├── .dockerignore ├── .editorconfig ├── .git-blame-ignore-revs ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ ├── bug_report.md.license │ ├── feature_request.md │ └── feature_request.md.license └── workflows │ ├── ci.yml │ └── publish.yml ├── .gitignore ├── .gitlab-ci.yml ├── .idea ├── icon.svg └── icon.svg.license ├── .junie ├── guidelines.md └── guidelines.md.license ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── .reuse └── dep5 ├── .run ├── pynguin_ DYNAMOSA, 60s.run.xml ├── pynguin_ MOSA, 60s.run.xml ├── pynguin_ RANDOM, 60s.run.xml └── pynguin_ WHOLE_SUITE, 60s.run.xml ├── .zenodo.json ├── .zenodo.json.license ├── CHANGELOG.md ├── CITATION.cff ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE.rst ├── LICENSES ├── Apache-2.0.txt ├── BSD-2-Clause.txt ├── CC-BY-4.0.txt ├── CC0-1.0.txt └── MIT.txt ├── Makefile ├── README.md ├── codecov.yml ├── docker └── Dockerfile ├── docs ├── CODEOWNERS ├── api.rst ├── api.rst.license ├── conf.py ├── dev │ ├── contributing.rst │ ├── contributing.rst.license │ ├── development.rst │ ├── development.rst.license │ ├── extensions.rst │ ├── extensions.rst.license │ ├── overview.rst │ └── overview.rst.license ├── index.rst ├── index.rst.license ├── source │ └── _static │ │ ├── cov-report-queue.png │ │ ├── cov-report-queue.png.license │ │ ├── cov-report-triangle.png │ │ ├── cov-report-triangle.png.license │ │ ├── example-stdout.txt │ │ ├── example-stdout.txt.license │ │ ├── example.py │ │ ├── ml-example │ │ ├── dtype_mapping.yaml │ │ ├── example.ml_example_api.yaml │ │ └── example.py │ │ ├── pynguin-logo.png │ │ ├── pynguin-logo.png.license │ │ ├── pynguin-overview.png │ │ ├── pynguin-overview.png.license │ │ ├── queue-example-stdout.txt │ │ ├── queue-example-stdout.txt.license │ │ ├── queue_example.py │ │ ├── test_example.py │ │ └── test_queue_example.py └── user │ ├── assertions.rst │ ├── assertions.rst.license │ ├── coverage.rst │ ├── coverage.rst.license │ ├── install.rst │ ├── install.rst.license │ ├── intro.rst │ ├── intro.rst.license │ ├── quickstart.rst │ ├── quickstart.rst.license │ ├── reproducible.rst │ └── reproducible.rst.license ├── poetry.lock ├── poetry.lock.license ├── pynguin-docker.sh ├── pyproject.toml ├── src └── pynguin │ ├── __init__.py │ ├── __main__.py │ ├── __version__.py │ ├── analyses │ ├── __init__.py │ ├── constants.py │ ├── module.py │ ├── modulecomplexity.py │ ├── seeding.py │ ├── string_subtypes.py │ ├── syntaxtree.py │ ├── type_inference.py │ └── typesystem.py │ ├── assertion │ ├── __init__.py │ ├── assertion.py │ ├── assertion_to_ast.py │ ├── assertion_trace.py │ ├── assertiongenerator.py │ ├── assertiontraceobserver.py │ ├── llmassertiongenerator.py │ └── mutation_analysis │ │ ├── __init__.py │ │ ├── controller.py │ │ ├── mutators.py │ │ ├── operators │ │ ├── __init__.py │ │ ├── arithmetic.py │ │ ├── base.py │ │ ├── decorator.py │ │ ├── exception.py │ │ ├── inheritance.py │ │ ├── logical.py │ │ ├── loop.py │ │ └── misc.py │ │ ├── strategies.py │ │ └── transformer.py │ ├── cli.py │ ├── configuration.py │ ├── ga │ ├── __init__.py │ ├── algorithms │ │ ├── __init__.py │ │ ├── abstractmosaalgorithm.py │ │ ├── archive.py │ │ ├── dynamosaalgorithm.py │ │ ├── generationalgorithm.py │ │ ├── llmosalgorithm.py │ │ ├── mioalgorithm.py │ │ ├── mosaalgorithm.py │ │ ├── randomalgorithm.py │ │ ├── randomsearchalgorithm.py │ │ └── wholesuitealgorithm.py │ ├── chromosome.py │ ├── chromosomefactory.py │ ├── chromosomevisitor.py │ ├── computations.py │ ├── coveragegoals.py │ ├── generationalgorithmfactory.py │ ├── llmtestsuitechromosomefactory.py │ ├── operators │ │ ├── __init__.py │ │ ├── comparator.py │ │ ├── crossover.py │ │ ├── ranking.py │ │ └── selection.py │ ├── postprocess.py │ ├── searchobserver.py │ ├── stoppingcondition.py │ ├── testcasechromosome.py │ ├── testcasechromosomefactory.py │ ├── testcasefactory.py │ ├── testsuitechromosome.py │ └── testsuitechromosomefactory.py │ ├── generator.py │ ├── instrumentation │ ├── __init__.py │ ├── controlflow.py │ ├── machinery.py │ ├── tracer.py │ ├── transformer.py │ └── version │ │ ├── __init__.py │ │ ├── common.py │ │ ├── python3_10.py │ │ ├── python3_11.py │ │ ├── python3_12.py │ │ ├── python3_13.py │ │ └── python3_14.py │ ├── large_language_model │ ├── __init__.py │ ├── caching.py │ ├── helpers │ │ ├── __init__.py │ │ └── testcasereferencecopier.py │ ├── llmagent.py │ ├── llmtestcasehandler.py │ ├── parsing │ │ ├── __init__.py │ │ ├── astscoping.py │ │ ├── deserializer.py │ │ ├── helpers.py │ │ ├── rewriter.py │ │ └── type_str_parser.py │ └── prompts │ │ ├── __init__.py │ │ ├── assertiongenerationprompt.py │ │ ├── localsearchprompt.py │ │ ├── prompt.py │ │ ├── testcasegenerationprompt.py │ │ ├── typeinferenceprompt.py │ │ └── uncoveredtargetsprompt.py │ ├── master_worker │ ├── __init__.py │ ├── client.py │ ├── master.py │ └── worker.py │ ├── resources │ ├── __init__.py │ ├── coverage-template.html │ └── fans │ │ ├── __init__.py │ │ ├── camel_case.fan │ │ ├── colour.fan │ │ ├── csv.fan │ │ ├── delimited.fan │ │ ├── email.fan │ │ ├── faker │ │ ├── __init__.py │ │ ├── camel_case.fan │ │ ├── colour.fan │ │ ├── csv.fan │ │ ├── delimited.fan │ │ ├── email.fan │ │ ├── ipv4.fan │ │ ├── standard_date.fan │ │ ├── unix_path.fan │ │ └── xml.fan │ │ ├── ipv4.fan │ │ ├── numeric.fan │ │ ├── standard_date.fan │ │ ├── unix_path.fan │ │ └── xml.fan │ ├── slicer │ ├── __init__.py │ ├── dynamicslicer.py │ ├── executedinstruction.py │ ├── executionflowbuilder.py │ ├── stack │ │ ├── __init__.py │ │ └── stacksimulation.py │ └── statementslicingobserver.py │ ├── testcase │ ├── __init__.py │ ├── defaulttestcase.py │ ├── execution.py │ ├── export.py │ ├── llmlocalsearch.py │ ├── localsearch.py │ ├── localsearchobjective.py │ ├── localsearchstatement.py │ ├── localsearchtimer.py │ ├── statement.py │ ├── statement_to_ast.py │ ├── testcase.py │ ├── testcase_to_ast.py │ ├── testcasevisitor.py │ ├── testfactory.py │ └── variablereference.py │ └── utils │ ├── __init__.py │ ├── ast_util.py │ ├── atomicinteger.py │ ├── collection_utils.py │ ├── configuration_writer.py │ ├── controlflowdistance.py │ ├── exceptions.py │ ├── execution_recorder.py │ ├── fandango_faker_utils.py │ ├── generic │ ├── __init__.py │ └── genericaccessibleobject.py │ ├── llm.py │ ├── logging_utils.py │ ├── mirror.py │ ├── mutation_utils.py │ ├── namingscope.py │ ├── orderedset.py │ ├── pynguinml │ ├── __init__.py │ ├── ml_parsing_utils.py │ ├── ml_testfactory_utils.py │ ├── ml_testing_resources.py │ ├── mlparameter.py │ └── np_rng.py │ ├── randomness.py │ ├── report.py │ ├── statistics │ ├── __init__.py │ ├── outputvariablefactory.py │ ├── runtimevariable.py │ ├── statisticsbackend.py │ ├── statisticsobserver.py │ └── stats.py │ ├── type_utils.py │ ├── typeevalpy_json_schema.py │ └── typetracing.py ├── tests ├── __init__.py ├── analyses │ ├── __init__.py │ ├── test_constants.py │ ├── test_initialpopulationseeding.py │ ├── test_module.py │ ├── test_modulecomplexity.py │ ├── test_seeding.py │ ├── test_staticconstantseeding.py │ ├── test_string_subtypes.py │ ├── test_syntaxtree.py │ ├── test_type_inference.py │ ├── test_typesystem.py │ └── test_typesystem_string_subtypes.py ├── assertion │ ├── __init__.py │ ├── mutation_analysis │ │ ├── __init__.py │ │ ├── operators │ │ │ ├── __init__.py │ │ │ ├── test_arithmetic.py │ │ │ ├── test_decorator.py │ │ │ ├── test_exception.py │ │ │ ├── test_inheritance.py │ │ │ ├── test_logical.py │ │ │ ├── test_loop.py │ │ │ └── test_misc.py │ │ ├── test_controller.py │ │ ├── test_mutators.py │ │ └── test_strategies.py │ ├── test_assertion.py │ ├── test_assertion_generation_integration.py │ ├── test_assertion_to_ast.py │ ├── test_assertion_trace.py │ ├── test_assertiongenerator.py │ ├── test_assertiontraceobserver.py │ └── test_llmassertiongenerator.py ├── conftest.py ├── fixtures │ ├── __init__.py │ ├── accessibles │ │ ├── __init__.py │ │ └── accessible.py │ ├── branchcoverage │ │ ├── __init__.py │ │ ├── nestedbranches.py │ │ ├── nobranches.py │ │ ├── simplenesting.py │ │ ├── singlebranches.py │ │ └── twomethodsinglebranches.py │ ├── c │ │ ├── __init__.py │ │ └── my_ctypes.py │ ├── cluster │ │ ├── __init__.py │ │ ├── abstract.py │ │ ├── alias_module.py │ │ ├── async_class_gen.py │ │ ├── async_class_method.py │ │ ├── async_func.py │ │ ├── async_gen.py │ │ ├── attributes.py │ │ ├── blacklist.py │ │ ├── blacklist_transitive.py │ │ ├── comments.py │ │ ├── complex_dependencies.py │ │ ├── complex_dependency.py │ │ ├── conditional_import.py │ │ ├── dependency.py │ │ ├── diamond_bottom.py │ │ ├── diamond_left.py │ │ ├── diamond_right.py │ │ ├── diamond_top.py │ │ ├── enums.py │ │ ├── import_dependency.py │ │ ├── inheritance.py │ │ ├── lambda.py │ │ ├── nested_functions.py │ │ ├── no_any_annotations.py │ │ ├── no_dependencies.py │ │ ├── overridden_inherited_methods.py │ │ ├── simple_dependencies.py │ │ ├── typing_parameters.py │ │ └── uses_async_dependency.py │ ├── crash │ │ ├── __init__.py │ │ ├── partly_crashing.py │ │ └── seg_fault.py │ ├── duckmock │ │ ├── __init__.py │ │ └── complex.py │ ├── errors │ │ ├── __init__.py │ │ └── import_error.py │ ├── examples │ │ ├── __init__.py │ │ ├── assertions.py │ │ ├── basket.py │ │ ├── calculator.py │ │ ├── calculator_simple.py │ │ ├── collections.py │ │ ├── difficult.py │ │ ├── dummies.py │ │ ├── dynamosa_example.py │ │ ├── enums.py │ │ ├── exceptions.py │ │ ├── flaky.py │ │ ├── impossible.py │ │ ├── inheritance.py │ │ ├── loop.py │ │ ├── module_alias.py │ │ ├── monkey.py │ │ ├── nested.py │ │ ├── objects.py │ │ ├── private_methods.py │ │ ├── queue.py │ │ ├── simple.py │ │ ├── triangle.py │ │ ├── type_inference.py │ │ └── type_tracing │ │ │ ├── __init__.py │ │ │ ├── geometry.py │ │ │ ├── invoice.py │ │ │ ├── large_test_cluster.py │ │ │ ├── mixed.py │ │ │ └── string_subtype.py │ ├── grammar │ │ ├── __init__.py │ │ └── parameters.py │ ├── instrumentation │ │ ├── __init__.py │ │ ├── comparison.py │ │ ├── covered_branches.py │ │ ├── covered_classes.py │ │ ├── covered_functions.py │ │ ├── covered_lines.py │ │ ├── inherited.py │ │ ├── mixed.py │ │ └── simple.py │ ├── linecoverage │ │ ├── __init__.py │ │ ├── artificial_none.py │ │ ├── emptyfile.py │ │ ├── exception.py │ │ ├── list.py │ │ ├── plus.py │ │ └── setter_getter.py │ ├── mutation │ │ ├── __init__.py │ │ ├── exception.py │ │ ├── expected.py │ │ ├── mutation.py │ │ └── timeout.py │ ├── programgraph │ │ ├── __init__.py │ │ ├── samples.py │ │ ├── whileloop.py │ │ └── yield_fun.py │ ├── regression │ │ ├── __init__.py │ │ ├── argparse_sys_exit.py │ │ ├── custom_error.py │ │ └── not_main.py │ ├── seeding │ │ ├── __init__.py │ │ ├── dynamicseeding │ │ │ ├── __init__.py │ │ │ └── dynamicseedingdummies.py │ │ ├── initialpopulationseeding │ │ │ ├── __init__.py │ │ │ ├── dummycontainer.py │ │ │ └── seedmodules │ │ │ │ ├── __init__.py │ │ │ │ ├── assertseed_test_.py │ │ │ │ ├── classseed_test_.py │ │ │ │ ├── collfuncseed_test_.py │ │ │ │ ├── collseed_test_.py │ │ │ │ ├── nestedseed_test_.py │ │ │ │ ├── notknowncall_test_.py │ │ │ │ ├── notprimseed_test_.py │ │ │ │ ├── primitiveseed_test_.py │ │ │ │ ├── triangleseed_test_.py │ │ │ │ ├── wrongassignseed_test_.py │ │ │ │ └── wrongfunctionnameseed_test_.py │ │ └── staticconstantseeding │ │ │ ├── __init__.py │ │ │ └── dummy │ │ │ ├── __init__.py │ │ │ ├── dummy.py │ │ │ └── empty.so │ ├── slicer │ │ ├── __init__.py │ │ ├── attribute_dependencies.py │ │ ├── closure.py │ │ ├── generator.py │ │ ├── immutable_attribute_dependency.py │ │ ├── import_star_def.py │ │ ├── import_star_main.py │ │ ├── partial_cover_dependency.py │ │ ├── simple_call.py │ │ └── simple_call_arg.py │ ├── test.conf │ ├── test.conf.license │ ├── tests │ │ └── typeinference │ │ │ └── test_stubstrategy.pyi │ ├── type_tracing │ │ ├── __init__.py │ │ ├── guess_params.py │ │ ├── return_types.py │ │ └── union_type.py │ └── types │ │ ├── __init__.py │ │ ├── outside.py │ │ ├── subtyping.py │ │ └── symbols.py ├── ga │ ├── __init__.py │ ├── algorithms │ │ ├── __init__.py │ │ ├── test_archive.py │ │ ├── test_dynamosaalgorithm.py │ │ ├── test_generationalgorithm.py │ │ ├── test_integration_mosaalgorithm.py │ │ ├── test_integration_varioussearchalgorithms.py │ │ ├── test_llmosalgorithm.py │ │ ├── test_mioalgorithm.py │ │ ├── test_mosaalgorithm.py │ │ └── test_randomalgorithm.py │ ├── operators │ │ ├── __init__.py │ │ ├── crossover │ │ │ ├── __init__.py │ │ │ └── test_singlepointrelativecrossover.py │ │ ├── ranking │ │ │ ├── __init__.py │ │ │ └── test_rankingfunction.py │ │ ├── selection │ │ │ ├── __init__.py │ │ │ ├── test_rankselection.py │ │ │ ├── test_selection.py │ │ │ └── test_tournamentselection.py │ │ ├── test_dominancecomparator.py │ │ └── test_preferencesortingcomparator.py │ ├── stoppingconditions │ │ ├── __init__.py │ │ ├── test_coverageplateaustoppingcondition.py │ │ ├── test_maxcoveragestoppingcondition.py │ │ ├── test_maxiterationsstoppingcondition.py │ │ ├── test_maxmemorystoppingcondition.py │ │ ├── test_maxstatementstoppingcondition.py │ │ ├── test_maxtestsstoppingcondition.py │ │ ├── test_maxtimestoppingcondition.py │ │ ├── test_minimumcoverageplateaustoppingcondition.py │ │ └── test_stoppingcondition.py │ ├── test_chromosome.py │ ├── test_chromosomefactory.py │ ├── test_computations.py │ ├── test_computations_cache.py │ ├── test_computations_fitness_utilities.py │ ├── test_coveragegoals.py │ ├── test_generationalgorithmfactory.py │ ├── test_llmtestsuitechromosomefactory.py │ ├── test_postprocess.py │ ├── test_testcasechromosome.py │ ├── test_testcasefactory.py │ └── test_testsuitechromosome.py ├── instrumentation │ ├── __init__.py │ ├── test_adapters.py │ ├── test_ast_info.py │ ├── test_cfg.py │ ├── test_controldependencegraph.py │ ├── test_machinery.py │ ├── test_programgraph.py │ ├── test_tracer.py │ └── test_version.py ├── large_language_model │ ├── __init__.py │ ├── helpers │ │ └── test_testcasereferencecopier.py │ ├── parsing │ │ ├── test_astscoping.py │ │ ├── test_helpers.py │ │ └── test_type_str_parser.py │ ├── prompts │ │ ├── __init__.py │ │ ├── test_assertiongenerationprompt.py │ │ ├── test_testcasegenerationprompt.py │ │ └── test_uncovered_targets_prompt.py │ ├── test_caching.py │ ├── test_llm_caching.py │ ├── test_llm_deserializer.py │ ├── test_llmagent.py │ ├── test_llmagent_extended.py │ ├── test_llmtestcasehandler.py │ ├── test_llmtestcasehandler_coverage.py │ └── test_rewriter.py ├── master_worker │ ├── __init__.py │ ├── test_client.py │ ├── test_master.py │ └── test_worker.py ├── slicer │ ├── __init__.py │ ├── test_assertionslicer.py │ ├── test_dependencies.py │ ├── test_expected_failures.py │ ├── test_language_features.py │ ├── test_statementslicer.py │ └── util.py ├── test___main__.py ├── test_cli.py ├── test_generator.py ├── testcase │ ├── __init__.py │ ├── execution │ │ ├── __init__.py │ │ ├── test_executedinstruction.py │ │ ├── test_executioncontext.py │ │ ├── test_executionmocking.py │ │ ├── test_executionresult.py │ │ ├── test_executiontrace.py │ │ ├── test_moduleprovider.py │ │ ├── test_subprocesstestcaseexecutor.py │ │ ├── test_subprocesstestcaseexecutor_differential.py │ │ ├── test_subprocesstestcaseexecutor_integration.py │ │ ├── test_testcaseexecutor_integration.py │ │ └── test_typetracing.py │ ├── export │ │ ├── __init__.py │ │ ├── conftest.py │ │ └── test_export.py │ ├── statements │ │ ├── __init__.py │ │ ├── test_assignmentstatement.py │ │ ├── test_collectionstatements.py │ │ ├── test_fieldstatement.py │ │ ├── test_parameterizedstatements.py │ │ └── test_primitivestatements.py │ ├── test_ast_assign_statement.py │ ├── test_benchmark.py │ ├── test_defaulttestcase.py │ ├── test_llmlocalsearch.py │ ├── test_localsearch.py │ ├── test_localsearchtimer.py │ ├── test_statement_to_ast.py │ ├── test_testcase_integration.py │ ├── test_testcase_to_ast_integration.py │ ├── test_testfactory.py │ └── variable │ │ ├── __init__.py │ │ └── test_variablereference.py ├── testutils.py └── utils │ ├── __init__.py │ ├── generic │ ├── __init__.py │ └── test_genericaccessibleobject.py │ ├── pynguinml │ ├── __init__.py │ ├── test_ml_parsing_utils.py │ ├── test_ml_testfactory_utils.py │ ├── test_ml_testing_resources.py │ ├── test_mlparameter.py │ ├── test_np_rng.py │ └── test_pynguinml_integration.py │ ├── stats │ ├── __init__.py │ ├── test_outputvariablefactory.py │ ├── test_runtimevariable.py │ ├── test_searchstatistics.py │ ├── test_statistics.py │ └── test_statisticsbackend.py │ ├── test_atomicinteger.py │ ├── test_collection_utils.py │ ├── test_configuration_writer.py │ ├── test_controlflowdistance.py │ ├── test_exceptions.py │ ├── test_execution_recorder.py │ ├── test_fandango_faker_utils.py │ ├── test_llm.py │ ├── test_logging_utils.py │ ├── test_mirror.py │ ├── test_mutation_utils.py │ ├── test_namingscope.py │ ├── test_orderedset.py │ ├── test_randomness.py │ ├── test_report.py │ ├── test_string_subtype_integration.py │ ├── test_type_utils.py │ ├── test_typeevalpy_json_schema.py │ ├── test_typetracing.py │ └── utils.py └── 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