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Running
Running
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- 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
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