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
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.
3 maintainers
Metadata
3 maintainers
Release files for PuLP 4.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
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|---|---|---|---|---|
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Built distributions (wheels)
Total release size: 45.6 MB
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| Tags | CPython 3.14 Linux musl 1.2+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-musllinux_1_2_armv7l.whl
| Download URL | pulp-4.2.0-cp314-cp314-musllinux_1_2_armv7l.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.14 Linux musl 1.2+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-musllinux_1_2_aarch64.whl
| Download URL | pulp-4.2.0-cp314-cp314-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 897.0 kB |
| Tags | CPython 3.14 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | pulp-4.2.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 717.3 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | pulp-4.2.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 754.1 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ IBM System/390x |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | pulp-4.2.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 840.1 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ PowerPC 64-le |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | pulp-4.2.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 728.4 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ ARMv7l |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | pulp-4.2.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 719.0 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl
| Download URL | pulp-4.2.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl |
|---|---|
| Size | 762.2 kB |
| Tags | CPython 3.14 Linux glibc 2.5+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | pulp-4.2.0-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 672.5 kB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp314-cp314-macosx_10_12_x86_64.whl
| Download URL | pulp-4.2.0-cp314-cp314-macosx_10_12_x86_64.whl |
|---|---|
| Size | 682.8 kB |
| Tags | CPython 3.14 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-win_arm64.whl
| Download URL | pulp-4.2.0-cp313-cp313-win_arm64.whl |
|---|---|
| Size | 555.5 kB |
| Tags | CPython 3.13 Windows ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-win_amd64.whl
| Download URL | pulp-4.2.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 569.8 kB |
| Tags | CPython 3.13 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-win32.whl
| Download URL | pulp-4.2.0-cp313-cp313-win32.whl |
|---|---|
| Size | 551.3 kB |
| Tags | CPython 3.13 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | pulp-4.2.0-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 929.8 kB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-musllinux_1_2_i686.whl
| Download URL | pulp-4.2.0-cp313-cp313-musllinux_1_2_i686.whl |
|---|---|
| Size | 967.1 kB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-musllinux_1_2_armv7l.whl
| Download URL | pulp-4.2.0-cp313-cp313-musllinux_1_2_armv7l.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.13 Linux musl 1.2+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-musllinux_1_2_aarch64.whl
| Download URL | pulp-4.2.0-cp313-cp313-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 896.9 kB |
| Tags | CPython 3.13 Linux musl 1.2+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | pulp-4.2.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 716.8 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | pulp-4.2.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 754.6 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ IBM System/390x |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | pulp-4.2.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 836.8 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | pulp-4.2.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 727.2 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARMv7l |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | pulp-4.2.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 719.2 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl
| Download URL | pulp-4.2.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl |
|---|---|
| Size | 760.9 kB |
| Tags | CPython 3.13 Linux glibc 2.5+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | pulp-4.2.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 671.5 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp313-cp313-macosx_10_12_x86_64.whl
| Download URL | pulp-4.2.0-cp313-cp313-macosx_10_12_x86_64.whl |
|---|---|
| Size | 682.5 kB |
| Tags | CPython 3.13 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-win_arm64.whl
| Download URL | pulp-4.2.0-cp312-cp312-win_arm64.whl |
|---|---|
| Size | 556.0 kB |
| Tags | CPython 3.12 Windows ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-win_amd64.whl
| Download URL | pulp-4.2.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 570.2 kB |
| Tags | CPython 3.12 Windows x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | pulp-4.2.0-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 930.2 kB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-musllinux_1_2_i686.whl
| Download URL | pulp-4.2.0-cp312-cp312-musllinux_1_2_i686.whl |
|---|---|
| Size | 966.5 kB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-musllinux_1_2_armv7l.whl
| Download URL | pulp-4.2.0-cp312-cp312-musllinux_1_2_armv7l.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.12 Linux musl 1.2+ ARMv7l |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-musllinux_1_2_aarch64.whl
| Download URL | pulp-4.2.0-cp312-cp312-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 897.0 kB |
| Tags | CPython 3.12 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
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|
BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | pulp-4.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 717.0 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | pulp-4.2.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 754.7 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ IBM System/390x |
|
SHA-256 checksum How to use checksums |
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|
BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | pulp-4.2.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 838.0 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | pulp-4.2.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 727.4 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARMv7l |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | pulp-4.2.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 718.9 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
| Download URL | pulp-4.2.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl |
|---|---|
| Size | 760.6 kB |
| Tags | CPython 3.12 Linux glibc 2.5+ x86-32 |
|
SHA-256 checksum How to use checksums |
aa9d0bd070ca65ac23524157b77db36288d2fb89a26797feb2fc831503cbffd5
|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pulp-4.2.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 671.9 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Release files / pulp-4.2.0-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | pulp-4.2.0-cp312-cp312-macosx_10_12_x86_64.whl |
|---|---|
| Size | 683.2 kB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Security for PuLP 4.2.0
Provenance
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No provenance found
None of the files in this release were uploaded with provenance metadata.
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