ising-rs

A fast, interactive 2D Ising model simulator with a Rust core and Python bindings, built with PyO3 and maturin. Includes both single-spin Metropolis-Hastings and cluster-based Wolff algorithms, plus an optional PySide6 GUI for real-time visualization.

Features

  • Fast Rust core — spin lattice operations run as native compiled code, far outperforming a pure-Python implementation
  • Two sampling algorithms:
    • Metropolis-Hastings (single-spin flips)
    • Wolff cluster algorithm (efficient near the critical temperature, avoids critical slowing down)
  • Configurable physics — lattice size, temperature, and external magnetic field are all adjustable at runtime
  • Optional interactive GUI — real-time lattice visualization with live energy/magnetization readouts, built with PySide6
  • Periodic boundary conditions — toroidal lattice topology (standard for finite-size Ising simulations)

Installation

Core simulation engine only:

pip install ising-rs

With GUI support (adds PySide6 and numpy):

pip install "ising-rs[gui]"

Quick Start

import ising_rs

# Create a 50x50 lattice at temperature T=2.0, zero external field
lattice = ising_rs.Lattice(width=50, height=50, temperature=2.0, h_z=0.0)

# Run 1000 Metropolis steps
for _ in range(1000):
    lattice.simulation_step()

print("Total energy:", lattice.get_energy())
print("Total magnetization:", lattice.get_total_magnetization())
print("Average magnetization:", lattice.average_magnetization())

Using the Wolff Algorithm

The Wolff algorithm flips entire correlated clusters at once, converging much faster near the critical temperature (T ≈ 2.269 in reduced units where J = k_B = 1). Note: Wolff currently assumes zero external field (h_z = 0.0).

lattice = ising_rs.Lattice(width=100, height=100, temperature=2.27, h_z=0.0)

for _ in range(20):
    lattice.wolff_step()

Launching the GUI

The interactive GUI is not currently packaged as an installable command. Instead, run the provided script in the github repository directly:

python python_tests/test.py

This opens an interactive window showing the live lattice state, with sliders for temperature and magnetic field, a dropdown to switch between Metropolis and Wolff algorithms, and a pause/resume button.

API Reference

Lattice(width, height, temperature, h_z)

Constructs a new lattice with randomly initialized spins (±1).

Parameter Type Description
width int Number of columns
height int Number of rows
temperature float Reduced temperature (k_B = 1, J = 1)
h_z float External magnetic field strength

Attributes:

  • width, height — read-only lattice dimensions
  • temperature — read/write, adjustable at runtime
  • h_z — read/write, adjustable at runtime

Methods:

Method Returns Description
simulation_step() None Performs one Metropolis-Hastings spin-flip attempt
wolff_step() None Performs one Wolff cluster flip (h_z must be 0)
get_energy() float Total lattice energy
get_energy_diff_from_flip(idx) float Energy change if the spin at idx were flipped
get_total_magnetization() float Sum of all spins
average_magnetization() float Total magnetization divided by lattice size
as_array() list[int] Flat list of spins (row-major order)
get_nearest_neighbors(idx) list[int] Indices of the 4 periodic nearest neighbors

Physics Background

This implements the classical 2D Ising model on a square lattice with periodic (toroidal) boundary conditions. The Hamiltonian is:

H = -J * sum(s_i * s_j for neighboring pairs) - h * sum(s_i)

with J = 1 (ferromagnetic coupling) and reduced units where the Boltzmann constant k_B = 1. This means temperature is expressed in the same energy units as J, not in Kelvin — this is the standard convention in computational statistical mechanics.

At zero external field (h_z = 0), the model exhibits a genuine second-order phase transition at the critical temperature T_c ≈ 2.269. Below T_c, the system spontaneously magnetizes into large aligned domains; above T_c, thermal fluctuations disorder the spins. Applying any nonzero external field breaks the up/down symmetry and removes this sharp transition, smoothing it into a continuous crossover.

Development

This project uses maturin to build the Rust extension.

git clone https://github.com/leonardbajusz/isingmodel.git
cd isingmodel
maturin develop

Requires Rust (via rustup) and Python 3.9+.

License

MIT

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for Leon47906 from gravatar.com Leon47906

Credits

Author: Leonard Bajusz

License expression

MIT
View SPDX License List

Requires

Python >=3.9

Provides Extra

gui

Tags

ising monte-carlo physics simulation statistical-mechanics rust pyo3

Classifiers

Metadata

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for Leon47906 from gravatar.com Leon47906

Credits

Author: Leonard Bajusz

License expression

MIT
View SPDX License List

Requires

Python >=3.9

Provides Extra

gui

Tags

ising monte-carlo physics simulation statistical-mechanics rust pyo3

Classifiers

Release files for ising-rs 0.1.3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for ising-rs 0.1.3
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ising_rs-0.1.3.tar.gz 10.0 kB Without provenance Details for ising_rs-0.1.3.tar.gz

Built distributions (wheels)

Table of built distributions (wheels) for ising-rs 0.1.3
File Actions
ising_rs-0.1.3-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl 500.3 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details for ising_rs-0.1.3-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl
ising_rs-0.1.3-pp311-pypy311_pp73-musllinux_1_2_i686.whl 532.4 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-32 Details for ising_rs-0.1.3-pp311-pypy311_pp73-musllinux_1_2_i686.whl
ising_rs-0.1.3-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl 571.9 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARMv7l Details for ising_rs-0.1.3-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl
ising_rs-0.1.3-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl 469.4 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARM64 Details for ising_rs-0.1.3-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl
ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 296.0 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details for ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 317.5 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ IBM System/390x Details for ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 417.0 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ PowerPC 64-le Details for ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 296.8 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARMv7l Details for ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 292.6 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARM64 Details for ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl 313.6 kB Without provenance PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.5+ x86-32 Details for ising_rs-0.1.3-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl
ising_rs-0.1.3-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 293.5 kB Without provenance CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64 Details for ising_rs-0.1.3-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
ising_rs-0.1.3-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl 308.5 kB Without provenance CPython 3.15 CPython 3.15 free-threading Linux glibc 2.5+ x86-32 Details for ising_rs-0.1.3-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl
ising_rs-0.1.3-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 293.6 kB Without provenance CPython 3.15 CPython 3.15 Linux glibc 2.17+ x86-64 Details for ising_rs-0.1.3-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
ising_rs-0.1.3-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl 308.6 kB Without provenance CPython 3.15 CPython 3.15 Linux glibc 2.5+ x86-32 Details for ising_rs-0.1.3-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl
ising_rs-0.1.3-cp314-cp314t-musllinux_1_2_x86_64.whl 495.9 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details for ising_rs-0.1.3-cp314-cp314t-musllinux_1_2_x86_64.whl
ising_rs-0.1.3-cp314-cp314t-musllinux_1_2_i686.whl 526.5 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32 Details for ising_rs-0.1.3-cp314-cp314t-musllinux_1_2_i686.whl
ising_rs-0.1.3-cp314-cp314t-musllinux_1_2_armv7l.whl 567.8 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARMv7l Details for ising_rs-0.1.3-cp314-cp314t-musllinux_1_2_armv7l.whl
ising_rs-0.1.3-cp314-cp314t-musllinux_1_2_aarch64.whl 465.2 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details for ising_rs-0.1.3-cp314-cp314t-musllinux_1_2_aarch64.whl
ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 293.0 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Details for ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl 313.7 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x Details for ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl
ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 411.9 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le Details for ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 293.2 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l Details for ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 289.3 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details for ising_rs-0.1.3-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
ising_rs-0.1.3-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl 308.1 kB Without provenance CPython 3.14 CPython 3.14 free-threading Linux glibc 2.5+ x86-32 Details for ising_rs-0.1.3-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl
ising_rs-0.1.3-cp314-cp314-win_arm64.whl 146.7 kB Without provenance CPython 3.14 CPython 3.14 Windows ARM64 Details for ising_rs-0.1.3-cp314-cp314-win_arm64.whl
ising_rs-0.1.3-cp314-cp314-win_amd64.whl 150.2 kB Without provenance CPython 3.14 CPython 3.14 Windows x86-64 Details for ising_rs-0.1.3-cp314-cp314-win_amd64.whl
ising_rs-0.1.3-cp314-cp314-musllinux_1_2_x86_64.whl 496.3 kB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details for ising_rs-0.1.3-cp314-cp314-musllinux_1_2_x86_64.whl
ising_rs-0.1.3-cp314-cp314-musllinux_1_2_i686.whl 527.3 kB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-32 Details for ising_rs-0.1.3-cp314-cp314-musllinux_1_2_i686.whl
ising_rs-0.1.3-cp314-cp314-musllinux_1_2_armv7l.whl 568.5 kB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ ARMv7l Details for ising_rs-0.1.3-cp314-cp314-musllinux_1_2_armv7l.whl
ising_rs-0.1.3-cp314-cp314-musllinux_1_2_aarch64.whl 465.5 kB Without provenance CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details for ising_rs-0.1.3-cp314-cp314-musllinux_1_2_aarch64.whl
ising_rs-0.1.3-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 293.3 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details for ising_rs-0.1.3-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
ising_rs-0.1.3-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl 314.2 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ IBM System/390x Details for ising_rs-0.1.3-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
ising_rs-0.1.3-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 412.5 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Details for ising_rs-0.1.3-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
ising_rs-0.1.3-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 293.5 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details for ising_rs-0.1.3-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
ising_rs-0.1.3-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 289.2 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details for ising_rs-0.1.3-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
ising_rs-0.1.3-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl 308.8 kB Without provenance CPython 3.14 CPython 3.14 Linux glibc 2.5+ x86-32 Details for ising_rs-0.1.3-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl
ising_rs-0.1.3-cp314-cp314-macosx_11_0_arm64.whl 256.8 kB Without provenance CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details for ising_rs-0.1.3-cp314-cp314-macosx_11_0_arm64.whl
ising_rs-0.1.3-cp314-cp314-macosx_10_12_x86_64.whl 257.2 kB Without provenance CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details for ising_rs-0.1.3-cp314-cp314-macosx_10_12_x86_64.whl
ising_rs-0.1.3-cp313-cp313-win_arm64.whl 146.0 kB Without provenance CPython 3.13 CPython 3.13 Windows ARM64 Details for ising_rs-0.1.3-cp313-cp313-win_arm64.whl
ising_rs-0.1.3-cp313-cp313-win_amd64.whl 149.7 kB Without provenance CPython 3.13 CPython 3.13 Windows x86-64 Details for ising_rs-0.1.3-cp313-cp313-win_amd64.whl
ising_rs-0.1.3-cp313-cp313-win32.whl 139.4 kB Without provenance CPython 3.13 CPython 3.13 Windows x86-32 Details for ising_rs-0.1.3-cp313-cp313-win32.whl
ising_rs-0.1.3-cp313-cp313-musllinux_1_2_x86_64.whl 495.9 kB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details for ising_rs-0.1.3-cp313-cp313-musllinux_1_2_x86_64.whl
ising_rs-0.1.3-cp313-cp313-musllinux_1_2_i686.whl 526.1 kB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details for ising_rs-0.1.3-cp313-cp313-musllinux_1_2_i686.whl
ising_rs-0.1.3-cp313-cp313-musllinux_1_2_armv7l.whl 567.7 kB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details for ising_rs-0.1.3-cp313-cp313-musllinux_1_2_armv7l.whl
ising_rs-0.1.3-cp313-cp313-musllinux_1_2_aarch64.whl 464.7 kB Without provenance CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details for ising_rs-0.1.3-cp313-cp313-musllinux_1_2_aarch64.whl
ising_rs-0.1.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 292.6 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details for ising_rs-0.1.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
ising_rs-0.1.3-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 313.8 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details for ising_rs-0.1.3-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
ising_rs-0.1.3-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 410.2 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details for ising_rs-0.1.3-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
ising_rs-0.1.3-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 292.9 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details for ising_rs-0.1.3-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
ising_rs-0.1.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 288.6 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details for ising_rs-0.1.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
ising_rs-0.1.3-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl 307.7 kB Without provenance CPython 3.13 CPython 3.13 Linux glibc 2.5+ x86-32 Details for ising_rs-0.1.3-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl
ising_rs-0.1.3-cp313-cp313-macosx_11_0_arm64.whl 254.7 kB Without provenance CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details for ising_rs-0.1.3-cp313-cp313-macosx_11_0_arm64.whl
ising_rs-0.1.3-cp313-cp313-macosx_10_12_x86_64.whl 255.3 kB Without provenance CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details for ising_rs-0.1.3-cp313-cp313-macosx_10_12_x86_64.whl
ising_rs-0.1.3-cp312-cp312-win_arm64.whl 145.8 kB Without provenance CPython 3.12 CPython 3.12 Windows ARM64 Details for ising_rs-0.1.3-cp312-cp312-win_arm64.whl
ising_rs-0.1.3-cp312-cp312-win_amd64.whl 149.5 kB Without provenance CPython 3.12 CPython 3.12 Windows x86-64 Details for ising_rs-0.1.3-cp312-cp312-win_amd64.whl
ising_rs-0.1.3-cp312-cp312-musllinux_1_2_x86_64.whl 495.1 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details for ising_rs-0.1.3-cp312-cp312-musllinux_1_2_x86_64.whl
ising_rs-0.1.3-cp312-cp312-musllinux_1_2_i686.whl 526.2 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details for ising_rs-0.1.3-cp312-cp312-musllinux_1_2_i686.whl
ising_rs-0.1.3-cp312-cp312-musllinux_1_2_armv7l.whl 567.1 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ ARMv7l Details for ising_rs-0.1.3-cp312-cp312-musllinux_1_2_armv7l.whl
ising_rs-0.1.3-cp312-cp312-musllinux_1_2_aarch64.whl 464.6 kB Without provenance CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details for ising_rs-0.1.3-cp312-cp312-musllinux_1_2_aarch64.whl
ising_rs-0.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 292.3 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details for ising_rs-0.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
ising_rs-0.1.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 313.3 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details for ising_rs-0.1.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
ising_rs-0.1.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 408.7 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details for ising_rs-0.1.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
ising_rs-0.1.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 292.5 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details for ising_rs-0.1.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
ising_rs-0.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 288.5 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details for ising_rs-0.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
ising_rs-0.1.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl 307.9 kB Without provenance CPython 3.12 CPython 3.12 Linux glibc 2.5+ x86-32 Details for ising_rs-0.1.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
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ising_rs-0.1.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 316.2 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details for ising_rs-0.1.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
ising_rs-0.1.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 413.0 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details for ising_rs-0.1.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
ising_rs-0.1.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 295.6 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details for ising_rs-0.1.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
ising_rs-0.1.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 291.7 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details for ising_rs-0.1.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
ising_rs-0.1.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl 311.6 kB Without provenance CPython 3.11 CPython 3.11 Linux glibc 2.5+ x86-32 Details for ising_rs-0.1.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl
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ising_rs-0.1.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 316.9 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details for ising_rs-0.1.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
ising_rs-0.1.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 413.5 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details for ising_rs-0.1.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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ising_rs-0.1.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 291.7 kB Without provenance CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details for ising_rs-0.1.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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ising_rs-0.1.3-cp39-cp39-musllinux_1_2_x86_64.whl 503.0 kB Without provenance CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details for ising_rs-0.1.3-cp39-cp39-musllinux_1_2_x86_64.whl
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ising_rs-0.1.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl 319.5 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ IBM System/390x Details for ising_rs-0.1.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
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ising_rs-0.1.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 294.4 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details for ising_rs-0.1.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
ising_rs-0.1.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl 314.5 kB Without provenance CPython 3.9 CPython 3.9 Linux glibc 2.5+ x86-32 Details for ising_rs-0.1.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl
ising_rs-0.1.3-cp39-cp39-macosx_11_0_arm64.whl 262.6 kB Without provenance CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details for ising_rs-0.1.3-cp39-cp39-macosx_11_0_arm64.whl
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Total release size: 37.0 MB

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Release files / ising_rs-0.1.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / ising_rs-0.1.3-cp39-cp39-macosx_11_0_arm64.whl

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Release files / ising_rs-0.1.3-cp39-cp39-macosx_10_12_x86_64.whl

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0.1.3 This release

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0.1.2

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