83be369723324cb5eefbcbc9d58981e5c9a0eb5fcb11333c2530b3c5389fbca9
|
|
BLAKE2b-256 checksum How to use checksums |
99d02c8c284884c305051b076bc042c0bf0093f0d0544f80195a6166ae2383e2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp315-cp315-musllinux_1_2_x86_64.whl
| Download URL | pyswarm-1.1.1-cp315-cp315-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.15 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
ae3576e500b697c7f92646b1c39178ee8fa6cbb645624eb893f674bcb915a788
|
|
BLAKE2b-256 checksum How to use checksums |
62e7c5e35d8c622c2bee99a7e6d0b0726ad7ed1f6eadebf8e6f09f9a6dcc5473
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pyswarm-1.1.1-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.15 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
519582a4298c8da54e79a3245b5bec6e60b7a3fe2e7c3bd56bf25b6184fcf239
|
|
BLAKE2b-256 checksum How to use checksums |
7a76d1a4a65724387b66d9badb6e081bbd7393ae6b156c712f52e49ba0a3bc5b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp315-cp315-macosx_15_0_arm64.whl
| Download URL | pyswarm-1.1.1-cp315-cp315-macosx_15_0_arm64.whl |
|---|---|
| Size | 807.7 kB |
| Tags | CPython 3.15 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
2811a09be6661db5beb58f4a1a086a11be5d86640af321d4154e58419702c033
|
|
BLAKE2b-256 checksum How to use checksums |
2ff9044ab721d90979a0ff4e163a914bc438d1b8f6fc6a9c03722b0c4e66e48a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp314-cp314t-win_amd64.whl
| Download URL | pyswarm-1.1.1-cp314-cp314t-win_amd64.whl |
|---|---|
| Size | 298.8 kB |
| Tags | CPython 3.14 CPython 3.14 free-threading Windows x86-64 |
|
SHA-256 checksum How to use checksums |
1b1d8f3c5fbd42d5e6078210451100f8304cb4aab41c204b00ec23cca87d286e
|
|
BLAKE2b-256 checksum How to use checksums |
6a062506f41d8248d06021d2334f1b9f4d66a8a83493f70475d3b17119aa488a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp314-cp314t-musllinux_1_2_x86_64.whl
| Download URL | pyswarm-1.1.1-cp314-cp314t-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
a47a999cd53bb83af8e40b37b5423045a82dc18350f9432ecfc120d03a9b5171
|
|
BLAKE2b-256 checksum How to use checksums |
304e83db01c5a8f851a93b178eced56e0e10f1d3860589652dce903b0c7de29b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pyswarm-1.1.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
005c00920bfccc6fe8113bb6f76a3424d1399a7f1fb213c0196fa64eb857b27d
|
|
BLAKE2b-256 checksum How to use checksums |
413b6dd8bcdc988ef595fe8a46cd2833d722608bd4950c7f67252d9b5a2fb6b2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp314-cp314t-macosx_15_0_arm64.whl
| Download URL | pyswarm-1.1.1-cp314-cp314t-macosx_15_0_arm64.whl |
|---|---|
| Size | 808.7 kB |
| Tags | CPython 3.14 CPython 3.14 free-threading macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
cc25decbae2ceb34b893eedf6b67807c8aaf502038880038987bd56cd76e7cb4
|
|
BLAKE2b-256 checksum How to use checksums |
8ee37cf761803e5f0e538bc42ff1fb8bb6e5681e81c8e1d82e2d8687f4c28365
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp314-cp314-win_amd64.whl
| Download URL | pyswarm-1.1.1-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 297.5 kB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2cc6f37d38d1e679286b99166d39ecfbddcd527fa9a9af7b8f47dc0e22f0f70b
|
|
BLAKE2b-256 checksum How to use checksums |
393edbd262747ecb57d206e279d6d4f3b71851c8da74e2faa0d6cce168989f58
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | pyswarm-1.1.1-cp314-cp314-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
9774e2ba40a85d257f837c7b43f0d91bde0d7204cf870ff6adff9a7187440c57
|
|
BLAKE2b-256 checksum How to use checksums |
df095f33269cba7a949efc1089113501366bb224fe2529654e54538fd039b51d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pyswarm-1.1.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
e0323ad36c970a9edfa17efcf1ab8329129fabc2a7fb6a72bfc25d70aa13583a
|
|
BLAKE2b-256 checksum How to use checksums |
462e5926250f22e6e8a3b750876315781cfd0a175dd54b42ef92e01b830fa200
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp314-cp314-macosx_15_0_arm64.whl
| Download URL | pyswarm-1.1.1-cp314-cp314-macosx_15_0_arm64.whl |
|---|---|
| Size | 807.7 kB |
| Tags | CPython 3.14 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
7c42fab7c07fb666af1fe7dfea338ccd06496bb0bd9f42b8b7c713d9280d042e
|
|
BLAKE2b-256 checksum How to use checksums |
efdda8dad115e79f6ff4a651ca17c9c1d4ef8fbff2a8b1a3877ab7f1f9c39ce3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp313-cp313-win_amd64.whl
| Download URL | pyswarm-1.1.1-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 290.7 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
397d7f32b2dbabe8412f8927fd29ee4c069731a32b3d0eea3d247235dd9ed122
|
|
BLAKE2b-256 checksum How to use checksums |
ea0d3adfb539ef388c3f5235ea10691a80a6bd686985d4a471c26825d697641c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | pyswarm-1.1.1-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
6fcfd37be685d16923510b937f129726e444d228c8b3ef1f7e07ea4d744c4ed2
|
|
BLAKE2b-256 checksum How to use checksums |
0c90433ad0653fb9b8677fd1091309c80722861fc0c566c1076c7e736960b34f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pyswarm-1.1.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
caac26b0b73354ce3482e8ed72071bce691cbaaa5507c31d9a4f5f2f7f8f1bf6
|
|
BLAKE2b-256 checksum How to use checksums |
13445c537d111a547aeb399138d7313595158faa20483515f525ff282021216a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp313-cp313-macosx_15_0_arm64.whl
| Download URL | pyswarm-1.1.1-cp313-cp313-macosx_15_0_arm64.whl |
|---|---|
| Size | 807.7 kB |
| Tags | CPython 3.13 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
356ce6026b81ce43fdb20ee3325a15e7f44513ca42c116b65bdf77e7151f007f
|
|
BLAKE2b-256 checksum How to use checksums |
00037239ecd4510a4b872b3fa93cd69e0aa21e8d247eaa1d46a80f8a0b8576d1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp312-cp312-win_amd64.whl
| Download URL | pyswarm-1.1.1-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 290.7 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
92e31bba48cccab40015c66f44d4ac9eacc10a088f2a77072010e66ea5bbc38a
|
|
BLAKE2b-256 checksum How to use checksums |
32ff625c8e7db6869ca62068745fe4754825bbab66c8f5f4ea76e23948fc8b53
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | pyswarm-1.1.1-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
a1545c12bf37be40dd1c50aee457990b2d4924bfbea100ef02c4ec1f4bffba11
|
|
BLAKE2b-256 checksum How to use checksums |
0cdab2c2cc665e8d3a1d460224d2383955ff627372ad2653a39b7f4890a1029a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pyswarm-1.1.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
aaae2387150eb6a0e00ba0e41615a4c428992dbb9374a5fde9803b4429f08966
|
|
BLAKE2b-256 checksum How to use checksums |
6b55e6e4223ea0a40751503119bf42951c828984b2cfa370e57942546cdf3a50
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp312-cp312-macosx_15_0_arm64.whl
| Download URL | pyswarm-1.1.1-cp312-cp312-macosx_15_0_arm64.whl |
|---|---|
| Size | 807.7 kB |
| Tags | CPython 3.12 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
47bd439fad26f70ef895fd7abccf851da68db6af5a0d308d7a7f611715412bab
|
|
BLAKE2b-256 checksum How to use checksums |
924697099e847485caaee465999284b195e124e3d2fb3be6576a63ec938d16f3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp311-cp311-win_amd64.whl
| Download URL | pyswarm-1.1.1-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 290.2 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d9f3576887b79c054c3062ccbc23fc2e35332fe0266803c26648e1238b5d8cd5
|
|
BLAKE2b-256 checksum How to use checksums |
f7705fd58f44a4198f41591502930bb7f50a5297f4931cc59eab620c2c236f21
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | pyswarm-1.1.1-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
532461ad4a9259380e1b291fe930e33b33f9fab6d752aea26456e3594c7d4c74
|
|
BLAKE2b-256 checksum How to use checksums |
27bf2ae7611bc54d0e1568b9f35176c1bb24656b3c09b158a991ab519cba0bd8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pyswarm-1.1.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
84a48712f24f71deaa297f13333c10d8c20292dbf83cd5e7a404735ee2851270
|
|
BLAKE2b-256 checksum How to use checksums |
bf20a319a31521a3c1205ac13fde65e8d6ef785ebf0864bd100b0e762595198f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp311-cp311-macosx_15_0_arm64.whl
| Download URL | pyswarm-1.1.1-cp311-cp311-macosx_15_0_arm64.whl |
|---|---|
| Size | 807.1 kB |
| Tags | CPython 3.11 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
5fae316356cc7f9e4ed0e02ddb10a394903e72ccc2f38a2f579e0d6de5eceb16
|
|
BLAKE2b-256 checksum How to use checksums |
8c5ac8bd2642082163482d095246343153d03786de46c1ef13ae7e2596a47e7a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp310-cp310-win_amd64.whl
| Download URL | pyswarm-1.1.1-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 290.0 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
fc4cc6bf75404eb30b4e0776fa0048801bb9f27099c353276616d8fc3fd44948
|
|
BLAKE2b-256 checksum How to use checksums |
491de04537a31a8dedd291324827d3a46b8d80f302d8f22288eabbf0bd1b9485
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | pyswarm-1.1.1-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.4 MB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
b653c59139a445a8ae16e1cbb9df40ff082d30d34ddbb864edab9446609ca613
|
|
BLAKE2b-256 checksum How to use checksums |
f43231b15ebfe55899479fdc9a609bd8166cb1c76431681f10c86a6f725c517e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | pyswarm-1.1.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
e7328aac8a0ef9bbefac42902691eaf58927046487c71199d12386a76c6b1e97
|
|
BLAKE2b-256 checksum How to use checksums |
3f3b2f2548ca01c61a117c2f231da71f3e8f17a57ac27c9cca3e80c1f8e7875e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency logRelease files / pyswarm-1.1.1-cp310-cp310-macosx_15_0_arm64.whl
| Download URL | pyswarm-1.1.1-cp310-cp310-macosx_15_0_arm64.whl |
|---|---|
| Size | 806.8 kB |
| Tags | CPython 3.10 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
4c0a13d1b9158f5f7fc880e078ce6643f609e4c93b9939ad68bcfca35fd111f8
|
|
BLAKE2b-256 checksum How to use checksums |
dc24651032279743c45469dfa766c807ad24ec0d4f9ffd6689df0e20d0b3a1af
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 13, 2026.
Transparency log
