├── .gitignore ├── .gitmodules ├── LICENSE ├── README.md ├── dataset_configuration.json ├── jupyter ├── 100M │ ├── config.yaml │ └── eq_setting.json ├── 10MPaper │ ├── config.yaml │ └── equation_config.json └── fit_func.ipynb ├── makefile ├── scripts ├── benchmark │ ├── collect_results.py │ ├── collect_results.yaml │ ├── datasets │ │ └── ai_feymann.yaml │ ├── fit.py │ ├── fit.yaml │ ├── genetic_programming.py │ ├── get_plots.py │ └── model │ │ ├── brenden.yaml │ │ ├── gaussian_proc.yaml │ │ ├── genetic_prog.yaml │ │ └── nesymres.yaml ├── config.yaml ├── csv_handling │ ├── convert_csv_to_dataload_format.py │ ├── csv_compliant.py │ └── dataload_format_to_csv.py ├── data_creation │ ├── apply_filtering.py │ ├── dataset_creation.py │ ├── filter_from_already_existing.py │ └── test_presence.py ├── fitfunc.py └── train.py ├── src ├── nesymres │ ├── architectures │ │ ├── beam_search.py │ │ ├── bfgs.py │ │ ├── data.py │ │ ├── model.py │ │ ├── set_encoder.py │ │ └── set_transformer.py │ ├── benchmark.py │ ├── dataset │ │ ├── convert_csv_to_dataload_format.py │ │ ├── data_utils.py │ │ ├── generator.py │ │ └── sympy_utils.py │ ├── dclasses.py │ └── utils.py └── setup.py └── test_set └── nc.csv /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/.gitignore -------------------------------------------------------------------------------- /.gitmodules: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/.gitmodules -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/README.md -------------------------------------------------------------------------------- /dataset_configuration.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/dataset_configuration.json -------------------------------------------------------------------------------- /jupyter/100M/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/jupyter/100M/config.yaml -------------------------------------------------------------------------------- /jupyter/100M/eq_setting.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/jupyter/100M/eq_setting.json -------------------------------------------------------------------------------- /jupyter/10MPaper/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/jupyter/10MPaper/config.yaml -------------------------------------------------------------------------------- /jupyter/10MPaper/equation_config.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/jupyter/10MPaper/equation_config.json -------------------------------------------------------------------------------- /jupyter/fit_func.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/jupyter/fit_func.ipynb -------------------------------------------------------------------------------- /makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/makefile -------------------------------------------------------------------------------- /scripts/benchmark/collect_results.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/benchmark/collect_results.py -------------------------------------------------------------------------------- /scripts/benchmark/collect_results.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/benchmark/collect_results.yaml -------------------------------------------------------------------------------- /scripts/benchmark/datasets/ai_feymann.yaml: -------------------------------------------------------------------------------- 1 | number_of_equations: 2 | -------------------------------------------------------------------------------- /scripts/benchmark/fit.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/benchmark/fit.py -------------------------------------------------------------------------------- /scripts/benchmark/fit.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/benchmark/fit.yaml -------------------------------------------------------------------------------- /scripts/benchmark/genetic_programming.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /scripts/benchmark/get_plots.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /scripts/benchmark/model/brenden.yaml: -------------------------------------------------------------------------------- 1 | model_name: brenden -------------------------------------------------------------------------------- /scripts/benchmark/model/gaussian_proc.yaml: -------------------------------------------------------------------------------- 1 | model_name: gaussian_proc -------------------------------------------------------------------------------- /scripts/benchmark/model/genetic_prog.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/benchmark/model/genetic_prog.yaml -------------------------------------------------------------------------------- /scripts/benchmark/model/nesymres.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/benchmark/model/nesymres.yaml -------------------------------------------------------------------------------- /scripts/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/config.yaml -------------------------------------------------------------------------------- /scripts/csv_handling/convert_csv_to_dataload_format.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/csv_handling/convert_csv_to_dataload_format.py -------------------------------------------------------------------------------- /scripts/csv_handling/csv_compliant.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/csv_handling/csv_compliant.py -------------------------------------------------------------------------------- /scripts/csv_handling/dataload_format_to_csv.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/csv_handling/dataload_format_to_csv.py -------------------------------------------------------------------------------- /scripts/data_creation/apply_filtering.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/data_creation/apply_filtering.py -------------------------------------------------------------------------------- /scripts/data_creation/dataset_creation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/data_creation/dataset_creation.py -------------------------------------------------------------------------------- /scripts/data_creation/filter_from_already_existing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/data_creation/filter_from_already_existing.py -------------------------------------------------------------------------------- /scripts/data_creation/test_presence.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/data_creation/test_presence.py -------------------------------------------------------------------------------- /scripts/fitfunc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/fitfunc.py -------------------------------------------------------------------------------- /scripts/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/scripts/train.py -------------------------------------------------------------------------------- /src/nesymres/architectures/beam_search.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/architectures/beam_search.py -------------------------------------------------------------------------------- /src/nesymres/architectures/bfgs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/architectures/bfgs.py -------------------------------------------------------------------------------- /src/nesymres/architectures/data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/architectures/data.py -------------------------------------------------------------------------------- /src/nesymres/architectures/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/architectures/model.py -------------------------------------------------------------------------------- /src/nesymres/architectures/set_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/architectures/set_encoder.py -------------------------------------------------------------------------------- /src/nesymres/architectures/set_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/architectures/set_transformer.py -------------------------------------------------------------------------------- /src/nesymres/benchmark.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/benchmark.py -------------------------------------------------------------------------------- /src/nesymres/dataset/convert_csv_to_dataload_format.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/dataset/convert_csv_to_dataload_format.py -------------------------------------------------------------------------------- /src/nesymres/dataset/data_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/dataset/data_utils.py -------------------------------------------------------------------------------- /src/nesymres/dataset/generator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/dataset/generator.py -------------------------------------------------------------------------------- /src/nesymres/dataset/sympy_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/dataset/sympy_utils.py -------------------------------------------------------------------------------- /src/nesymres/dclasses.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/dclasses.py -------------------------------------------------------------------------------- /src/nesymres/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/nesymres/utils.py -------------------------------------------------------------------------------- /src/setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/src/setup.py -------------------------------------------------------------------------------- /test_set/nc.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SymposiumOrganization/NeuralSymbolicRegressionThatScales/HEAD/test_set/nc.csv --------------------------------------------------------------------------------