├── 202303_version ├── README.md ├── demo_damped_harmonic_oscillator.ipynb └── demo_mechanical_energy.ipynb ├── LICENSE ├── PhySO ├── .gitignore ├── .readthedocs.yaml ├── LICENSE ├── 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_y_weights │ │ │ └── demo_y_weights.ipynb │ ├── sr_quick_start.ipynb │ └── sr_quick_start.py ├── devreq1.txt ├── devreq2.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 │ ├── make.bat │ ├── make_repo_readme.sh │ ├── 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_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_presentation_readme.md │ │ │ ├── doc_presentation_rtd.rst │ │ │ └── doc_title.md │ │ ├── index.rst │ │ ├── others │ │ │ ├── doc_benchmarks.md │ │ │ ├── doc_getting_started_summary.md │ │ │ ├── doc_installation.md │ │ │ ├── doc_performances.md │ │ │ ├── doc_refer_to_doc.md │ │ │ └── doc_reference.md │ │ ├── r_benchmarks.rst │ │ ├── r_class_sr.rst │ │ ├── r_features.rst │ │ ├── r_getting_started.rst │ │ ├── r_installation.rst │ │ ├── r_performances.rst │ │ ├── r_reference.rst │ │ ├── r_reproducibility.rst │ │ ├── r_sr.rst │ │ └── sr │ │ │ ├── doc_sr_def.md │ │ │ ├── doc_sr_docstring.rst │ │ │ ├── doc_sr_getting_started.md │ │ │ ├── doc_sr_plus.md │ │ │ └── doc_sr_presentation_rtd.rst │ └── 教程_生成离线文档.md ├── physo │ ├── __init__.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_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 ├── requirements.txt └── setup.py └── README.md /202303_version/README.md: -------------------------------------------------------------------------------- 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