toulbar2

Exact optimization for cost function networks and additive graphical models

What is toulbar2?

toulbar2 is an open-source black-box C++ optimizer for cost function networks and discrete additive graphical models. This also covers Max-SAT, Max-Cut, QUBO (and constrained variants), among others. It can read a variety of formats. The optimized criteria and feasibility should be provided factorized in local cost functions on discrete variables. Constraints are represented as functions that produce costs that exceed a user-provided primal bound. toulbar2 looks for a non-forbidden assignment of all variables that optimizes the sum of all functions (a decision NP-complete problem).

toulbar2 won several competitions on deterministic and probabilistic graphical models:

Max-CSP 2008 Competition CPAI08 (winner on 2-ARY-EXT and N-ARY-EXT)
Probabilistic Inference Evaluation UAI 2008 (winner on several MPE tasks, inra entries)
2010 UAI APPROXIMATE INFERENCE CHALLENGE UAI 2010 (winner on 1200-second MPE task)
The Probabilistic Inference Challenge PIC 2011 (second place by ficolofo on 1-hour MAP task)
UAI 2014 Inference Competition UAI 2014 (winner on all MAP task categories, see Proteus, Robin, and IncTb entries)
XCSP3 Competitions (first place on Mini COP in 2023 and 2025, second place on Mini COP and Parallel COP tracks in 2022, third place in 2024)
UAI 2022 Inference Competition UAI 2022 (winner on all MPE and MMAP task categories)
Pseudo-Boolean Competition 2025 PB25 (OPT-LIN ranking 39/46 ; PARTIAL-LIN ranking 6/9, but it gave the best known answer from an incomplete solver point of view in 185 instances among 208)

toulbar2 is now also able to collaborate with ML code that can learn an additive graphical model (with constraints) from data (see the associated paper, slides and video where it is shown how it can learn user preferences or how to play the Sudoku without knowing the rules). The current CFN learning code is available on GitHub.

Installation from binaries

You can install toulbar2 directly using the package manager in Debian and Debian derived Linux distributions (Ubuntu, Mint,...):

sudo apt-get update
sudo apt-get install toulbar2 toulbar2-doc

For the most recent binary or the Python API, compile from source.

Python interface

An alpha-release Python interface can be tested through pip on Linux and MacOS:

python3 -m pip install --upgrade pip
python3 -m pip install pytoulbar2

The first line is only useful for Linux distributions that ship "old" versions of pip.

Commands for compiling the Python API on Linux/MacOS with cmake (Python module in lib/*/pytb2.cpython*.so):

pip3 install pybind11
mkdir build
cd build
cmake -DPYTB2=ON ..
make

Move the cpython library and the experimental pytoulbar2.py python class wrapper in the folder of the python script that does "import pytoulbar2".

Download

Download the latest release from GitHub (https://github.com/toulbar2/toulbar2) or similarly use tag versions, e.g.:

git clone --branch 1.2.2 https://github.com/toulbar2/toulbar2.git

Installation from sources

Compilation requires git, cmake and a C++-17 capable compiler (in C++17 mode).

Required library:

libgmp-dev
bc (used during cmake)

Recommended libraries (default use):

libboost-graph-dev
libboost-iostreams-dev
libboost-serialization-dev
zlib1g-dev
liblzma-dev
libbz2-dev

Optional libraries:

libjemalloc-dev
pybind11-dev
libopenmpi-dev
libboost-mpi-dev
libicuuc
libicui18n
libicudata
libxml2-dev
libxcsp3parser
libeigen3-dev

On MacOS, run ./misc/script/MacOS-requirements-install.sh to install the recommended libraries. For Mac with ARM64, add option -DBoost=OFF to cmake.

Commands for compiling toulbar2 on Linux/MacOS with cmake (binary in build/bin/*/toulbar2):

mkdir build
cd build
cmake ..
make

Commands for statically compiling toulbar2 on Linux in directory toulbar2/src without cmake:

bash
cd src
echo '#define Toulbar_VERSION "1.2.2"' > ToulbarVersion.hpp
echo -n "" > tb2config.hpp
g++ -o toulbar2 -std=c++17 -O3 -DNDEBUG -march=native -flto -static -static-libgcc -static-libstdc++ -DBOOST -DLONGDOUBLE_PROB -DLONGLONG_COST -DWCSPFORMATONLY \
 -I. -I./pils/src tb2*.cpp applis/*.cpp convex/*.cpp core/*.cpp globals/*.cpp incop/*.cpp mcriteria/*.cpp pils/src/exe/*.cpp search/*.cpp utils/*.cpp vns/*.cpp ToulbarVersion.cpp \
 -lboost_graph -lboost_iostreams -lboost_serialization -lgmp -lz -lbz2 -llzma

Use OPENMPI flag and MPI compiler for a parallel version of toulbar2 (must be run with mpirun, use mpirun -n 1 for the sequential version of HBFS or VNS):

bash
cd src
echo '#define Toulbar_VERSION "1.2.2"' > ToulbarVersion.hpp
echo -n "" > tb2config.hpp
mpicxx -o toulbar2 -std=c++17 -O3 -DNDEBUG -march=native -flto -DBOOST -DLONGDOUBLE_PROB -DLONGLONG_COST -DWCSPFORMATONLY -DOPENMPI \
 -I. -I./pils/src tb2*.cpp applis/*.cpp convex/*.cpp core/*.cpp globals/*.cpp incop/*.cpp mcriteria/*.cpp pils/src/exe/*.cpp search/*.cpp utils/*.cpp vns/*.cpp ToulbarVersion.cpp \
 -lboost_graph -lboost_iostreams -lboost_serialization -lboost_mpi -lgmp -lz -lbz2 -llzma

Replace LONGLONG_COST by INT_COST to reduce memory usage by two and reduced cost range (costs must be smaller than 10^8).

Replace WCSPFORMATONLY by XMLFLAG3 and add libxcsp3parser.a from xcsp.org in your current directory for reading XCSP3 files:

bash
cd src
echo '#define Toulbar_VERSION "1.2.2"' > ToulbarVersion.hpp
echo -n "" > tb2config.hpp
mpicxx -o toulbar2 -std=c++17 -O3 -DNDEBUG -march=native -flto -DBOOST -DLONGDOUBLE_PROB -DLONGLONG_COST -DXMLFLAG3 -DOPENMPI \
 -I/usr/include/libxml2 -I. -I./pils/src -I./xmlcsp3 tb2*.cpp applis/*.cpp convex/*.cpp core/*.cpp globals/*.cpp incop/*.cpp mcriteria/*.cpp pils/src/exe/*.cpp search/*.cpp utils/*.cpp vns/*.cpp ToulbarVersion.cpp \
 -lboost_graph -lboost_iostreams -lboost_serialization -lboost_mpi -lxml2 -licuuc -licui18n -licudata libxcsp3parser.a -lgmp -lz -lbz2 -llzma -lm -lpthread -ldl

Metadata

Release files for pytoulbar2 1.4.0.0

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

Built distributions (wheels)

Table of built distributions (wheels) for pytoulbar2 1.4.0.0
File	Interpreter	ABI	Platform	Reset
pytoulbar2-1.4.0.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 16.2 MB Aug 27, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pytoulbar2-1.4.0.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 15.8 MB Aug 27, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64	Details
pytoulbar2-1.4.0.0-cp314-cp314-macosx_15_0_x86_64.whl 3.1 MB Aug 27, 2026	CPython 3.14	CPython 3.14	macOS 15.0+ x86-64	Details
pytoulbar2-1.4.0.0-cp314-cp314-macosx_14_0_arm64.whl 17.7 MB Aug 27, 2026	CPython 3.14	CPython 3.14	macOS 14.0+ ARM64	Details
pytoulbar2-1.4.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 16.2 MB Aug 27, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pytoulbar2-1.4.0.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 15.8 MB Aug 27, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
pytoulbar2-1.4.0.0-cp313-cp313-macosx_15_0_x86_64.whl 3.1 MB Aug 27, 2026	CPython 3.13	CPython 3.13	macOS 15.0+ x86-64	Details
pytoulbar2-1.4.0.0-cp313-cp313-macosx_14_0_arm64.whl 17.7 MB Aug 27, 2026	CPython 3.13	CPython 3.13	macOS 14.0+ ARM64	Details
pytoulbar2-1.4.0.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 16.2 MB Aug 27, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pytoulbar2-1.4.0.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 15.8 MB Aug 27, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64	Details
pytoulbar2-1.4.0.0-cp312-cp312-macosx_15_0_x86_64.whl 3.1 MB Aug 27, 2026	CPython 3.12	CPython 3.12	macOS 15.0+ x86-64	Details
pytoulbar2-1.4.0.0-cp312-cp312-macosx_14_0_arm64.whl 17.7 MB Aug 27, 2026	CPython 3.12	CPython 3.12	macOS 14.0+ ARM64	Details
pytoulbar2-1.4.0.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 16.2 MB Aug 27, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pytoulbar2-1.4.0.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 15.8 MB Aug 27, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
pytoulbar2-1.4.0.0-cp311-cp311-macosx_15_0_x86_64.whl 3.1 MB Aug 27, 2026	CPython 3.11	CPython 3.11	macOS 15.0+ x86-64	Details
pytoulbar2-1.4.0.0-cp311-cp311-macosx_14_0_arm64.whl 17.7 MB Aug 27, 2026	CPython 3.11	CPython 3.11	macOS 14.0+ ARM64	Details
pytoulbar2-1.4.0.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 16.2 MB Aug 27, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pytoulbar2-1.4.0.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 15.8 MB Aug 27, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
pytoulbar2-1.4.0.0-cp310-cp310-macosx_15_0_x86_64.whl 3.1 MB Aug 27, 2026	CPython 3.10	CPython 3.10	macOS 15.0+ x86-64	Details
pytoulbar2-1.4.0.0-cp310-cp310-macosx_14_0_arm64.whl 17.7 MB Aug 27, 2026	CPython 3.10	CPython 3.10	macOS 14.0+ ARM64	Details
pytoulbar2-1.4.0.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 16.2 MB Aug 27, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pytoulbar2-1.4.0.0-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 15.8 MB Aug 27, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64	Details
pytoulbar2-1.4.0.0-cp39-cp39-macosx_15_0_x86_64.whl 3.1 MB Aug 27, 2026	CPython 3.9	CPython 3.9	macOS 15.0+ x86-64	Details
pytoulbar2-1.4.0.0-cp39-cp39-macosx_14_0_arm64.whl 17.7 MB Aug 27, 2026	CPython 3.9	CPython 3.9	macOS 14.0+ ARM64	Details
pytoulbar2-1.4.0.0-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 16.2 MB Aug 27, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pytoulbar2-1.4.0.0-cp38-cp38-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 15.7 MB Aug 27, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64	Details
pytoulbar2-1.4.0.0-cp38-cp38-macosx_15_0_x86_64.whl 3.1 MB Aug 27, 2026	CPython 3.8	CPython 3.8	macOS 15.0+ x86-64	Details

Total release size: 351.4 MB

Release files / pytoulbar2-1.4.0.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	16.2 MB
Tags	CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`08e146d113249aec8df980126c81f08a4bcf68589a5cdb0ea3307c79c901c71f`
BLAKE2b-256 checksum How to use checksums	`efd4fb6693ef856dfcf010bfed821449882f0518ee997c8c08d0a673f1de90e0`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 08e146d113249aec8df980126c81f08a4bcf68589a5cdb0ea3307c79c901c71f Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	pytoulbar2-1.4.0.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	15.8 MB
Tags	CPython 3.14 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`213f61d317a36e72cf2e49a8bbfd76be1f0ae305c09890a2a2a548bebf98a924`
BLAKE2b-256 checksum How to use checksums	`dda0243da12dce507898c64501844e6579f4d3525285565b362aac4c5d510ba8`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 213f61d317a36e72cf2e49a8bbfd76be1f0ae305c09890a2a2a548bebf98a924 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp314-cp314-macosx_15_0_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp314-cp314-macosx_15_0_x86_64.whl
Size	3.1 MB
Tags	CPython 3.14 macOS 15.0+ x86-64
SHA-256 checksum How to use checksums	`b9b16157df70b499b5d6fbd15bc6bc14ebc725985e0f9b930e332f58e69a3fc1`
BLAKE2b-256 checksum How to use checksums	`a3e7e1e70defb3b84f289cb6ee8b13e91f0343c04b6c6a12ef849eb14c1c51b8`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp314-cp314-macosx_15_0_x86_64.whl
SHA-256 checksum: b9b16157df70b499b5d6fbd15bc6bc14ebc725985e0f9b930e332f58e69a3fc1 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp314-cp314-macosx_14_0_arm64.whl

Download URL	pytoulbar2-1.4.0.0-cp314-cp314-macosx_14_0_arm64.whl
Size	17.7 MB
Tags	CPython 3.14 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`3dbcd3e942ef7b961330f0e358ddb5547cebc93edce3014feb23bdc519b902ee`
BLAKE2b-256 checksum How to use checksums	`5c084412f2495d95ec8887090b3529b332fc48b9f36592366cdeaedecd21c433`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp314-cp314-macosx_14_0_arm64.whl
SHA-256 checksum: 3dbcd3e942ef7b961330f0e358ddb5547cebc93edce3014feb23bdc519b902ee Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	16.2 MB
Tags	CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`284413c58631faa7c6fd8cfc7c3d1679fd7c5c61b4ec04457dbae9bcf2d9cc65`
BLAKE2b-256 checksum How to use checksums	`3ea40937881faaf7a938285134425546b0c9b88cb86270bd67b95637b09ac661`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 284413c58631faa7c6fd8cfc7c3d1679fd7c5c61b4ec04457dbae9bcf2d9cc65 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	pytoulbar2-1.4.0.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	15.8 MB
Tags	CPython 3.13 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`e33860cf3990bceb07070877038c886f1b75ee5b79d390bdf11cb469ec2a94ce`
BLAKE2b-256 checksum How to use checksums	`30976ca34a005fe816f93d8d4a23c2d354ed1c7c909c5c3be8b7690e750c75a7`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: e33860cf3990bceb07070877038c886f1b75ee5b79d390bdf11cb469ec2a94ce Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp313-cp313-macosx_15_0_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp313-cp313-macosx_15_0_x86_64.whl
Size	3.1 MB
Tags	CPython 3.13 macOS 15.0+ x86-64
SHA-256 checksum How to use checksums	`7622aaae00d68493b0cfee1a90e7cbc539d196fcc1b90e86f157e17a6bbfa66d`
BLAKE2b-256 checksum How to use checksums	`08e04cce44b71c60b062db2fdd9424a45cdb6f9c9570697bce5bee7b3e3113c5`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp313-cp313-macosx_15_0_x86_64.whl
SHA-256 checksum: 7622aaae00d68493b0cfee1a90e7cbc539d196fcc1b90e86f157e17a6bbfa66d Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp313-cp313-macosx_14_0_arm64.whl

Download URL	pytoulbar2-1.4.0.0-cp313-cp313-macosx_14_0_arm64.whl
Size	17.7 MB
Tags	CPython 3.13 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`312d0a0a74b8be60e1d26d0a37c29b482794fdfb3c871cd767595c1ac3e4f008`
BLAKE2b-256 checksum How to use checksums	`f10b5b41117640c90928d41f0ad2b61c29c6ec8d571d6685927fa127d1d206e8`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp313-cp313-macosx_14_0_arm64.whl
SHA-256 checksum: 312d0a0a74b8be60e1d26d0a37c29b482794fdfb3c871cd767595c1ac3e4f008 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	16.2 MB
Tags	CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`3b952c3eeb733effc04f20616ecce083176610efd39d3cae4012426fa3861bd6`
BLAKE2b-256 checksum How to use checksums	`987abbafcdb298fcacef9d6bf60fe0545c8a85b5d483607482de6e369c7eedfc`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 3b952c3eeb733effc04f20616ecce083176610efd39d3cae4012426fa3861bd6 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	pytoulbar2-1.4.0.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	15.8 MB
Tags	CPython 3.12 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`2bf493967b8ee4ea37295e2e8acd02fbb8d49bf4ce91afb91378636126c2524e`
BLAKE2b-256 checksum How to use checksums	`0b6d8f0aac8f58ac4d32b0ced7fe2f539de9b54940f39e590726dcbd242014f5`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 2bf493967b8ee4ea37295e2e8acd02fbb8d49bf4ce91afb91378636126c2524e Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp312-cp312-macosx_15_0_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp312-cp312-macosx_15_0_x86_64.whl
Size	3.1 MB
Tags	CPython 3.12 macOS 15.0+ x86-64
SHA-256 checksum How to use checksums	`225729b65c10520fbe8e8c62e5eeb53bada07641f8ab881c45d00e1708388880`
BLAKE2b-256 checksum How to use checksums	`b9311c837fc14e2f5a3c8e19965e6a409adc16455db68fc61ca97764d87b0913`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp312-cp312-macosx_15_0_x86_64.whl
SHA-256 checksum: 225729b65c10520fbe8e8c62e5eeb53bada07641f8ab881c45d00e1708388880 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp312-cp312-macosx_14_0_arm64.whl

Download URL	pytoulbar2-1.4.0.0-cp312-cp312-macosx_14_0_arm64.whl
Size	17.7 MB
Tags	CPython 3.12 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`880a2f104ed8effe76dabaaac35841cf62fefe5de7b348a116ff2db8c275477e`
BLAKE2b-256 checksum How to use checksums	`9772f06f15f245b0c53534c08dcee8c733ad34679d40264f19c07e850c4bd96c`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp312-cp312-macosx_14_0_arm64.whl
SHA-256 checksum: 880a2f104ed8effe76dabaaac35841cf62fefe5de7b348a116ff2db8c275477e Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	16.2 MB
Tags	CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`0092834b0552b2187d8746e978d77408c4e3369a7b79a35376f3d88f3c6f119d`
BLAKE2b-256 checksum How to use checksums	`1b3cf541fec51be87a6bebbb0fac2e0a145f212019f6fc7589496729c026ae06`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 0092834b0552b2187d8746e978d77408c4e3369a7b79a35376f3d88f3c6f119d Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	pytoulbar2-1.4.0.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	15.8 MB
Tags	CPython 3.11 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`65050a137eb0ffb4cd006182c8ef2f48321933b9199c1c74fecae6ab0987a508`
BLAKE2b-256 checksum How to use checksums	`10995d4d047c26957924a7dc3b2ee4a42cbd985d68e92a7346244d7d4d6c9280`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 65050a137eb0ffb4cd006182c8ef2f48321933b9199c1c74fecae6ab0987a508 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp311-cp311-macosx_15_0_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp311-cp311-macosx_15_0_x86_64.whl
Size	3.1 MB
Tags	CPython 3.11 macOS 15.0+ x86-64
SHA-256 checksum How to use checksums	`ad1845ba47fb6db1423e4332d36dcb71c921b0723327292c3c988f18a79fa358`
BLAKE2b-256 checksum How to use checksums	`300535f383310206ecbf2cde9eb1a70c6b27d927d4f6f94a86671adab8a158f3`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp311-cp311-macosx_15_0_x86_64.whl
SHA-256 checksum: ad1845ba47fb6db1423e4332d36dcb71c921b0723327292c3c988f18a79fa358 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp311-cp311-macosx_14_0_arm64.whl

Download URL	pytoulbar2-1.4.0.0-cp311-cp311-macosx_14_0_arm64.whl
Size	17.7 MB
Tags	CPython 3.11 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`66414afcdb499fb9957f67194f19ce45313880de68ff60d685a708401a9fa688`
BLAKE2b-256 checksum How to use checksums	`15b5241e0becc2a5f827bb709a5c8b1e8d43376b5f40816e6b1ef3fe166c9c05`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp311-cp311-macosx_14_0_arm64.whl
SHA-256 checksum: 66414afcdb499fb9957f67194f19ce45313880de68ff60d685a708401a9fa688 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	16.2 MB
Tags	CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`d1658dc7c95b5f14020fd0ff1704593ae3336af422e6fe3c4eed05720210cf07`
BLAKE2b-256 checksum How to use checksums	`f82dab334d693d98ede3abc22f7cab04a8656ed0a06114d0554fb3154ec54ac5`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: d1658dc7c95b5f14020fd0ff1704593ae3336af422e6fe3c4eed05720210cf07 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	pytoulbar2-1.4.0.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	15.8 MB
Tags	CPython 3.10 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`a0128d965ce5823824bf034fde69b54f8a122e9911c3ef7dbec479e051eb61bb`
BLAKE2b-256 checksum How to use checksums	`678fefdd6130ccdd68a8933cd4d2700defadcdf472076051898d6d4115b1ec1e`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: a0128d965ce5823824bf034fde69b54f8a122e9911c3ef7dbec479e051eb61bb Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp310-cp310-macosx_15_0_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp310-cp310-macosx_15_0_x86_64.whl
Size	3.1 MB
Tags	CPython 3.10 macOS 15.0+ x86-64
SHA-256 checksum How to use checksums	`b3492d36157b00ca0a93bcd27ebc21bb78e153ce3dafa759685a809cec3fd1b7`
BLAKE2b-256 checksum How to use checksums	`6d28d5f016147b96f741e3d5502b4add885c2a7899dec016e56138770b7dcde0`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp310-cp310-macosx_15_0_x86_64.whl
SHA-256 checksum: b3492d36157b00ca0a93bcd27ebc21bb78e153ce3dafa759685a809cec3fd1b7 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp310-cp310-macosx_14_0_arm64.whl

Download URL	pytoulbar2-1.4.0.0-cp310-cp310-macosx_14_0_arm64.whl
Size	17.7 MB
Tags	CPython 3.10 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`a4ef20ee3597545502dd16f19b2789dc2fbe1740080a042712d52c1bf0b7a57a`
BLAKE2b-256 checksum How to use checksums	`371d838127bbd2844706e484a844b4f035021cf0882d7a296b814f8cdf420b84`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp310-cp310-macosx_14_0_arm64.whl
SHA-256 checksum: a4ef20ee3597545502dd16f19b2789dc2fbe1740080a042712d52c1bf0b7a57a Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	16.2 MB
Tags	CPython 3.9 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`0be87766528f3daabfd0d00f9e9f0138c6bb9199de3cf217187ecfc92aa64682`
BLAKE2b-256 checksum How to use checksums	`7ffca213d0b6d728dcbae7dae22afd01e6956148d58a6836af2d31b5ca4ac3ef`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 0be87766528f3daabfd0d00f9e9f0138c6bb9199de3cf217187ecfc92aa64682 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	pytoulbar2-1.4.0.0-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	15.8 MB
Tags	CPython 3.9 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`91870a3ae99a6110580979fd0c2f0b0003cca00f9ac326f766f1ec6c6e3e74dc`
BLAKE2b-256 checksum How to use checksums	`e7fb933c66ca8303687b8ac5eccb5c676eab901bd39ff1037f1ce45260636536`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 91870a3ae99a6110580979fd0c2f0b0003cca00f9ac326f766f1ec6c6e3e74dc Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp39-cp39-macosx_15_0_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp39-cp39-macosx_15_0_x86_64.whl
Size	3.1 MB
Tags	CPython 3.9 macOS 15.0+ x86-64
SHA-256 checksum How to use checksums	`cb37cc4796f7ae4bf5d6629419f459b0382681019ac80a8abda14f0204132423`
BLAKE2b-256 checksum How to use checksums	`adbb701c3b4379ca7c82020959c61986f34757fd72a25783f293eba5358274c5`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp39-cp39-macosx_15_0_x86_64.whl
SHA-256 checksum: cb37cc4796f7ae4bf5d6629419f459b0382681019ac80a8abda14f0204132423 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp39-cp39-macosx_14_0_arm64.whl

Download URL	pytoulbar2-1.4.0.0-cp39-cp39-macosx_14_0_arm64.whl
Size	17.7 MB
Tags	CPython 3.9 macOS 14.0+ ARM64
SHA-256 checksum How to use checksums	`0330021aa6e9c9fdccbb9875a7d7f3e1e1a5a6111b7bd46ec7d1b67e0842e156`
BLAKE2b-256 checksum How to use checksums	`c1c7bcf91debccc0fbabecf96d7d93c1d4bd6ef6284467a97657c5b7ac4fd2c7`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp39-cp39-macosx_14_0_arm64.whl
SHA-256 checksum: 0330021aa6e9c9fdccbb9875a7d7f3e1e1a5a6111b7bd46ec7d1b67e0842e156 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	16.2 MB
Tags	CPython 3.8 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`5608a0b49bf4b658c9cc5b6b29460c56b1c317a4a71eec0aefe84b12d2e5f1ca`
BLAKE2b-256 checksum How to use checksums	`96d59d1e8ed103b164310e9923fd0ab328633fa2865ae8527c8a64cfb3a09f78`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 5608a0b49bf4b658c9cc5b6b29460c56b1c317a4a71eec0aefe84b12d2e5f1ca Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp38-cp38-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL	pytoulbar2-1.4.0.0-cp38-cp38-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size	15.7 MB
Tags	CPython 3.8 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`cdd829d7d3150a9296a9042da854263cb09110bed2fa7be37947eacfaba02e95`
BLAKE2b-256 checksum How to use checksums	`661d39b41e5221b7206e10bc735aa0b3130450fa577b5b04fb2e79df2e557d81`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp38-cp38-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: cdd829d7d3150a9296a9042da854263cb09110bed2fa7be37947eacfaba02e95 Verifying attestations

Release files / pytoulbar2-1.4.0.0-cp38-cp38-macosx_15_0_x86_64.whl

Download URL	pytoulbar2-1.4.0.0-cp38-cp38-macosx_15_0_x86_64.whl
Size	3.1 MB
Tags	CPython 3.8 macOS 15.0+ x86-64
SHA-256 checksum How to use checksums	`abed586057e07fce8e90edad78e5d34b9236799a4957ffc40fa58cd980e819e3`
BLAKE2b-256 checksum How to use checksums	`e37f688465ccba9e776894fb90d2a45990e7d3b9f506f5cd63a9b52056a6e824`
Upload date	Aug 27, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/toulbar2/toulbar2
Publishing commit: github.com/toulbar2/toulbar2/tree/71416068dac6eabe9fb8d5d01a264edbfa46f5b5

Workflow

Publishing configuration: github.com/toulbar2/toulbar2/blob/71416068dac6eabe9fb8d5d01a264edbfa46f5b5/.github/workflows/pytoulbar2.yml
Publishing logs: github.com/toulbar2/toulbar2/actions/runs/33062302448/attempts/1

Artifact

Subject: pytoulbar2-1.4.0.0-cp38-cp38-macosx_15_0_x86_64.whl
SHA-256 checksum: abed586057e07fce8e90edad78e5d34b9236799a4957ffc40fa58cd980e819e3 Verifying attestations