Spaces:
Sleeping
Sleeping
- The Algorithm: | |
- Creating the Search Space: | |
- binary_operators | |
- unary_operators | |
- maxsize | |
- maxdepth | |
- Setting the Search Size: | |
- niterations | |
- populations | |
- population_size | |
- ncycles_per_iteration | |
- The Objective: | |
- elementwise_loss | |
- loss_function | |
- model_selection | |
- dimensional_constraint_penalty | |
- dimensionless_constants_only | |
- Working with Complexities: | |
- parsimony | |
- constraints | |
- nested_constraints | |
- complexity_of_operators | |
- complexity_of_constants | |
- complexity_of_variables | |
- warmup_maxsize_by | |
- use_frequency | |
- use_frequency_in_tournament | |
- adaptive_parsimony_scaling | |
- should_simplify | |
- Mutations: | |
- weight_add_node | |
- weight_insert_node | |
- weight_delete_node | |
- weight_do_nothing | |
- weight_mutate_constant | |
- weight_mutate_operator | |
- weight_swap_operands | |
- weight_randomize | |
- weight_simplify | |
- weight_optimize | |
- crossover_probability | |
- annealing | |
- alpha | |
- perturbation_factor | |
- skip_mutation_failures | |
- Tournament Selection: | |
- tournament_selection_n | |
- tournament_selection_p | |
- Constant Optimization: | |
- optimizer_algorithm | |
- optimizer_nrestarts | |
- optimize_probability | |
- optimizer_iterations | |
- should_optimize_constants | |
- Migration between Populations: | |
- fraction_replaced | |
- fraction_replaced_hof | |
- migration | |
- hof_migration | |
- topn | |
- Data Preprocessing: | |
- denoise | |
- select_k_features | |
- Stopping Criteria: | |
- max_evals | |
- timeout_in_seconds | |
- early_stop_condition | |
- Performance and Parallelization: | |
- procs | |
- multithreading | |
- cluster_manager | |
- heap_size_hint_in_bytes | |
- batching | |
- batch_size | |
- precision | |
- fast_cycle | |
- turbo | |
- bumper | |
- enable_autodiff | |
- Determinism: | |
- random_state | |
- deterministic | |
- warm_start | |
- Monitoring: | |
- verbosity | |
- update_verbosity | |
- print_precision | |
- progress | |
- Environment: | |
- temp_equation_file | |
- tempdir | |
- delete_tempfiles | |
- update | |
- Exporting the Results: | |
- equation_file | |
- output_jax_format | |
- output_torch_format | |
- extra_sympy_mappings | |
- extra_torch_mappings | |
- extra_jax_mappings | |