Files added late

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PySDD

Python wrapper package to interactively use Sentential Decision Diagrams (SDD).

Full documentation available on http://pysdd.readthedocs.io.

Installation

$ pip install PySDD

Python package

The wrapper can be used as a Python package and allows for interactive use.

The following example builds an SDD for the formula a∧b ∨ b∧c ∨ c∧d.

from pysdd.sdd import SddManager, Vtree, WmcManager
vtree = Vtree(var_count=4, var_order=[2,1,4,3], vtree_type="balanced")
sdd = SddManager.from_vtree(vtree)
a, b, c, d = sdd.vars

# Build SDD for formula
formula = (a & b) | (b & c) | (c & d)

# Model Counting
wmc = formula.wmc(log_mode=False)
print(f"Model Count: {wmc.propagate()}")
wmc.set_literal_weight(a, 0.5)
print(f"Weighted Model Count: {wmc.propagate()}")

# Visualize SDD and Vtree
with open("output/sdd.dot", "w") as out:
    print(formula.dot(), file=out)
with open("output/vtree.dot", "w") as out:
    print(vtree.dot(), file=out)

The SDD and Vtree are visualized using Graphviz DOT:

https://people.cs.kuleuven.be/wannes.meert/pysdd/sdd.png https://people.cs.kuleuven.be/wannes.meert/pysdd/vtree.png

More examples are available in the examples directory. An interactive Jupyter notebook is available in notebooks/examples.ipynb

Command Line Interface

A Python CLI application is installed if you use pip, pysdd. Or it can be used directly from the source directory where it is called pysdd-cli.py. This script mimicks the original sdd binary and adds additional features (e.g. weighted model counting)

$ pysdd -h
$ ./pysdd-cli.py -h
usage: pysdd-cli.py [-h] [-c FILE | -d FILE | -s FILE] [-v FILE] [-W FILE]
                [-V FILE] [-R FILE] [-S FILE] [-m] [-t TYPE] [-r K] [-q]
                [-p] [--log_mode]

Sentential Decision Diagram, Compiler

optional arguments:
  -h, --help  show this help message and exit
  -c FILE     set input CNF file
  -d FILE     set input DNF file
  -s FILE     set input SDD file
  -v FILE     set input VTREE file
  -W FILE     set output VTREE file
  -V FILE     set output VTREE (dot) file
  -R FILE     set output SDD file
  -S FILE     set output SDD (dot) file
  -m          minimize the cardinality of compiled sdd
  -t TYPE     set initial vtree type (left/right/vertical/balanced/random)
  -r K        if K>0: invoke vtree search every K clauses. If K=0: disable
              vtree search. By default (no -r option), dynamic vtree search is
              enabled
  -q          perform post-compilation vtree search
  -p          verbose output
  --log_mode  weights in log

Weighted Model Counting is performed if the NNF file containts a line
formatted as follows: "c weights PW_1 NW_1 ... PW_n NW_n".

Memory management

Python’s memory management is not used for the internal datastructures. Use the SDD library’s garbage collection commands (e.g. ref, deref) to perform memory management.

Compilation from source

To install from source, make sure to have the correct development tools installed:

  • C compiler (see Installing Cython)

  • The Python development version that includes Python header files and static library (e.g. libpython3-dev, python-dev, …)

The build process will download Cython and numpy in an isolated environment.

Then run:

$ pip install build
$ python -m build

To install the main branch:

$ pip install git+https://github.com/wannesm/PySDD.git#egg=PySDD

References

This package is inspired by the SDD wrapper used in the probabilistic programming language ProbLog.

References:

Other languages:

Contact

License

Python SDD wrapper:

Copyright 2017-2024, KU Leuven and Regents of the University of California. Licensed under the Apache License, Version 2.0.

SDD package:

Copyright 2013-2018, Regents of the University of California Licensed under the Apache License, Version 2.0.

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
  • Last file added:
Latest release Files added late

2 maintainers

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

Credits

Author: Arthur Choi

License

Apache Software License (Copyright 2018, KU Leuven and Regents of the University of California)

Requires

Python >=3.8

Provides Extra

tests notebooks

Tags

sdd knowledge compilation

Classifiers

Report project as malware

Metadata

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
  • Last file added:
Latest release Files added late

2 maintainers

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

Credits

Author: Arthur Choi

License

Apache Software License (Copyright 2018, KU Leuven and Regents of the University of California)

Requires

Python >=3.8

Provides Extra

tests notebooks

Tags

sdd knowledge compilation

Classifiers

Report project as malware

Release files for PySDD 1.0.6

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

Files added late

30 files were uploaded more than 14 days after the first file in this release.

While project maintainers occasionally add legitimate files to an existing release, late additions can also indicate a security compromise.

We recommend inspecting the release files before installing.

Source distribution (sdist)

Source distribution for PySDD 1.0.6
File Size Uploaded
pysdd-1.0.6.tar.gz 116.4 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for PySDD 1.0.6
File
pysdd-1.0.6-cp314-cp314t-win_arm64.whl 359.9 kB CPython 3.14 CPython 3.14 free-threading Windows ARM64 Details
pysdd-1.0.6-cp314-cp314t-win_amd64.whl 428.4 kB CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
pysdd-1.0.6-cp314-cp314t-win32.whl 375.2 kB CPython 3.14 CPython 3.14 free-threading Windows x86-32 Details
pysdd-1.0.6-cp314-cp314t-musllinux_1_2_x86_64.whl 498.5 kB CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
pysdd-1.0.6-cp314-cp314t-musllinux_1_2_aarch64.whl 479.1 kB CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
pysdd-1.0.6-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 495.7 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 474.2 kB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
pysdd-1.0.6-cp314-cp314t-macosx_11_0_arm64.whl 404.7 kB CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details
pysdd-1.0.6-cp314-cp314t-macosx_10_15_x86_64.whl 428.4 kB CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64 Details
pysdd-1.0.6-cp314-cp314-win_arm64.whl 347.0 kB CPython 3.14 CPython 3.14 Windows ARM64 Details
pysdd-1.0.6-cp314-cp314-win_amd64.whl 385.2 kB CPython 3.14 CPython 3.14 Windows x86-64 Details
pysdd-1.0.6-cp314-cp314-win32.whl 341.9 kB CPython 3.14 CPython 3.14 Windows x86-32 Details
pysdd-1.0.6-cp314-cp314-musllinux_1_2_x86_64.whl 504.2 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
pysdd-1.0.6-cp314-cp314-musllinux_1_2_aarch64.whl 484.3 kB CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
pysdd-1.0.6-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 501.0 kB CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64 Details
pysdd-1.0.6-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 478.6 kB CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp314-cp314-macosx_11_0_arm64.whl 383.3 kB CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
pysdd-1.0.6-cp314-cp314-macosx_10_15_x86_64.whl 417.9 kB CPython 3.14 CPython 3.14 macOS 10.15+ x86-64 Details
pysdd-1.0.6-cp313-cp313-win_arm64.whl 339.2 kB CPython 3.13 CPython 3.13 Windows ARM64 Details
pysdd-1.0.6-cp313-cp313-win_amd64.whl 379.6 kB CPython 3.13 CPython 3.13 Windows x86-64 Details
pysdd-1.0.6-cp313-cp313-win32.whl 337.7 kB CPython 3.13 CPython 3.13 Windows x86-32 Details
pysdd-1.0.6-cp313-cp313-musllinux_1_2_x86_64.whl 498.0 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
pysdd-1.0.6-cp313-cp313-musllinux_1_2_i686.whl 511.5 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
pysdd-1.0.6-cp313-cp313-musllinux_1_2_aarch64.whl 474.9 kB CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
pysdd-1.0.6-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 485.9 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 465.3 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 492.1 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
pysdd-1.0.6-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 501.2 kB CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 475.9 kB CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp313-cp313-macosx_11_0_arm64.whl 381.0 kB CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
pysdd-1.0.6-cp313-cp313-macosx_10_13_x86_64.whl 413.4 kB CPython 3.13 CPython 3.13 macOS 10.13+ x86-64 Details
pysdd-1.0.6-cp312-cp312-win_arm64.whl 339.3 kB CPython 3.12 CPython 3.12 Windows ARM64 Details
pysdd-1.0.6-cp312-cp312-win_amd64.whl 379.4 kB CPython 3.12 CPython 3.12 Windows x86-64 Details
pysdd-1.0.6-cp312-cp312-win32.whl 337.7 kB CPython 3.12 CPython 3.12 Windows x86-32 Details
pysdd-1.0.6-cp312-cp312-musllinux_1_2_x86_64.whl 495.8 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
pysdd-1.0.6-cp312-cp312-musllinux_1_2_i686.whl 511.0 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
pysdd-1.0.6-cp312-cp312-musllinux_1_2_aarch64.whl 472.8 kB CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details
pysdd-1.0.6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 484.2 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 465.4 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 492.1 kB CPython 3.12 CPython 3.12 Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
pysdd-1.0.6-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 502.3 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64 Details
pysdd-1.0.6-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 473.2 kB CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp312-cp312-macosx_11_0_arm64.whl 381.7 kB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
pysdd-1.0.6-cp312-cp312-macosx_10_13_x86_64.whl 414.4 kB CPython 3.12 CPython 3.12 macOS 10.13+ x86-64 Details
pysdd-1.0.6-cp311-cp311-win_arm64.whl 340.7 kB CPython 3.11 CPython 3.11 Windows ARM64 Details
pysdd-1.0.6-cp311-cp311-win_amd64.whl 375.6 kB CPython 3.11 CPython 3.11 Windows x86-64 Details
pysdd-1.0.6-cp311-cp311-win32.whl 337.3 kB CPython 3.11 CPython 3.11 Windows x86-32 Details
pysdd-1.0.6-cp311-cp311-musllinux_1_2_x86_64.whl 508.5 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
pysdd-1.0.6-cp311-cp311-musllinux_1_2_i686.whl 523.3 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
pysdd-1.0.6-cp311-cp311-musllinux_1_2_aarch64.whl 486.5 kB CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details
pysdd-1.0.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 496.0 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 476.7 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 502.4 kB CPython 3.11 CPython 3.11 Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
pysdd-1.0.6-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 508.2 kB CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 486.1 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
pysdd-1.0.6-cp311-cp311-macosx_11_0_arm64.whl 386.9 kB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
pysdd-1.0.6-cp311-cp311-macosx_10_9_x86_64.whl 412.5 kB CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details
pysdd-1.0.6-cp310-cp310-win_arm64.whl 341.0 kB CPython 3.10 CPython 3.10 Windows ARM64 Details
pysdd-1.0.6-cp310-cp310-win_amd64.whl 375.4 kB CPython 3.10 CPython 3.10 Windows x86-64 Details
pysdd-1.0.6-cp310-cp310-win32.whl 337.9 kB CPython 3.10 CPython 3.10 Windows x86-32 Details
pysdd-1.0.6-cp310-cp310-musllinux_1_2_x86_64.whl 510.8 kB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
pysdd-1.0.6-cp310-cp310-musllinux_1_2_i686.whl 524.0 kB CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
pysdd-1.0.6-cp310-cp310-musllinux_1_2_aarch64.whl 485.4 kB CPython 3.10 CPython 3.10 Linux musl 1.2+ ARM64 Details
pysdd-1.0.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 497.4 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 478.4 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 507.0 kB CPython 3.10 CPython 3.10 Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
pysdd-1.0.6-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 508.9 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64 Details
pysdd-1.0.6-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 486.4 kB CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp310-cp310-macosx_11_0_arm64.whl 387.6 kB CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
pysdd-1.0.6-cp310-cp310-macosx_10_9_x86_64.whl 413.3 kB CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details
pysdd-1.0.6-cp39-cp39-win_arm64.whl 341.4 kB CPython 3.9 CPython 3.9 Windows ARM64 Details
pysdd-1.0.6-cp39-cp39-win_amd64.whl 375.9 kB CPython 3.9 CPython 3.9 Windows x86-64 Details
pysdd-1.0.6-cp39-cp39-win32.whl 338.3 kB CPython 3.9 CPython 3.9 Windows x86-32 Details
pysdd-1.0.6-cp39-cp39-musllinux_1_2_x86_64.whl 509.6 kB CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details
pysdd-1.0.6-cp39-cp39-musllinux_1_2_i686.whl 524.4 kB CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-32 Details
pysdd-1.0.6-cp39-cp39-musllinux_1_2_aarch64.whl 485.4 kB CPython 3.9 CPython 3.9 Linux musl 1.2+ ARM64 Details
pysdd-1.0.6-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 498.8 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 477.6 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 507.3 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
pysdd-1.0.6-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 507.6 kB CPython 3.9 CPython 3.9 Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 486.6 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64 Details
pysdd-1.0.6-cp39-cp39-macosx_11_0_arm64.whl 388.1 kB CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
pysdd-1.0.6-cp39-cp39-macosx_10_9_x86_64.whl 413.9 kB CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details
pysdd-1.0.6-cp38-cp38-win_amd64.whl 378.2 kB CPython 3.8 CPython 3.8 Windows x86-64 Details
pysdd-1.0.6-cp38-cp38-win32.whl 341.4 kB CPython 3.8 CPython 3.8 Windows x86-32 Details
pysdd-1.0.6-cp38-cp38-musllinux_1_2_x86_64.whl 1.9 MB CPython 3.8 CPython 3.8 Linux musl 1.2+ x86-64 Details
pysdd-1.0.6-cp38-cp38-musllinux_1_2_i686.whl 1.9 MB CPython 3.8 CPython 3.8 Linux musl 1.2+ x86-32 Details
pysdd-1.0.6-cp38-cp38-musllinux_1_2_aarch64.whl 1.9 MB CPython 3.8 CPython 3.8 Linux musl 1.2+ ARM64 Details
pysdd-1.0.6-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.9 MB CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 1.9 MB CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 1.8 MB CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
pysdd-1.0.6-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 2.0 MB CPython 3.8 CPython 3.8 Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64 Details
pysdd-1.0.6-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 2.0 MB CPython 3.8 CPython 3.8 Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64 Details
pysdd-1.0.6-cp38-cp38-macosx_11_0_arm64.whl 414.3 kB CPython 3.8 CPython 3.8 macOS 11.0+ ARM64 Details
pysdd-1.0.6-cp38-cp38-macosx_10_9_x86_64.whl 440.1 kB CPython 3.8 CPython 3.8 macOS 10.9+ x86-64 Details

Total release size: 53.9 MB

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