├── .gitignore ├── .readthedocs.yaml ├── LICENSE ├── MANIFEST.in ├── README.md ├── benchmarking ├── ClassBenchmark │ ├── classbench_config.py │ ├── classbench_make_run_file.py │ ├── classbench_results_analysis.py │ ├── classbench_run.py │ └── results │ │ ├── class_results.png │ │ ├── results_detailed.csv │ │ └── results_summary.csv ├── FeynmanBenchmark │ ├── feynman_config.py │ ├── feynman_dataset_inspection.ipynb │ ├── feynman_make_run_file.py │ ├── feynman_results_analysis.py │ ├── feynman_run.py │ ├── feynman_run_efficiency_curve.py │ └── results │ │ ├── feynman_results.png │ │ ├── noise0.000 │ │ ├── results_detailed.csv │ │ ├── results_stats.txt │ │ └── results_summary.csv │ │ ├── noise0.001 │ │ ├── results_detailed.csv │ │ ├── results_stats.txt │ │ └── results_summary.csv │ │ ├── noise0.010 │ │ ├── results_detailed.csv │ │ ├── results_stats.txt │ │ └── results_summary.csv │ │ └── noise0.100 │ │ ├── results_detailed.csv │ │ ├── results_stats.txt │ │ └── results_summary.csv ├── readme_reproducibility.md └── utils.py ├── demos ├── class_sr │ ├── demo_free_fall │ │ ├── demo_free_fall.ipynb │ │ └── demo_free_fall.py │ └── demo_milky_way_streams │ │ ├── MW_streams.ipynb │ │ ├── MW_streams_make_run_file.py │ │ ├── MW_streams_results_analysis.py │ │ ├── MW_streams_run.py │ │ ├── results │ │ ├── MW_benchmark.png │ │ ├── results_detailed.csv │ │ └── results_summary.csv │ │ └── streams.csv ├── class_sr_quick_start.ipynb ├── class_sr_quick_start.py ├── sr │ ├── _deprecated-interface │ │ ├── demo_damped_harmonic_oscillator │ │ │ ├── demo_damped_harmonic_oscillator.ipynb │ │ │ └── demo_damped_harmonic_oscillator.py │ │ ├── demo_mechanical_energy │ │ │ ├── demo_mechanical_energy.ipynb │ │ │ └── demo_mechanical_energy.py │ │ └── demos_natural_const_discovery │ │ │ ├── demo_classical_gravity │ │ │ ├── demo_classical_gravity.ipynb │ │ │ └── demo_classical_gravity.py │ │ │ ├── demo_ideal_gas_law │ │ │ ├── demo_ideal_gas_law.ipynb │ │ │ └── demo_ideal_gas_law.py │ │ │ ├── demo_planck_law_nphotons │ │ │ ├── demo_planck_law_nphotons.ipynb │ │ │ └── demo_planck_law_nphotons.py │ │ │ ├── demo_terminal_velocity │ │ │ └── demo_terminal_velocity.py │ │ │ └── demo_wave_interferences │ │ │ └── demo_wave_interferences.py │ ├── demo_damped_harmonic_oscillator │ │ ├── demo_damped_harmonic_oscillator.ipynb │ │ └── demo_damped_harmonic_oscillator.py │ ├── demo_usa_tariffs │ │ ├── demo.ipynb │ │ ├── tariffs.csv │ │ ├── usa_trade_balance_a.csv │ │ ├── usa_trade_balance_b.csv │ │ └── usa_trade_balance_c.csv │ └── demo_y_weights │ │ └── demo_y_weights.ipynb ├── sr_quick_start.ipynb ├── sr_quick_start.py └── toolkit │ ├── demo_encode_decode.ipynb │ ├── demo_expressions.ipynb │ ├── demo_opti_constants.ipynb │ ├── demo_random_sampler.ipynb │ ├── sr_from_scratch.ipynb │ └── sr_from_scratch_corr.ipynb ├── devreq.txt ├── docs ├── Makefile ├── assets │ ├── ClassBench-show_samples.png │ ├── FeynBench-show_samples-landscapes.png │ ├── class_sr_framework.png │ ├── da_space_reduction_illustration.png │ ├── demo_sr_light.mp4 │ ├── demo_streams_plot.png │ ├── demo_weights_data_plot.png │ ├── demo_weights_results_plot.png │ ├── feynman_results.gif │ ├── logo.png │ ├── logo_dark.png │ ├── logo_doc.png │ ├── logo_doc_white.png │ ├── physo_parallel_efficiency_padded.png │ ├── sr_framework.png │ └── toolkit_workflow.png ├── make.bat ├── make_repo_readme.sh ├── readme_doc.md ├── requirements.txt └── source │ ├── _static │ └── css │ │ └── custom.css │ ├── class_sr │ ├── doc_class_sr_def.md │ ├── doc_class_sr_docstring.rst │ ├── doc_class_sr_getting_started.md │ ├── doc_class_sr_plus.md │ └── doc_class_sr_presentation_rtd.rst │ ├── conf.py │ ├── features │ ├── doc_features_class_sr.md │ ├── doc_features_da.md │ ├── doc_features_header.md │ ├── doc_features_ops.md │ ├── doc_features_priors.rst │ ├── doc_features_priors_intro.md │ ├── doc_features_weights.md │ └── doc_features_wrapper.md │ ├── headers │ ├── doc_header.md │ ├── doc_logo.md │ ├── doc_logo_dark.md │ ├── doc_news.md │ ├── doc_presentation_readme.md │ ├── doc_presentation_rtd.rst │ └── doc_title.md │ ├── index.rst │ ├── install │ ├── doc_installation_HPC.md │ ├── doc_installation_pip.md │ ├── doc_installation_source.md │ ├── doc_installation_title.md │ └── doc_installation_uninstall.md │ ├── others │ ├── doc_benchmarks.md │ ├── doc_faq.md │ ├── doc_getting_started_summary.md │ ├── doc_performances.md │ ├── doc_refer_to_doc.md │ └── doc_reference.md │ ├── r_benchmarks.rst │ ├── r_class_sr.rst │ ├── r_faq.rst │ ├── r_features.rst │ ├── r_getting_started.rst │ ├── r_installation.rst │ ├── r_performances.rst │ ├── r_reference.rst │ ├── r_reproducibility.rst │ ├── r_sr.rst │ ├── r_toolkit.rst │ ├── sr │ ├── doc_sr_def.md │ ├── doc_sr_docstring.rst │ ├── doc_sr_getting_started.md │ ├── doc_sr_plus.md │ └── doc_sr_presentation_rtd.rst │ └── toolkit │ ├── doc_toolkit_decode.md │ ├── doc_toolkit_expr.md │ ├── doc_toolkit_intro.md │ ├── doc_toolkit_opti.md │ └── doc_toolkit_random.md ├── physo ├── __init__.py ├── _version.py ├── benchmark │ ├── ClassDataset │ │ ├── ClassEquations.csv │ │ ├── ClassProblem.py │ │ ├── __init__.py │ │ └── tests │ │ │ ├── ClassProblem_UnitTest.py │ │ │ └── __init__.py │ ├── FeynmanDataset │ │ ├── BonusEquations.csv │ │ ├── FeynmanEquations.csv │ │ ├── FeynmanProblem.py │ │ ├── __init__.py │ │ ├── tests │ │ │ ├── FeynmanProblem_UnitTest.py │ │ │ └── __init__.py │ │ └── units.csv │ ├── __init__.py │ └── utils │ │ ├── __init__.py │ │ ├── metrics_utils.py │ │ ├── read_logs.py │ │ ├── symbolic_utils.py │ │ ├── timeout_generic.py │ │ └── timeout_unix.py ├── config │ ├── __init__.py │ ├── config0.py │ ├── config0b.py │ ├── config1.py │ ├── config1b.py │ ├── config2.py │ └── config2b.py ├── learn │ ├── __init__.py │ ├── learn.py │ ├── loss.py │ ├── monitoring.py │ ├── rnn.py │ └── tests │ │ ├── __init__.py │ │ └── monitoring_UnitTest.py ├── physym │ ├── __init__.py │ ├── batch.py │ ├── batch_execute.py │ ├── dataset.py │ ├── dimensional_analysis.py │ ├── execute.py │ ├── free_const.py │ ├── functions.py │ ├── library.py │ ├── prior.py │ ├── program.py │ ├── reward.py │ ├── tests │ │ ├── __init__.py │ │ ├── batch_UnitTest.py │ │ ├── batch_execute_UnitParallelTest.py │ │ ├── dataset_UnitTest.py │ │ ├── dimensional_analysis_UnitTest.py │ │ ├── execute_UnitTest.py │ │ ├── free_const_UnitTest.py │ │ ├── functions_UnitTest.py │ │ ├── library_UnitTest.py │ │ ├── prior_UnitTest.py │ │ ├── program_UnitTest.py │ │ ├── program_display_UnitTest.py │ │ ├── reward_UnitTest.py │ │ ├── token_UnitTest.py │ │ ├── tokenize_UnitTest.py │ │ └── vect_programs_UnitTest.py │ ├── token.py │ ├── tokenize.py │ └── vect_programs.py ├── task │ ├── __init__.py │ ├── args_handler.py │ ├── checks.py │ ├── class_sr.py │ ├── fit.py │ ├── optimize.py │ ├── sr.py │ └── tests │ │ ├── __init__.py │ │ ├── checks_UnitTest.py │ │ ├── class_sr_UnitTest.py │ │ └── sr_UnitTest.py └── toolkit │ ├── __init__.py │ ├── codec.py │ ├── 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