pulp

PuLP is an linear and mixed integer programming modeler written in Python. With PuLP, it is simple to create MILP optimisation problems and solve them with the latest open-source (or proprietary) solvers. PuLP can generate MPS or LP files and call solvers such as GLPK, COIN-OR CLP/CBC, CPLEX, GUROBI, MOSEK, XPRESS, CHOCO, MIPCL, HiGHS, SCIP/FSCIP, and OR-Tools CP-SAT (via the CPSAT API).

The documentation for PuLP can be found here.

PuLP is part of the COIN-OR project.

Installation

PuLP requires Python 3.12 or newer.

Recommended: install with CBC support:

python -m pip install pulp[cbc]

Plain python -m pip install pulp installs only the modeler; you must then supply your own CBC on PATH or another solver.

Otherwise follow the download instructions on the PyPi page.

Installing solvers

PuLP can use a variety of solvers. When CBC is available (via pulp[cbc] or cbc on PATH), COIN_CMD is the usual open-source MIP/LP choice and is selected as the default ahead of GLPK. PuLP can also install other solvers via optional PyPI extras (some require a commercial license for running or for large models):

python -m pip install pulp[gurobi]
python -m pip install pulp[cplex]
python -m pip install pulp[xpress]
python -m pip install pulp[scip]
python -m pip install pulp[highs]
python -m pip install pulp[copt]
python -m pip install pulp[mosek]
python -m pip install pulp[ortools]
python -m pip install pulp[cylp]
python -m pip install pulp[cbc]
python -m pip install pulp[glpk]

If you want to install all open source solvers (scip, highs, cbc, glpk), you can use the shortcut::: python -m pip install pulp[open_py]

For more information on how to install solvers, see the guide on configuring solvers.

Quickstart

Use LpProblem to create a problem, then add variables with add_variable. Create a problem called “myProblem” and a variable x with 0 ≤ x ≤ 3:

from pulp import *
prob = LpProblem("myProblem", LpMinimize)
x = prob.add_variable("x", 0, 3)

To create a binary variable y (values 0 or 1):

y = prob.add_variable("y", cat="Binary")

Combine variables to create expressions and constraints and add them to the problem:

prob += x + y <= 2

An expression is a constraint without a right-hand side (RHS) sense (one of =, <= or >=). If you add an expression to a problem, it will become the objective:

prob += -4*x + y

To solve the problem with the default solver (CBC when installed via pulp[cbc] or cbc on PATH, otherwise another available backend):

stats = prob.solve()

If you want to try another solver to solve the problem:

stats = prob.solve(GLPK(msg = 0))

GLPK uses GLPK’s command-line tool (glpsol) and requires it to be on your PATH. To use GLPK’s python API instead, install python -m pip install pulp[glpk] and use PYGLPK:

status = prob.solve(PYGLPK(msg = 0))

To use the OR-Tools CP-SAT solver (install with python -m pip install pulp[ortools]). Every variable must have finite lower and upper bounds; continuous variables are solved on their integer-rounded domain:

from pulp import CPSAT
stats = prob.solve(CPSAT(msg=False))

Display the status of the solution:

stats.status_str
> 'Optimal'

You can get the value of the variables using value. ex:

value(x)
> 2.0

Essential Classes

These types form the usual modelling workflow: create an LpProblem, attach LpVariable instances with add_variable, build linear expressions (often with lpSum / lpDot / lpSum_vars / lpSum_vars_coefs), combine them into LpConstraint rows, and call solve.

LpProblem – Container for an LP or MIP: variables, objective, constraints, and solve API
LpVariable – A decision variable belonging to one problem; used inside expressions and constraints
LpAffineExpression – A linear combination of variables and a constant (objectives, constraint bodies, intermediate terms)
LpConstraint – A single row relating an affine expression to a bound with <=, =, or >=:

a1x1 + a2x2 + … + anxn (<=, =, >=) b

Useful Functions

value() – Finds the value of a variable or expression
lpSum() – Given a list of the form [a1*x1, a2*x2, …, an*xn] will construct a linear expression to be used as a constraint or variable
lpDot() – Given two lists of the form [a1, a2, …, an] and [x1, x2, …, xn] will construct a linear expression to be used as a constraint or variable
lpSum_vars() – Sum of variables with coefficient 1 each (batch construction)
lpSum_vars_coefs() – Sum of coeff * var pairs from an iterable of (variable, coefficient) (batch construction)

More Examples

Several tutorial are given in documentation and pure code examples are available in examples/ directory .

The examples assume CBC is available (for example after pip install pulp[cbc]). To use other solvers they must be available (installed and accessible). For more information, see the guide on configuring solvers.

For Developers

If you want to install the latest version from GitHub you can run:

python -m pip install -U "pulp[cbc] @ git+https://github.com/coin-or/pulp.git"

Building from source

This version of PuLP includes a Rust extension (pulp._rustcore) that provides the core model, variables, constraints, and expressions. The build uses maturin and requires a Rust toolchain in addition to Python.

Requirements

Python 3.12 or newer
Rust (latest stable). Install from https://rustup.rs/
uv (recommended for install and dev). See the uv documentation for installation.
OS: Windows, macOS (x86_64, arm64), or Linux (x86_64, arm64). The Rust extension is built for the host platform.

Build steps

From the PuLP root directory, create a virtual environment and install the package in editable mode with dev dependencies:

uv venv
uv pip install --group dev -e .[cbc]

Or with plain pip (maturin will be used automatically by the build backend):

python -m venv .venv
source .venv/bin/activate   # Windows: .venv\Scripts\activate
python -m pip install --upgrade pip
python -m pip install -e ".[cbc]"

Running tests

uv run python -m unittest discover -s pulp/tests -v

Building the documentation

The PuLP documentation is built with Sphinx. Use a virtual environment and the dev install above, then:

cd doc
make html

A folder named html will be created inside doc/build/. Open doc/build/html/index.html in a browser.

Contributing to PuLP

Instructions for making your first contribution to PuLP are given here.

Comments, bug reports, patches and suggestions are very welcome!

Comments and suggestions: https://github.com/coin-or/pulp/discussions
PuLP Google Group — community discussion and Q&A
Bug reports: https://github.com/coin-or/pulp/issues
Patches: https://github.com/coin-or/pulp/pulls

Copyright and License

PuLP is distributed under an MIT license.

Copyright J.S. Roy, 2003-2005 Copyright Stuart A. Mitchell See the LICENSE file for copyright information.

Metadata

Release files for PuLP 4.1.0

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

Source distribution (sdist)

Source distribution for PuLP 4.1.0
File	Size	Uploaded	Provenance
pulp-4.1.0.tar.gz	165.9 kB	Oct 19, 2026	Without provenance	Details

Built distributions (wheels)

Table of built distributions (wheels) for PuLP 4.1.0
File	Interpreter	ABI	Platform	Reset
pulp-4.1.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 698.5 kB Oct 19, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ x86-64	Details
pulp-4.1.0-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl 737.4 kB Oct 19, 2026 Without provenance	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.5+ x86-32	Details
pulp-4.1.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 698.6 kB Oct 19, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux glibc 2.17+ x86-64	Details
pulp-4.1.0-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl 738.5 kB Oct 19, 2026 Without provenance	CPython 3.15	CPython 3.15	Linux glibc 2.5+ x86-32	Details
pulp-4.1.0-cp315-cp315-macosx_11_0_arm64.whl 651.0 kB Oct 19, 2026 Without provenance	CPython 3.15	CPython 3.15	macOS 11.0+ ARM64	Details
pulp-4.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl 908.4 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
pulp-4.1.0-cp314-cp314t-musllinux_1_2_i686.whl 942.8 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-32	Details
pulp-4.1.0-cp314-cp314t-musllinux_1_2_armv7l.whl 979.1 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARMv7l	Details
pulp-4.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl 874.6 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
pulp-4.1.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 698.1 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details
pulp-4.1.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl 732.4 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ IBM System/390x	Details
pulp-4.1.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 814.2 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ PowerPC 64-le	Details
pulp-4.1.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 704.6 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARMv7l	Details
pulp-4.1.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 697.8 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details
pulp-4.1.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl 736.9 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.5+ x86-32	Details
pulp-4.1.0-cp314-cp314-win_arm64.whl 534.6 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Windows ARM64	Details
pulp-4.1.0-cp314-cp314-win_amd64.whl 548.4 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Windows x86-64	Details
pulp-4.1.0-cp314-cp314-musllinux_1_2_x86_64.whl 909.2 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
pulp-4.1.0-cp314-cp314-musllinux_1_2_i686.whl 943.7 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-32	Details
pulp-4.1.0-cp314-cp314-musllinux_1_2_armv7l.whl 980.2 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARMv7l	Details
pulp-4.1.0-cp314-cp314-musllinux_1_2_aarch64.whl 876.9 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
pulp-4.1.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 697.9 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details
pulp-4.1.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl 733.5 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ IBM System/390x	Details
pulp-4.1.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 814.3 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ PowerPC 64-le	Details
pulp-4.1.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 705.9 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARMv7l	Details
pulp-4.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 698.2 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details
pulp-4.1.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl 737.9 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	Linux glibc 2.5+ x86-32	Details
pulp-4.1.0-cp314-cp314-macosx_11_0_arm64.whl 651.1 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
pulp-4.1.0-cp314-cp314-macosx_10_12_x86_64.whl 661.5 kB Oct 19, 2026 Without provenance	CPython 3.14	CPython 3.14	macOS 10.12+ x86-64	Details
pulp-4.1.0-cp313-cp313-win_arm64.whl 534.8 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Windows ARM64	Details
pulp-4.1.0-cp313-cp313-win_amd64.whl 548.0 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Windows x86-64	Details
pulp-4.1.0-cp313-cp313-win32.whl 531.3 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Windows x86-32	Details
pulp-4.1.0-cp313-cp313-musllinux_1_2_x86_64.whl 907.4 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
pulp-4.1.0-cp313-cp313-musllinux_1_2_i686.whl 944.2 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-32	Details
pulp-4.1.0-cp313-cp313-musllinux_1_2_armv7l.whl 981.0 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARMv7l	Details
pulp-4.1.0-cp313-cp313-musllinux_1_2_aarch64.whl 876.1 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
pulp-4.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 696.3 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
pulp-4.1.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 732.3 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ IBM System/390x	Details
pulp-4.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 813.0 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ PowerPC 64-le	Details
pulp-4.1.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 707.1 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARMv7l	Details
pulp-4.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 698.3 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details
pulp-4.1.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl 737.9 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	Linux glibc 2.5+ x86-32	Details
pulp-4.1.0-cp313-cp313-macosx_11_0_arm64.whl 650.4 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
pulp-4.1.0-cp313-cp313-macosx_10_12_x86_64.whl 659.9 kB Oct 19, 2026 Without provenance	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
pulp-4.1.0-cp312-cp312-win_arm64.whl 535.2 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Windows ARM64	Details
pulp-4.1.0-cp312-cp312-win_amd64.whl 548.4 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Windows x86-64	Details
pulp-4.1.0-cp312-cp312-musllinux_1_2_x86_64.whl 907.7 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
pulp-4.1.0-cp312-cp312-musllinux_1_2_i686.whl 943.5 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-32	Details
pulp-4.1.0-cp312-cp312-musllinux_1_2_armv7l.whl 980.5 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARMv7l	Details
pulp-4.1.0-cp312-cp312-musllinux_1_2_aarch64.whl 876.2 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
pulp-4.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 696.5 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
pulp-4.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 732.3 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ IBM System/390x	Details
pulp-4.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 814.2 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ PowerPC 64-le	Details
pulp-4.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 707.2 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARMv7l	Details
pulp-4.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 698.0 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
pulp-4.1.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl 738.0 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.5+ x86-32	Details
pulp-4.1.0-cp312-cp312-macosx_11_0_arm64.whl 650.9 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
pulp-4.1.0-cp312-cp312-macosx_10_12_x86_64.whl 660.6 kB Oct 19, 2026 Without provenance	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details

Total release size: 43.8 MB

Release files / pulp-4.1.0.tar.gz

Download URL	pulp-4.1.0.tar.gz
Size	165.9 kB
Tags	Source
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Release files / pulp-4.1.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	pulp-4.1.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	698.5 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64
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Release files / pulp-4.1.0-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	pulp-4.1.0-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl
Size	737.4 kB
Tags	CPython 3.15 CPython 3.15 free-threading Linux glibc 2.5+ x86-32
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Release files / pulp-4.1.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	pulp-4.1.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	698.6 kB
Tags	CPython 3.15 Linux glibc 2.17+ x86-64
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Release files / pulp-4.1.0-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	pulp-4.1.0-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / pulp-4.1.0-cp315-cp315-macosx_11_0_arm64.whl

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Size	651.0 kB
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL	pulp-4.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl
Size	908.4 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`98d83d06984f6ea0f10f12f981e7074c1540e0a4ef25f8b1bf0bd056acd9b836`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-musllinux_1_2_i686.whl

Download URL	pulp-4.1.0-cp314-cp314t-musllinux_1_2_i686.whl
Size	942.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`3cb635f2c5eda08892744ffcf2ec55fc2a079cb3c97c2772ab32adaa1cab6598`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-musllinux_1_2_armv7l.whl

Download URL	pulp-4.1.0-cp314-cp314t-musllinux_1_2_armv7l.whl
Size	979.1 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARMv7l
SHA-256 checksum How to use checksums	`afb35ab8b4ce187827c230f20c7cdd8ac6cfbcac9e95c733738b62883ac9a7e5`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl

Download URL	pulp-4.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl
Size	874.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`b6794604d115ed1a8d782cc275348b952a7baf31fefaa9e129cc0ded920ef987`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	pulp-4.1.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	698.1 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`58ce6716b4206914e77f2b35951d34ccbc6d405725250b8de66ef0a9ed7b8203`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	pulp-4.1.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	732.4 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`04139ab1af86fd94d2bd6033ab3be56e9d14fd9a8135bac156ed38bccf1e2745`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	pulp-4.1.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	814.2 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`1945c2d92054d3862c60c9b7d9e11b253344a21c5ecb1e020bc79e6c96aa0953`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	pulp-4.1.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	704.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`32995a9f06edbc612370d0b89e0c65f2aad9de82798191fa154c220fd9550a88`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	pulp-4.1.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	697.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`23540a5ec5bd600016961bf9ad1295e05930cc63988eb406002a2fa3ce697f49`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	pulp-4.1.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl
Size	736.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`0b1a91ec653c7e5dbfd7caeb7ffb0406cf5cb5e3b5cd0fe92bff5cabab97a0d7`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-win_arm64.whl

Download URL	pulp-4.1.0-cp314-cp314-win_arm64.whl
Size	534.6 kB
Tags	CPython 3.14 Windows ARM64
SHA-256 checksum How to use checksums	`dcd6233241a81bafbfc7f10df22556a31fb45e387dade8b1599717b742ccfddd`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-win_amd64.whl

Download URL	pulp-4.1.0-cp314-cp314-win_amd64.whl
Size	548.4 kB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`934239d990355cdafdc46ce66887ace2578df8562c77139578ed5c1a2d7e7545`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	pulp-4.1.0-cp314-cp314-musllinux_1_2_x86_64.whl
Size	909.2 kB
Tags	CPython 3.14 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`845a188308583b5f517140b7fa29f1bcd34c62374cf94cd6094234ecf6911313`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-musllinux_1_2_i686.whl

Download URL	pulp-4.1.0-cp314-cp314-musllinux_1_2_i686.whl
Size	943.7 kB
Tags	CPython 3.14 Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`138ee909cf1f853be9c3cceb30c7d18e0acc0b053fd70ca4525429b951a46470`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-musllinux_1_2_armv7l.whl

Download URL	pulp-4.1.0-cp314-cp314-musllinux_1_2_armv7l.whl
Size	980.2 kB
Tags	CPython 3.14 Linux musl 1.2+ ARMv7l
SHA-256 checksum How to use checksums	`d82aa245978dfedf1fde609f1ffd41a67984a87e457c7408f7749de5e47c800b`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL	pulp-4.1.0-cp314-cp314-musllinux_1_2_aarch64.whl
Size	876.9 kB
Tags	CPython 3.14 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`02757551d20b0673878bb331ad8a6f5f3805f78e4395b2bdd0dc1cbf284a4eba`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	pulp-4.1.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	697.9 kB
Tags	CPython 3.14 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`39bd56fe698b4340b264f4a1ede34d2914ca2747bcb1cb938cfe4b28b110a8c9`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	pulp-4.1.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	733.5 kB
Tags	CPython 3.14 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`14ff2e96e500dc09705c2b21f4a71c12e0562264b2146c8d8b93b67638116b71`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	pulp-4.1.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	814.3 kB
Tags	CPython 3.14 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`a073f072e9231e4938d3f74521fc402e3aa51cea3f19c796872a618e9d08b96d`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	pulp-4.1.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	705.9 kB
Tags	CPython 3.14 Linux glibc 2.17+ ARMv7l
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	pulp-4.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	698.2 kB
Tags	CPython 3.14 Linux glibc 2.17+ ARM64
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	pulp-4.1.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl
Size	737.9 kB
Tags	CPython 3.14 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`96a98789eba6992205c4e7f2bfd764e3137a416e6bada7b7abfaf38e1d4cb206`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-macosx_11_0_arm64.whl

Download URL	pulp-4.1.0-cp314-cp314-macosx_11_0_arm64.whl
Size	651.1 kB
Tags	CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`c924ecc0199a3fdc3c44900d3cfb0aceaca87398867187f8b54ec94f91f83c52`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp314-cp314-macosx_10_12_x86_64.whl

Download URL	pulp-4.1.0-cp314-cp314-macosx_10_12_x86_64.whl
Size	661.5 kB
Tags	CPython 3.14 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`55e1d5e20e33ac492d7ce55e4453ee6d4d8b74ad18d4bee8ebb709b61de8e5a5`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-win_arm64.whl

Download URL	pulp-4.1.0-cp313-cp313-win_arm64.whl
Size	534.8 kB
Tags	CPython 3.13 Windows ARM64
SHA-256 checksum How to use checksums	`03968efe89e519e64161991c50a8d254b2f713ce3ab818abc9f4f8bfcae1b168`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-win_amd64.whl

Download URL	pulp-4.1.0-cp313-cp313-win_amd64.whl
Size	548.0 kB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`8d0dcf7a0055c4b2bc5d0ca2aeee75ababb416b2f636abfb708554a1cea1362d`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-win32.whl

Download URL	pulp-4.1.0-cp313-cp313-win32.whl
Size	531.3 kB
Tags	CPython 3.13 Windows x86-32
SHA-256 checksum How to use checksums	`3263b5214b33ddfa31ca753fda1458bbdd648f46fad56f3c69693335c2232680`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	pulp-4.1.0-cp313-cp313-musllinux_1_2_x86_64.whl
Size	907.4 kB
Tags	CPython 3.13 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`839fd3e16e1f3cd756829a3c0016636704f48aa62543d86767754b79906155db`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-musllinux_1_2_i686.whl

Download URL	pulp-4.1.0-cp313-cp313-musllinux_1_2_i686.whl
Size	944.2 kB
Tags	CPython 3.13 Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`99637c6c193c89c07965297644dc2ecc591daaea02e11f65f383c89f3f1a1181`
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Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-musllinux_1_2_armv7l.whl

Download URL	pulp-4.1.0-cp313-cp313-musllinux_1_2_armv7l.whl
Size	981.0 kB
Tags	CPython 3.13 Linux musl 1.2+ ARMv7l
SHA-256 checksum How to use checksums	`56259e1e4f8bf9d305bd3de786ffc4372c135a5f6cc666695fee83eecec5925a`
BLAKE2b-256 checksum How to use checksums	`053f945279f180e4ce7f03285ee1a420e53bd9b608602b7dd2111a4dfa0faa67`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-musllinux_1_2_aarch64.whl

Download URL	pulp-4.1.0-cp313-cp313-musllinux_1_2_aarch64.whl
Size	876.1 kB
Tags	CPython 3.13 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`bbabf2e6c456da09405e130fe565fe19348341191f4c602cc77f96e69ad9ece3`
BLAKE2b-256 checksum How to use checksums	`356d0f9c419089d90defd42d88c21de24cdadc1c6067a2d5e3569f9903b206ac`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	pulp-4.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	696.3 kB
Tags	CPython 3.13 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`44b07a6349d96e9e7bbe868b6b233b76394a68b8af4aac1fbf3aa31d971320ef`
BLAKE2b-256 checksum How to use checksums	`ec8cf6b6546b8e53761f9335a3755ce0f59d9d50ff552b88e40602f6f9af83bb`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	pulp-4.1.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	732.3 kB
Tags	CPython 3.13 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`550f9dac698fc1c40544a23a05eb0b79e4c653ef1909a9630f8ddb85fbeb71d1`
BLAKE2b-256 checksum How to use checksums	`0089aee4bc12014fec1bc1ad3a59ef0ce2d624b9a3494b72f08eb8c4e4c9d173`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	pulp-4.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	813.0 kB
Tags	CPython 3.13 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`f3bc09ec58cc9205f1a0ae1f73df2feac61b4e90d506f12ba22e148953643cee`
BLAKE2b-256 checksum How to use checksums	`13257406893e1d1c82d73a84d18e9d67eed9101856a2cdd51ba6182924c3c19a`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	pulp-4.1.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	707.1 kB
Tags	CPython 3.13 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`2ec0a62edd51d14c850f0833eb3e2bbbb3792a00e08577e4ffa06f9b53c9802a`
BLAKE2b-256 checksum How to use checksums	`90eecd6fed4a5641ba38e6d805080e026b63902df16f03a86032e7786fc5c2e7`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	pulp-4.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	698.3 kB
Tags	CPython 3.13 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`ac5ebeab995cc1ec0dfd77eb9c758789cfaabe8b5542b5ac483b7e81024148bd`
BLAKE2b-256 checksum How to use checksums	`598aa9e9cf2fafcedffc863b1d6bf641547a88e00372ef9774cd7837fb5bd19a`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	pulp-4.1.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl
Size	737.9 kB
Tags	CPython 3.13 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`156b5eac14e9b7b1b60f012ee833739a1e9b53d4c9b15fc7f6437ef2f17b0f07`
BLAKE2b-256 checksum How to use checksums	`3d1185de44d53a80f6b5f926d85fbba4b202677b93adca2d46e215a5214c171b`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	pulp-4.1.0-cp313-cp313-macosx_11_0_arm64.whl
Size	650.4 kB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`b640a3cab4dcb7d3ac11733181aaf3bb11f65ad255c0316c8839a39164a0953a`
BLAKE2b-256 checksum How to use checksums	`c754e35651dc86d749e88fabefdb2282313a60eefe5d08b2ca626ebecbd14c48`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp313-cp313-macosx_10_12_x86_64.whl

Download URL	pulp-4.1.0-cp313-cp313-macosx_10_12_x86_64.whl
Size	659.9 kB
Tags	CPython 3.13 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`9ce9f65740684389e9bc7a66c16cbee23f5d2c92dcbec18183e9d52dc461fe9c`
BLAKE2b-256 checksum How to use checksums	`ffb56e6dc5a65096c863475e6a06b5b84231206a840485f1837682df7158cb42`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-win_arm64.whl

Download URL	pulp-4.1.0-cp312-cp312-win_arm64.whl
Size	535.2 kB
Tags	CPython 3.12 Windows ARM64
SHA-256 checksum How to use checksums	`4c9b5c59a3ad520e18411c02fd09d990b86d419c939409158b9a2962cf4d0aa6`
BLAKE2b-256 checksum How to use checksums	`651e4170f43d0237a4bd84604acc647ba7ba912ebe5d2379bafd75dfadef1e5e`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-win_amd64.whl

Download URL	pulp-4.1.0-cp312-cp312-win_amd64.whl
Size	548.4 kB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`cdee700df456d923cfa7c00dc0183d59740aff24db829e858e3a456e0097cc90`
BLAKE2b-256 checksum How to use checksums	`6969661f830bdacc727eb819df62650593d011cb61672a7486c1faa00ccf1ff8`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	pulp-4.1.0-cp312-cp312-musllinux_1_2_x86_64.whl
Size	907.7 kB
Tags	CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`f2c77d283cafa4cc80167e18e19044d83460cca3b8e15b5007553df95fe11209`
BLAKE2b-256 checksum How to use checksums	`d7e316e9bb96d75c2e51f5738a09948bbdd9c7377185ea1493aa8ccb5fff1e6b`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-musllinux_1_2_i686.whl

Download URL	pulp-4.1.0-cp312-cp312-musllinux_1_2_i686.whl
Size	943.5 kB
Tags	CPython 3.12 Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`f9ca72939de0525b3425372d3f0a27ab5f225cb260e20377c2874ee10c2205c7`
BLAKE2b-256 checksum How to use checksums	`10c3a5e4eadc77278ab51f43f87974b66cf78d028a3c16cf7a55bb16f91b1351`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-musllinux_1_2_armv7l.whl

Download URL	pulp-4.1.0-cp312-cp312-musllinux_1_2_armv7l.whl
Size	980.5 kB
Tags	CPython 3.12 Linux musl 1.2+ ARMv7l
SHA-256 checksum How to use checksums	`2fefda0a94c8a2e22909b31cfe3925674a6442f8cf6f3f4c4ac3e522862911d0`
BLAKE2b-256 checksum How to use checksums	`046aa105dde185a786bb1186bad9377ba14234a8e79666b68c51a351796fe0c4`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-musllinux_1_2_aarch64.whl

Download URL	pulp-4.1.0-cp312-cp312-musllinux_1_2_aarch64.whl
Size	876.2 kB
Tags	CPython 3.12 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`16f9f6b18901316da7cf8ba5df3b925a02fadcbe726f165bf7ef0f1f58e9b28c`
BLAKE2b-256 checksum How to use checksums	`af41c653d001c0d3d856a97dbae570218051c34af62a6846c8f18814bf6528df`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	pulp-4.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	696.5 kB
Tags	CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`282eeddb39b52c70b684f858ea1e3cf7718ba4dfaa14a5586b6fa510fb2e63ff`
BLAKE2b-256 checksum How to use checksums	`6316bb67949bed332a818283344a9f5a94bfd0b6bba336734217490ab01c2e2e`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	pulp-4.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	732.3 kB
Tags	CPython 3.12 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`8b6742016b30d262aa610ef85e0b3d9c91964a9d896ef12061f6c582ba9d2853`
BLAKE2b-256 checksum How to use checksums	`204011a3708a8ce056456633fc741e3a160b0e1c9ddf85db75474411396303f4`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	pulp-4.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	814.2 kB
Tags	CPython 3.12 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`8f0092256816d7fc5c7fab0442482ec772bd9f357d01fbebb31abcde162e25b4`
BLAKE2b-256 checksum How to use checksums	`778a97e7d61ebafd7cb3ebc3421b4b82dfc25f457f91bb83a1265c7b3e141653`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	pulp-4.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	707.2 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`a6ce6105b01bca23371a1d8e8f5cd42ab05cd2bf94058cc6844b6ddb791c4ec4`
BLAKE2b-256 checksum How to use checksums	`90146bf9222e65e4b73b38eb46a063aebf1a4edb7aa07ba0d5b1a3068bcbf781`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	pulp-4.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	698.0 kB
Tags	CPython 3.12 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`24c3ee8500e4e9245880132e1c8af40e0bad290efa5f54cc6ef555fa747f815d`
BLAKE2b-256 checksum How to use checksums	`e620ff1a9f5fa59b8ef502ace4038068c897e5d3ce964a613cfe213b4c79982d`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	pulp-4.1.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
Size	738.0 kB
Tags	CPython 3.12 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`c3f8ae97a0e132e48a7869bae458598469a4be676b5eb11dadf73fa2ecca1548`
BLAKE2b-256 checksum How to use checksums	`6afcfe9a553138bc1a122a8e3b2630f5a9e3cf274c09703095ad4b6de8b11e08`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	pulp-4.1.0-cp312-cp312-macosx_11_0_arm64.whl
Size	650.9 kB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`37209a7ffaee5c3e463076866f43bb31932f6b49032c6bde1872a9f9ed2f36e7`
BLAKE2b-256 checksum How to use checksums	`8b82baa664510ab33776da36ac82296dbeb5d56efabf8a41234c3364cfed92f2`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Release files / pulp-4.1.0-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	pulp-4.1.0-cp312-cp312-macosx_10_12_x86_64.whl
Size	660.6 kB
Tags	CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`e82af8bfd26e3bf5634f063033a0a4af21d9981e8592bebac96863fc22ca11b4`
BLAKE2b-256 checksum How to use checksums	`9e1784b50a09269f27a1abb20ffeb30dc8714a5d7b7013b135c842f8b399e645`
Upload date	Oct 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Security for PuLP 4.1.0

Report project as malware

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.

No provenance found

None of the files in this release were uploaded with provenance metadata.

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PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

Release history Release notifications | RSS feed

This release

4.1.0 This release

Oct 19, 2026 59 release files No provenance

4.0.1

Oct 14, 2026 58 release files No provenance

4.0.0

Sep 25, 2026 58 release files No provenance

Pre-release

4.0.0a13

Sep 25, 2026 58 release files No provenance

Pre-release

4.0.0a12

Jun 19, 2026 92 release files No provenance

Pre-release

4.0.0a11

Jun 19, 2026 92 release files No provenance

Pre-release

4.0.0a10

Jun 17, 2026 92 release files No provenance

Pre-release

4.0.0a9

May 27, 2026 96 release files No provenance

Pre-release

4.0.0a8

May 22, 2026 106 release files No provenance

Pre-release

4.0.0a6

Apr 29, 2026 104 release files No provenance

Pre-release

4.0.0a5

Apr 16, 2026 104 release files No provenance

Pre-release

4.0.0a4

Apr 14, 2026 104 release files No provenance

Pre-release

4.0.0a3

Apr 11, 2026 104 release files No provenance

Pre-release

4.0.0a2

Apr 6, 2026 104 release files No provenance

3.3.2

May 25, 2026 2 release files No provenance

3.3.1

May 5, 2026 2 release files No provenance

3.3.0

Sep 18, 2025 2 release files No provenance

3.2.2

Jul 29, 2025 2 release files No provenance

3.2.1

May 29, 2025 2 release files No provenance

3.2.0

May 29, 2025 2 release files No provenance

3.1.1

Mar 24, 2025 2 release files No provenance

3.0.2

Feb 20, 2025 2 release files No provenance

3.0.1

Feb 20, 2025 2 release files No provenance

3.0.0

Feb 19, 2025 2 release files No provenance

2.9.0

Jul 12, 2024 2 release files No provenance

2.8.0

Jan 12, 2024 2 release files No provenance

2.7.0

Nov 3, 2022 2 release files No provenance

2.6.0

Dec 4, 2021 2 release files No provenance

2.5.1

Sep 28, 2021 2 release files No provenance

2.5.0

Aug 11, 2021 2 release files No provenance

2.4

Dec 16, 2020 2 release files No provenance

2.3.1

Oct 22, 2020 2 release files No provenance

2.3

Aug 4, 2020 2 release files No provenance

2.2

Jul 4, 2020 2 release files No provenance

2.1

Apr 5, 2020 2 release files No provenance

2.0

Nov 23, 2019 2 release files No provenance

1.6.10

May 14, 2019 1 release file No provenance

1.6.9

Oct 24, 2018 1 release file No provenance

1.6.8

Jul 16, 2017 1 release file No provenance

1.6.7

Jul 10, 2017 1 release file No provenance

1.6.6

Jul 9, 2017 1 release file No provenance

1.6.5

Feb 23, 2017 1 release file No provenance

1.6.4

Feb 23, 2017 1 release file No provenance

1.6.3

Feb 23, 2017

1.6.2

Feb 6, 2017 1 release file No provenance

1.6.1

Dec 25, 2015 1 release file No provenance

1.6.0

Jun 9, 2015 1 release file No provenance

1.5.9

Apr 18, 2015 1 release file No provenance

1.5.8

Apr 4, 2015 1 release file No provenance

1.5.7

Mar 31, 2015 1 release file No provenance

1.5.6

Feb 24, 2014 1 release file No provenance

1.5.4

Mar 17, 2013 1 release file No provenance

1.5.3

Jun 7, 2012 2 release files No provenance

1.5.2

May 17, 2012 2 release files No provenance

1.5.1

Feb 26, 2012 2 release files No provenance

1.5.0

Jan 17, 2012 1 release file No provenance

1.4.9

Oct 1, 2011 2 release files No provenance

1.4.8

Apr 14, 2011 2 release files No provenance

1.4.7

Jan 28, 2010 2 release files No provenance

1.4.6

Jan 25, 2010 1 release file No provenance

1.4.5

Jan 24, 2010 1 release file No provenance

1.4.4

Jan 24, 2010 1 release file No provenance

1.4.3

Jan 5, 2010 1 release file No provenance

1.4.2

Dec 31, 2009 1 release file No provenance

1.4.1

Nov 5, 2009 1 release file No provenance

1.1

May 5, 2005

0.1.0

Apr 6, 2026 104 release files No provenance

PuLP 4.1.0

pulp

Installation

Installing solvers

Quickstart

Essential Classes

Useful Functions

More Examples

For Developers

Building from source

Building the documentation

Contributing to PuLP

Copyright and License

Project links

Key dates

3 maintainers

Credits

License expression

Requires

Provides Extra

Tags

Classifiers

Metadata

Project links

Key dates

3 maintainers

Credits

License expression

Requires

Provides Extra

Tags

Classifiers

Release files for PuLP 4.1.0

Source distribution (sdist)

Built distributions (wheels)

Release files / pulp-4.1.0.tar.gz

Release files / pulp-4.1.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / pulp-4.1.0-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl

Release files / pulp-4.1.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / pulp-4.1.0-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl

Release files / pulp-4.1.0-cp315-cp315-macosx_11_0_arm64.whl

Release files / pulp-4.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl

Release files / pulp-4.1.0-cp314-cp314t-musllinux_1_2_i686.whl

Release files / pulp-4.1.0-cp314-cp314t-musllinux_1_2_armv7l.whl

Release files / pulp-4.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / pulp-4.1.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl

Release files / pulp-4.1.0-cp314-cp314-win_arm64.whl

Release files / pulp-4.1.0-cp314-cp314-win_amd64.whl

Release files / pulp-4.1.0-cp314-cp314-musllinux_1_2_x86_64.whl

Release files / pulp-4.1.0-cp314-cp314-musllinux_1_2_i686.whl

Release files / pulp-4.1.0-cp314-cp314-musllinux_1_2_armv7l.whl

Release files / pulp-4.1.0-cp314-cp314-musllinux_1_2_aarch64.whl

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / pulp-4.1.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl

Release files / pulp-4.1.0-cp314-cp314-macosx_11_0_arm64.whl

Release files / pulp-4.1.0-cp314-cp314-macosx_10_12_x86_64.whl

Release files / pulp-4.1.0-cp313-cp313-win_arm64.whl

Release files / pulp-4.1.0-cp313-cp313-win_amd64.whl

Release files / pulp-4.1.0-cp313-cp313-win32.whl

Release files / pulp-4.1.0-cp313-cp313-musllinux_1_2_x86_64.whl

Release files / pulp-4.1.0-cp313-cp313-musllinux_1_2_i686.whl

Release files / pulp-4.1.0-cp313-cp313-musllinux_1_2_armv7l.whl

Release files / pulp-4.1.0-cp313-cp313-musllinux_1_2_aarch64.whl

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Release files / pulp-4.1.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl

Release files / pulp-4.1.0-cp313-cp313-macosx_11_0_arm64.whl

Release files / pulp-4.1.0-cp313-cp313-macosx_10_12_x86_64.whl