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Title: GitHub - thomasWeise/moptipyapps: Applications of Metaheuristic Optimization in Python · GitHub

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X Title: GitHub - thomasWeise/moptipyapps: Applications of Metaheuristic Optimization in Python

Description: Applications of Metaheuristic Optimization in Python - thomasWeise/moptipyapps

Open Graph Description: Applications of Metaheuristic Optimization in Python - thomasWeise/moptipyapps

X Description: Applications of Metaheuristic Optimization in Python - thomasWeise/moptipyapps

Mail addresses
tweise@hfuu.edu.cn
tweise@ustc.edu.cn

Opengraph URL: https://github.com/thomasWeise/moptipyapps

X: @github

direct link

Domain: github.com

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docs/source	https://github.com/thomasWeise/moptipyapps/tree/main/docs/source
examples	https://github.com/thomasWeise/moptipyapps/tree/main/examples
examples	https://github.com/thomasWeise/moptipyapps/tree/main/examples
moptipyapps	https://github.com/thomasWeise/moptipyapps/tree/main/moptipyapps
moptipyapps	https://github.com/thomasWeise/moptipyapps/tree/main/moptipyapps
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.gitignore	https://github.com/thomasWeise/moptipyapps/blob/main/.gitignore
.gitignore	https://github.com/thomasWeise/moptipyapps/blob/main/.gitignore
CONTRIBUTING.md	https://github.com/thomasWeise/moptipyapps/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/thomasWeise/moptipyapps/blob/main/CONTRIBUTING.md
LICENSE	https://github.com/thomasWeise/moptipyapps/blob/main/LICENSE
LICENSE	https://github.com/thomasWeise/moptipyapps/blob/main/LICENSE
README.md	https://github.com/thomasWeise/moptipyapps/blob/main/README.md
README.md	https://github.com/thomasWeise/moptipyapps/blob/main/README.md
SECURITY.md	https://github.com/thomasWeise/moptipyapps/blob/main/SECURITY.md
SECURITY.md	https://github.com/thomasWeise/moptipyapps/blob/main/SECURITY.md
conftest.py	https://github.com/thomasWeise/moptipyapps/blob/main/conftest.py
conftest.py	https://github.com/thomasWeise/moptipyapps/blob/main/conftest.py
make.sh	https://github.com/thomasWeise/moptipyapps/blob/main/make.sh
make.sh	https://github.com/thomasWeise/moptipyapps/blob/main/make.sh
make_venv.sh	https://github.com/thomasWeise/moptipyapps/blob/main/make_venv.sh
make_venv.sh	https://github.com/thomasWeise/moptipyapps/blob/main/make_venv.sh
pyproject.toml	https://github.com/thomasWeise/moptipyapps/blob/main/pyproject.toml
pyproject.toml	https://github.com/thomasWeise/moptipyapps/blob/main/pyproject.toml
requirements-dev.txt	https://github.com/thomasWeise/moptipyapps/blob/main/requirements-dev.txt
requirements-dev.txt	https://github.com/thomasWeise/moptipyapps/blob/main/requirements-dev.txt
requirements.txt	https://github.com/thomasWeise/moptipyapps/blob/main/requirements.txt
requirements.txt	https://github.com/thomasWeise/moptipyapps/blob/main/requirements.txt
setup.cfg	https://github.com/thomasWeise/moptipyapps/blob/main/setup.cfg
setup.cfg	https://github.com/thomasWeise/moptipyapps/blob/main/setup.cfg
setup.py	https://github.com/thomasWeise/moptipyapps/blob/main/setup.py
setup.py	https://github.com/thomasWeise/moptipyapps/blob/main/setup.py
README	https://github.com/thomasWeise/moptipyapps
Contributing	https://github.com/thomasWeise/moptipyapps
GPL-3.0 license	https://github.com/thomasWeise/moptipyapps
Security	https://github.com/thomasWeise/moptipyapps
	https://github.com/thomasWeise/moptipyapps/actions/workflows/build.yml
	https://pypi.org/project/moptipyapps
	https://pypistats.org/packages/moptipyapps
	https://thomasweise.github.io/moptipyapps/tc/index.html
	https://thomasweise.github.io
	https://github.com/thomasWeise/moptipyapps#moptipyapps-applications-of-metaheuristic-optimization-in-python
Introduction	https://github.com/thomasWeise/moptipyapps#1-introduction
Installation	https://github.com/thomasWeise/moptipyapps#2-installation
Applications	https://github.com/thomasWeise/moptipyapps#3-applications
Two-Dimensional Bin Packing Problem	https://github.com/thomasWeise/moptipyapps#31-two-dimensional-bin-packing-problem
Traveling Salesperson Problem (TSP)	https://github.com/thomasWeise/moptipyapps#32-the-traveling-salesperson-problem-tsp
Traveling Tournament Problem (TTP)	https://github.com/thomasWeise/moptipyapps#33-the-traveling-tournament-problem-ttp
Quadratic Assignment Problem (QAP)	https://github.com/thomasWeise/moptipyapps#34-the-quadratic-assignment-problem-qap
One-Dimensional Ordering	https://github.com/thomasWeise/moptipyapps#36-one-dimensional-ordering
Unit Tests and Static Analysis	https://github.com/thomasWeise/moptipyapps#4-unit-tests-and-static-analysis
License	https://github.com/thomasWeise/moptipyapps#5-license
Contact	https://github.com/thomasWeise/moptipyapps#6-contact
	https://github.com/thomasWeise/moptipyapps#1-introduction
moptipy	https://thomasweise.github.io/moptipy
flyer	https://thomasweise.github.io/moptipy/_static/moptipy_flyer.pdf
moptipyapps	https://thomasweise.github.io/moptipyapps
	https://github.com/thomasWeise/moptipyapps#2-installation
pip	https://pypi.org/project/pip
PyPi	https://pypi.org
PyPi	https://pypi.org/project/moptipyapps
pip	https://pypi.org/project/pip
all dependencies	https://thomasweise.github.io/moptipyapps/requirements_txt.html
make build	https://thomasweise.github.io/moptipyapps/Makefile.html
dependencies for building	https://thomasweise.github.io/moptipyapps/requirements-dev_txt.html
unit testing and static analysis	https://github.com/thomasWeise/moptipyapps#4-unit-tests-and-static-analysis
moptipyapps	https://thomasweise.github.io/moptipyapps
here	https://thomasweise.github.io/moptipyapps/requirements_txt.html
full make build	https://thomasweise.github.io/moptipyapps/Makefile.html
here	https://thomasweise.github.io/moptipyapps/requirements-dev_txt.html
	https://github.com/thomasWeise/moptipyapps#3-applications
moptipy	https://thomasweise.github.io/moptipy
	https://github.com/thomasWeise/moptipyapps#31-two-dimensional-bin-packing-problem
moptipyapps.binpacking2d	https://thomasweise.github.io/moptipyapps/moptipyapps.binpacking2d.html#module-moptipyapps.binpacking2d
two-dimensional rectangular bin packing	https://thomasweise.github.io/moptipyapps/moptipyapps.binpacking2d.html#module-moptipyapps.binpacking2d
instances	https://thomasweise.github.io/moptipyapps/moptipyapps.binpacking2d.html#module-moptipyapps.binpacking2d.instance
2DPackLib	https://site.unibo.it/operations-research/en/research/2dpacklib
resources	https://thomasweise.github.io/moptipyapps/moptipyapps.binpacking2d.html#moptipyapps.binpacking2d.instance.Instance.from_resource
this package	https://thomasweise.github.io/moptipyapps/moptipyapps.binpacking2d.html#module-moptipyapps.binpacking2d
Almost Squares in Almost Squares	https://hdl.handle.net/11245/1.545914
signed permutation with repetitions	https://thomasweise.github.io/moptipy/moptipy.spaces.html#module-moptipy.spaces.signed_permutations
The first one	https://thomasweise.github.io/moptipyapps/moptipyapps.binpacking2d.encodings.html#module-moptipyapps.binpacking2d.encodings.ibl_encoding_1
The second one	https://thomasweise.github.io/moptipyapps/moptipyapps.binpacking2d.encodings.html#module-moptipyapps.binpacking2d.encodings.ibl_encoding_2
plot a packing chart	https://thomasweise.github.io/moptipyapps/examples/binpacking2d_plot_py.html
apply a randomized local search to one 2D bin packing instance	https://thomasweise.github.io/moptipyapps/examples/binpacking2d_rls_py.html
measure the runtime of the different encodings for the 2D bin packing problem	https://thomasweise.github.io/moptipyapps/examples/binpacking2d_timing_py.html
	https://github.com/thomasWeise/moptipyapps#32-the-traveling-salesperson-problem-tsp
moptipyapps.tsp	https://thomasweise.github.io/moptipyapps/moptipyapps.tsp.html#module-moptipyapps.tsp
TSPLib	http://comopt.ifi.uni-heidelberg.de/software/TSPLIB95
apply a randomized local search to one TSP instance	https://thomasweise.github.io/moptipyapps/examples/tsp_rls_py.html
apply a some FFA-based algorithms to one TSP instance	https://thomasweise.github.io/moptipyapps/examples/tsp_special_algorithms_py.html
TTP	https://github.com/thomasWeise/moptipyapps#34-the-traveling-tournament-problem-ttp
	https://github.com/thomasWeise/moptipyapps#33-the-traveling-tournament-problem-ttp
moptipyapps.ttp	https://thomasweise.github.io/moptipyapps/moptipyapps.ttp.html#module-moptipyapps.ttp
TSP	https://github.com/thomasWeise/moptipyapps#32-the-traveling-salesperson-problem-tsp
apply a local search to find a feasible TTP plan	https://thomasweise.github.io/moptipyapps/examples/ttp_example_experiment_rls_rs_py.html
tackle the TTP in a multi-objective manner	https://thomasweise.github.io/moptipyapps/examples/ttp_example_experiment_mo_py.html
	https://github.com/thomasWeise/moptipyapps#34-the-quadratic-assignment-problem-qap
moptipyapps.qap	https://thomasweise.github.io/moptipyapps/moptipyapps.qap.html#module-moptipyapps.qap
one-dimensional ordering	https://github.com/thomasWeise/moptipyapps#36-one-dimensional-ordering
run a QAP experiment with RLS and random sampling	https://thomasweise.github.io/moptipyapps/examples/qap_example_experiment_rls_rs_py.html
	https://github.com/thomasWeise/moptipyapps#35-one-dimensional-ordering
moptipyapps.order1d	https://thomasweise.github.io/moptipyapps/moptipyapps.order1d.html#module-moptipyapps.order1d
use one-dimensional ordering to for search trajectory charts	https://thomasweise.github.io/moptipyapps/examples/order1_from_dat_py.html
	https://github.com/thomasWeise/moptipyapps#4-unit-tests-and-static-analysis
moptipyapps.tests	https://thomasweise.github.io/moptipyapps/moptipyapps.tests.html
moptipy API	https://thomasweise.github.io/moptipy/moptipy.api.html
moptipy	https://thomasweise.github.io/moptipy/tc/index.html
moptipyapps	https://thomasweise.github.io/moptipyapps/tc/index.html
autoflake	https://pypi.org/project/autoflake
bandit	https://pypi.org/project/bandit
dodgy	https://pypi.org/project/dodgy
flake8	https://pypi.org/project/flake8
flake8-bugbear	http://pypi.org/project/flake8-bugbear
flake8-eradicate	http://pypi.org/project/flake8-eradicate
flake8-use-fstring	http://pypi.org/project/flake8-use-fstring
mypy	https://pypi.org/project/mypy
pycodestyle	https://pypi.org/project/pycodestyle
pydocstyle	https://pypi.org/project/pydocstyle
pyflakes	https://pypi.org/project/pyflakes
pylint	https://pypi.org/project/pylint
pyroma	https://pypi.org/project/pyroma
ruff	https://pypi.org/project/ruff
semgrep	https://pypi.org/project/semgrep
tryceratops	https://pypi.org/project/tryceratops
unimport	https://pypi.org/project/unimport
vulture	https://pypi.org/project/vulture
CodeQL	https://codeql.github.com
private vulnerability reporting	https://docs.github.com/en/code-security/security-advisories/repository-security-advisories/configuring-private-vulnerability-reporting-for-a-repository
vulnerability	https://docs.github.com/en/code-security/dependabot/dependabot-alerts/configuring-dependabot-alerts
security	https://docs.github.com/en/code-security/dependabot/dependabot-security-updates/configuring-dependabot-security-updates
basic moptipyapps dependencies	https://thomasweise.github.io/moptipyapps/requirements-dev_txt.html
a set of additional dependencies	https://thomasweise.github.io/moptipyapps/requirements-dev_txt.html
	https://github.com/thomasWeise/moptipyapps#5-license
moptipyapps	https://thomasweise.github.io/moptipyapps
Thomas Weise	https://thomasweise.github.io
Thomas Weise	https://thomasweise.github.io
Contact	https://github.com/thomasWeise/moptipyapps#6-contact
GNU GENERAL PUBLIC LICENSE, Version 3, 29 June 2007	https://thomasweise.github.io/moptipyapps/LICENSE.html
contact information	https://github.com/thomasWeise/moptipyapps#6-contact
https://www.gnu.org/licenses/	https://www.gnu.org/licenses/
contributions guidelines	https://thomasweise.github.io/moptipyapps/CONTRIBUTING_md.html
security policy	https://thomasweise.github.io/moptipyapps/SECURITY_md.html
	https://github.com/thomasWeise/moptipyapps#51-exceptions
two-dimensional bin packing problem	https://github.com/thomasWeise/moptipyapps#31-two-dimensional-bin-packing-problem
2DPackLib	https://site.unibo.it/operations-research/en/research/2dpacklib
2DPackLib	https://site.unibo.it/operations-research/en/research/2dpacklib
Traveling Salesperson Problem	https://github.com/thomasWeise/moptipyapps#32-the-traveling-salesperson-problem-tsp
TSPLib	http://comopt.ifi.uni-heidelberg.de/software/TSPLIB95
Traveling Tournament Problem	https://thomasweise.github.io/moptipyapps/#the-traveling-tournament-problem-ttp
RobinX	https://robinxval.ugent.be/RobinX/travelRepo.php
authors	https://robinxval.ugent.be/RobinX/contact.php
https://qaplib.mgi.polymtl.ca	https://qaplib.mgi.polymtl.ca
https://coral.ise.lehigh.edu/data-sets/qaplib	https://coral.ise.lehigh.edu/data-sets/qaplib
https://github.com/esa/SpOC4	https://github.com/esa/SpOC4
https://optimise.esa.int	https://optimise.esa.int
	https://github.com/thomasWeise/moptipyapps#6-contact
Thomas Weise	https://thomasweise.github.io
人工智能与大数据学院	http://www.hfuu.edu.cn/aibd
Hefei University	http://www.hfuu.edu.cn/english
合肥大学	http://www.hfuu.edu.cn
thomasweise.github.io/moptipyapps/	https://thomasweise.github.io/moptipyapps/
optimization	https://github.com/topics/optimization
tsp	https://github.com/topics/tsp
operations-research	https://github.com/topics/operations-research
metaheuristics	https://github.com/topics/metaheuristics
quadratic-assignment-problem	https://github.com/topics/quadratic-assignment-problem
2d-bin-packing	https://github.com/topics/2d-bin-packing
traveling-salesman-problem	https://github.com/topics/traveling-salesman-problem
traveling-salesperson-problem	https://github.com/topics/traveling-salesperson-problem
dynamic-control	https://github.com/topics/dynamic-control
traveling-tournament-problem	https://github.com/topics/traveling-tournament-problem
Readme	https://github.com/thomasWeise/moptipyapps#readme-ov-file
GPL-3.0 license	https://github.com/thomasWeise/moptipyapps#GPL-3.0-1-ov-file
Contributing	https://github.com/thomasWeise/moptipyapps#contributing-ov-file
Security policy	https://github.com/thomasWeise/moptipyapps#security-ov-file
Please reload this page	https://github.com/thomasWeise/moptipyapps
Activity	https://github.com/thomasWeise/moptipyapps/activity
1 fork	https://github.com/thomasWeise/moptipyapps/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FthomasWeise%2Fmoptipyapps&report=thomasWeise+%28user%29
Releases 92	https://github.com/thomasWeise/moptipyapps/releases
discovered and fixed a saddening bug in MFC Latest May 28, 2026	https://github.com/thomasWeise/moptipyapps/releases/tag/0.8.94
+ 91 releases	https://github.com/thomasWeise/moptipyapps/releases
Packages 0	https://github.com/users/thomasWeise/packages?repo_name=moptipyapps
Please reload this page	https://github.com/thomasWeise/moptipyapps
Please reload this page	https://github.com/thomasWeise/moptipyapps
Contributors	https://github.com/thomasWeise/moptipyapps/graphs/contributors
Please reload this page	https://github.com/thomasWeise/moptipyapps
Python 99.2%	https://github.com/thomasWeise/moptipyapps/search?l=python
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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