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 1.1.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| pyswarm-1.1.2.tar.gz | 284.5 kB | With provenance | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| pyswarm-1.1.2-cp315-cp315t-win_amd64.whl | CPython 3.15 | CPython 3.15 free-threading | Windows x86-64 | Details |
| pyswarm-1.1.2-cp315-cp315t-musllinux_1_2_x86_64.whl | CPython 3.15 | CPython 3.15 free-threading | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.2-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.15 | CPython 3.15 free-threading | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| pyswarm-1.1.2-cp315-cp315t-macosx_15_0_arm64.whl | CPython 3.15 | CPython 3.15 free-threading | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.2-cp315-cp315-win_amd64.whl | CPython 3.15 | CPython 3.15 | Windows x86-64 | Details |
| pyswarm-1.1.2-cp315-cp315-musllinux_1_2_x86_64.whl | CPython 3.15 | CPython 3.15 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.2-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.15 | CPython 3.15 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| pyswarm-1.1.2-cp315-cp315-macosx_15_0_arm64.whl | CPython 3.15 | CPython 3.15 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.2-cp314-cp314t-win_amd64.whl | CPython 3.14 | CPython 3.14 free-threading | Windows x86-64 | Details |
| pyswarm-1.1.2-cp314-cp314t-musllinux_1_2_x86_64.whl | CPython 3.14 | CPython 3.14 free-threading | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.2-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-1.1.2-cp314-cp314t-macosx_15_0_arm64.whl | CPython 3.14 | CPython 3.14 free-threading | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.2-cp314-cp314-win_amd64.whl | CPython 3.14 | CPython 3.14 | Windows x86-64 | Details |
| pyswarm-1.1.2-cp314-cp314-musllinux_1_2_x86_64.whl | CPython 3.14 | CPython 3.14 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.2-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-1.1.2-cp314-cp314-macosx_15_0_arm64.whl | CPython 3.14 | CPython 3.14 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.2-cp313-cp313-win_amd64.whl | CPython 3.13 | CPython 3.13 | Windows x86-64 | Details |
| pyswarm-1.1.2-cp313-cp313-musllinux_1_2_x86_64.whl | CPython 3.13 | CPython 3.13 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.2-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-1.1.2-cp313-cp313-macosx_15_0_arm64.whl | CPython 3.13 | CPython 3.13 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.2-cp312-cp312-win_amd64.whl | CPython 3.12 | CPython 3.12 | Windows x86-64 | Details |
| pyswarm-1.1.2-cp312-cp312-musllinux_1_2_x86_64.whl | CPython 3.12 | CPython 3.12 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.12 | CPython 3.12 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| pyswarm-1.1.2-cp312-cp312-macosx_15_0_arm64.whl | CPython 3.12 | CPython 3.12 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.2-cp311-cp311-win_amd64.whl | CPython 3.11 | CPython 3.11 | Windows x86-64 | Details |
| pyswarm-1.1.2-cp311-cp311-musllinux_1_2_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| pyswarm-1.1.2-cp311-cp311-macosx_15_0_arm64.whl | CPython 3.11 | CPython 3.11 | macOS 15.0+ ARM64 | Details |
| pyswarm-1.1.2-cp310-cp310-win_amd64.whl | CPython 3.10 | CPython 3.10 | Windows x86-64 | Details |
| pyswarm-1.1.2-cp310-cp310-musllinux_1_2_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux musl 1.2+ x86-64 | Details |
| pyswarm-1.1.2-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-1.1.2-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-1.1.2.tar.gz
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