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Commit b869247

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Merge pull request #276 from ahmedfgad/github-actions
PyGAD 3.3.1
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‎docs/source/conf.py

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author = 'Ahmed Fawzy Gad'
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# The full version, including alpha/beta/rc tags
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release = '3.3.0'
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release = '3.3.1'
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master_doc = 'index'
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‎docs/source/pygad.rst

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Summary <https://pygad.readthedocs.io/en/latest/pygad_more.html#print-lifecycle-summary>`__
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section for more details and examples.
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- 4 methods with names starting with ``run_``. Their purpose is to keep
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the main loop inside the ``run()`` method clean. The details inside
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the loop are moved to 4 individual methods. Generally, any method
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with a name starting with ``run_`` is meant to be called by PyGAD
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from inside the ``run()`` method. Supported in `PyGAD
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3.3.1 <https://pygad.readthedocs.io/en/latest/releases.html#pygad-3-3-1>`__.
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1. ``run_select_parents(call_on_parents=True)``: Select the parents
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and call the callable ``on_parents()`` if defined. If
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``call_on_parents`` is ``True``, then the callable
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``on_parents()`` is called. It must be ``False`` when the
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``run_select_parents()`` method is called to update the parents at
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the end of the ``run()`` method.
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2. ``run_crossover()``: Apply crossover and call the callable
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``on_crossover()`` if defined.
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3. ``run_mutation()``: Apply mutation and call the callable
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``on_mutation()`` if defined.
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4. ``run_update_population()``: Update the ``population`` attribute
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after completing the processes of crossover and mutation.
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The next sections discuss the methods available in the ``pygad.GA``
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class.
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‎docs/source/releases.rst

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self.best_solution_generation = numpy.where(numpy.array(
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self.best_solutions_fitness) == numpy.max(numpy.array(self.best_solutions_fitness)))[0][0]
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.. _pygad-331:
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PyGAD 3.3.1
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-----------
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Release Date 17 February 2024
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1. After the last generation and before the ``run()`` method completes,
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update the 2 instance attributes: 1) ``last_generation_parents`` 2)
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``last_generation_parents_indices``. This is to keep the list of
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parents up-to-date with the latest population fitness
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``last_generation_fitness``.
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https://github.com/ahmedfgad/GeneticAlgorithmPython/issues/275
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2. 4 methods with names starting with ``run_``. Their purpose is to keep
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the main loop inside the ``run()`` method clean. Check the `Other
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Methods <https://pygad.readthedocs.io/en/latest/pygad.html#other-methods>`__
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section for more information.
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PyGAD Projects at GitHub
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========================
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‎pygad/__init__.py

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from .pygad import * # Relative import.
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__version__ = "3.3.0"
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__version__ = "3.3.1"

‎pygad/pygad.py

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‎pyproject.toml

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[project]
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name = "pygad"
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version = "3.3.0"
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version = "3.3.1"
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description = "PyGAD: A Python Library for Building the Genetic Algorithm and Training Machine Learning Algoithms (Keras & PyTorch)."
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readme = {file = "README.md", content-type = "text/markdown"}
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requires-python = ">=3"

‎setup.py

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setuptools.setup(
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name="pygad",
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version="3.3.0",
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version="3.3.1",
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author="Ahmed Fawzy Gad",
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install_requires=["numpy", "matplotlib", "cloudpickle",],
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author_email="ahmed.f.gad@gmail.com",

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