Update README.md

README.md

@@ -1,376 +1,5 @@
 ---
 dataset_info:
-- config_name: full
-  features:
-  - name: boundary.n_field_periods
-    dtype: float64
-  - name: boundary.is_stellarator_symmetric
-    dtype: bool
-  - name: boundary.r_cos(0, 0)
-    dtype: float64
-  - name: boundary.r_cos(0, 1)
-    dtype: float64
-  - name: boundary.r_cos(0, 2)
-    dtype: float64
-  - name: boundary.r_cos(0, 3)
-    dtype: float64
-  - name: boundary.r_cos(0, 4)
-    dtype: float64
-  - name: boundary.r_cos(1, -4)
-    dtype: float64
-  - name: boundary.r_cos(1, -3)
-    dtype: float64
-  - name: boundary.r_cos(1, -2)
-    dtype: float64
-  - name: boundary.r_cos(1, -1)
-    dtype: float64
-  - name: boundary.r_cos(1, 0)
-    dtype: float64
-  - name: boundary.r_cos(1, 1)
-    dtype: float64
-  - name: boundary.r_cos(1, 2)
-    dtype: float64
-  - name: boundary.r_cos(1, 3)
-    dtype: float64
-  - name: boundary.r_cos(1, 4)
-    dtype: float64
-  - name: boundary.r_cos(2, -4)
-    dtype: float64
-  - name: boundary.r_cos(2, -3)
-    dtype: float64
-  - name: boundary.r_cos(2, -2)
-    dtype: float64
-  - name: boundary.r_cos(2, -1)
-    dtype: float64
-  - name: boundary.r_cos(2, 0)
-    dtype: float64
-  - name: boundary.r_cos(2, 1)
-    dtype: float64
-  - name: boundary.r_cos(2, 2)
-    dtype: float64
-  - name: boundary.r_cos(2, 3)
-    dtype: float64
-  - name: boundary.r_cos(2, 4)
-    dtype: float64
-  - name: boundary.r_cos(3, -4)
-    dtype: float64
-  - name: boundary.r_cos(3, -3)
-    dtype: float64
-  - name: boundary.r_cos(3, -2)
-    dtype: float64
-  - name: boundary.r_cos(3, -1)
-    dtype: float64
-  - name: boundary.r_cos(3, 0)
-    dtype: float64
-  - name: boundary.r_cos(3, 1)
-    dtype: float64
-  - name: boundary.r_cos(3, 2)
-    dtype: float64
-  - name: boundary.r_cos(3, 3)
-    dtype: float64
-  - name: boundary.r_cos(3, 4)
-    dtype: float64
-  - name: boundary.r_cos(4, -4)
-    dtype: float64
-  - name: boundary.r_cos(4, -3)
-    dtype: float64
-  - name: boundary.r_cos(4, -2)
-    dtype: float64
-  - name: boundary.r_cos(4, -1)
-    dtype: float64
-  - name: boundary.r_cos(4, 0)
-    dtype: float64
-  - name: boundary.r_cos(4, 1)
-    dtype: float64
-  - name: boundary.r_cos(4, 2)
-    dtype: float64
-  - name: boundary.r_cos(4, 3)
-    dtype: float64
-  - name: boundary.r_cos(4, 4)
-    dtype: float64
-  - name: boundary.z_sin(0, 1)
-    dtype: float64
-  - name: boundary.z_sin(0, 2)
-    dtype: float64
-  - name: boundary.z_sin(0, 3)
-    dtype: float64
-  - name: boundary.z_sin(0, 4)
-    dtype: float64
-  - name: boundary.z_sin(1, -4)
-    dtype: float64
-  - name: boundary.z_sin(1, -3)
-    dtype: float64
-  - name: boundary.z_sin(1, -2)
-    dtype: float64
-  - name: boundary.z_sin(1, -1)
-    dtype: float64
-  - name: boundary.z_sin(1, 0)
-    dtype: float64
-  - name: boundary.z_sin(1, 1)
-    dtype: float64
-  - name: boundary.z_sin(1, 2)
-    dtype: float64
-  - name: boundary.z_sin(1, 3)
-    dtype: float64
-  - name: boundary.z_sin(1, 4)
-    dtype: float64
-  - name: boundary.z_sin(2, -4)
-    dtype: float64
-  - name: boundary.z_sin(2, -3)
-    dtype: float64
-  - name: boundary.z_sin(2, -2)
-    dtype: float64
-  - name: boundary.z_sin(2, -1)
-    dtype: float64
-  - name: boundary.z_sin(2, 0)
-    dtype: float64
-  - name: boundary.z_sin(2, 1)
-    dtype: float64
-  - name: boundary.z_sin(2, 2)
-    dtype: float64
-  - name: boundary.z_sin(2, 3)
-    dtype: float64
-  - name: boundary.z_sin(2, 4)
-    dtype: float64
-  - name: boundary.z_sin(3, -4)
-    dtype: float64
-  - name: boundary.z_sin(3, -3)
-    dtype: float64
-  - name: boundary.z_sin(3, -2)
-    dtype: float64
-  - name: boundary.z_sin(3, -1)
-    dtype: float64
-  - name: boundary.z_sin(3, 0)
-    dtype: float64
-  - name: boundary.z_sin(3, 1)
-    dtype: float64
-  - name: boundary.z_sin(3, 2)
-    dtype: float64
-  - name: boundary.z_sin(3, 3)
-    dtype: float64
-  - name: boundary.z_sin(3, 4)
-    dtype: float64
-  - name: boundary.z_sin(4, -4)
-    dtype: float64
-  - name: boundary.z_sin(4, -3)
-    dtype: float64
-  - name: boundary.z_sin(4, -2)
-    dtype: float64
-  - name: boundary.z_sin(4, -1)
-    dtype: float64
-  - name: boundary.z_sin(4, 0)
-    dtype: float64
-  - name: boundary.z_sin(4, 1)
-    dtype: float64
-  - name: boundary.z_sin(4, 2)
-    dtype: float64
-  - name: boundary.z_sin(4, 3)
-    dtype: float64
-  - name: boundary.z_sin(4, 4)
-    dtype: float64
-  - name: metrics.qi
-    dtype: float64
-  - name: metrics.vacuum_well
-    dtype: float64
-  - name: metrics.aspect_ratio
-    dtype: float64
-  - name: metrics.max_elongation
-    dtype: float64
-  - name: metrics.average_triangularity
-    dtype: float64
-  - name: metrics.axis_magnetic_mirror_ratio
-    dtype: float64
-  - name: metrics.edge_magnetic_mirror_ratio
-    dtype: float64
-  - name: metrics.aspect_ratio_over_edge_rotational_transform
-    dtype: float64
-  - name: metrics.flux_compression_in_regions_of_bad_curvature
-    dtype: float64
-  - name: metrics.axis_rotational_transform_over_n_field_periods
-    dtype: float64
-  - name: metrics.edge_rotational_transform_over_n_field_periods
-    dtype: float64
-  - name: metrics.minimum_normalized_magnetic_gradient_scale_length
-    dtype: float64
-  - name: metrics.id
-    dtype: string
-  - name: omnigenous_field_and_targets.aspect_ratio
-    dtype: float64
-  - name: omnigenous_field_and_targets.major_radius
-    dtype: float64
-  - name: omnigenous_field_and_targets.max_elongation
-    dtype: float64
-  - name: omnigenous_field_and_targets.rotational_transform
-    dtype: float64
-  - name: omnigenous_field_and_targets.id
-    dtype: string
-  - name: omnigenous_field_and_targets.omnigenous_field.x_lmn
-    sequence:
-      sequence:
-        sequence: float64
-  - name: omnigenous_field_and_targets.omnigenous_field.dapper_type
-    dtype: string
-  - name: omnigenous_field_and_targets.omnigenous_field.n_field_periods
-    dtype: int64
-  - name: omnigenous_field_and_targets.omnigenous_field.poloidal_winding
-    dtype: int64
-  - name: omnigenous_field_and_targets.omnigenous_field.torodial_winding
-    dtype: int64
-  - name: omnigenous_field_and_targets.omnigenous_field.modB_spline_knot_coefficients
-    sequence:
-      sequence: float64
-  - name: desc_omnigenous_field_optimization_settings.id
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.name
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.weight
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.target_kind
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.name
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.weight
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eta_weight
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_rho
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_M_factor
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_N_factor
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.name
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.weight
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.target_kind
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.name
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.weight
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.target_kind
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.optimizer_settings.name
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.optimizer_settings.maxiter
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.optimizer_settings.verbose
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.optimizer_settings.dapper_type
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.psi
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.dapper_type
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.check_orientation
-    dtype: bool
-  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.max_poloidal_mode
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.max_toroidal_mode
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.torsion
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.elongation
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.dapper_type
-    dtype: string
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.aspect_ratio
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.major_radius
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.mirror_ratio
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.n_field_periods
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.is_iota_positive
-    dtype: bool
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.is_stellarator_symmetric
-    dtype: bool
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.max_elongation
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.max_poloidal_mode
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.max_toroidal_mode
-    dtype: float64
-  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.rotational_transform
-    dtype: float64
-  - name: vmec_omnigenous_field_optimization_settings.verbose
-    dtype: bool
-  - name: vmec_omnigenous_field_optimization_settings.max_poloidal_mode
-    dtype: float64
-  - name: vmec_omnigenous_field_optimization_settings.max_toroidal_mode
-    dtype: float64
-  - name: vmec_omnigenous_field_optimization_settings.n_inner_optimizations
-    dtype: float64
-  - name: vmec_omnigenous_field_optimization_settings.infinity_norm_spectrum_scaling
-    dtype: float64
-  - name: vmec_omnigenous_field_optimization_settings.gradient_free_budget_per_design_variable
-    dtype: float64
-  - name: vmec_omnigenous_field_optimization_settings.use_continuation_method_in_fourier_space
-    dtype: bool
-  - name: vmec_omnigenous_field_optimization_settings.gradient_free_optimization_hypercube_bounds
-    dtype: float64
-  - name: vmec_omnigenous_field_optimization_settings.id
-    dtype: string
-  - name: vmec_omnigenous_field_optimization_settings.gradient_free_max_time
-    dtype: float64
-  - name: vmec_omnigenous_field_optimization_settings.gradient_based_relative_objectives_tolerance
-    dtype: float64
-  - name: qp_init_omnigenous_field_optimization_settings.torsion
-    dtype: float64
-  - name: qp_init_omnigenous_field_optimization_settings.elongation
-    dtype: float64
-  - name: qp_init_omnigenous_field_optimization_settings.aspect_ratio
-    dtype: float64
-  - name: qp_init_omnigenous_field_optimization_settings.major_radius
-    dtype: float64
-  - name: qp_init_omnigenous_field_optimization_settings.mirror_ratio
-    dtype: float64
-  - name: qp_init_omnigenous_field_optimization_settings.n_field_periods
-    dtype: float64
-  - name: qp_init_omnigenous_field_optimization_settings.is_iota_positive
-    dtype: bool
-  - name: qp_init_omnigenous_field_optimization_settings.is_stellarator_symmetric
-    dtype: bool
-  - name: qp_init_omnigenous_field_optimization_settings.id
-    dtype: string
-  - name: nae_init_omnigenous_field_optimization_settings.aspect_ratio
-    dtype: float64
-  - name: nae_init_omnigenous_field_optimization_settings.mirror_ratio
-    dtype: float64
-  - name: nae_init_omnigenous_field_optimization_settings.max_elongation
-    dtype: float64
-  - name: nae_init_omnigenous_field_optimization_settings.n_field_periods
-    dtype: float64
-  - name: nae_init_omnigenous_field_optimization_settings.max_poloidal_mode
-    dtype: float64
-  - name: nae_init_omnigenous_field_optimization_settings.max_toroidal_mode
-    dtype: float64
-  - name: nae_init_omnigenous_field_optimization_settings.rotational_transform
-    dtype: float64
-  - name: nae_init_omnigenous_field_optimization_settings.id
-    dtype: string
-  - name: misc.vmecpp_wout_id
-    dtype: string
-  - name: misc.has_optimize_boundary_omnigenity_vmec_error
-    dtype: bool
-  - name: misc.has_optimize_boundary_omnigenity_desc_error
-    dtype: bool
-  - name: misc.has_generate_qp_initialization_from_targets_error
-    dtype: bool
-  - name: misc.has_generate_nae_initialization_from_targets_error
-    dtype: bool
-  - name: misc.has_neurips_2025_forward_model_error
-    dtype: bool
-  - name: plasma_config_id
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 676709082
-    num_examples: 276021
-  download_size: 377932559
-  dataset_size: 676709082
 - config_name: full_flat
   features:
   - name: boundary.n_field_periods
@@ -1003,10 +632,6 @@ dataset_info:
   download_size: 956063943
   dataset_size: 1373486837
 configs:
-- config_name: full
-  data_files:
-  - split: train
-    path: full/train-*
 - config_name: full_flat
   data_files:
   - split: train