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constellaration

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Tags:
physics
fusion
optimization
neurips
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Dask
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alexbauer-pf commited on
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Update README.md

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  1. README.md +70 -37
README.md CHANGED
@@ -56,7 +56,8 @@ dataset_info:
56
  dtype: float64
57
  - name: omnigenous_field_and_targets.max_elongation
58
  dtype: float64
59
- - name: omnigenous_field_and_targets.omnigenous_field.modB_spline_knot_coefficients
 
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  sequence:
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  sequence: float64
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  - name: omnigenous_field_and_targets.omnigenous_field.n_field_periods
@@ -75,67 +76,96 @@ dataset_info:
75
  dtype: string
76
  - name: desc_omnigenous_field_optimization_settings.json
77
  dtype: string
78
- - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.check_orientation
 
79
  dtype: bool
80
- - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.max_poloidal_mode
 
81
  dtype: int64
82
- - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.max_toroidal_mode
 
83
  dtype: int64
84
  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.psi
85
  dtype: float64
86
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.aspect_ratio
 
87
  dtype: float64
88
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.elongation
 
89
  dtype: float64
90
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.is_iota_positive
 
91
  dtype: bool
92
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.is_stellarator_symmetric
 
93
  dtype: bool
94
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.major_radius
 
95
  dtype: float64
96
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.max_elongation
 
97
  dtype: float64
98
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.max_poloidal_mode
 
99
  dtype: int64
100
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.max_toroidal_mode
 
101
  dtype: int64
102
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.mirror_ratio
 
103
  dtype: float64
104
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.n_field_periods
 
105
  dtype: int64
106
- - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.rotational_transform
 
107
  dtype: float64
108
  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.torsion
109
  dtype: float64
110
- - name: desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.name
 
111
  dtype: string
112
- - name: desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.target_kind
 
113
  dtype: string
114
- - name: desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.weight
 
115
  dtype: float64
116
- - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.name
 
117
  dtype: string
118
- - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.target_kind
 
119
  dtype: string
120
- - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.weight
 
121
  dtype: float64
122
- - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_M_factor
 
123
  dtype: int64
124
- - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_N_factor
 
125
  dtype: int64
126
- - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_rho
 
127
  dtype: float64
128
- - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eta_weight
 
129
  dtype: float64
130
- - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.name
 
131
  dtype: string
132
- - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.weight
 
133
  dtype: float64
134
- - name: desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.name
 
135
  dtype: string
136
- - name: desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.target_kind
 
137
  dtype: string
138
- - name: desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.weight
 
139
  dtype: float64
140
  - name: desc_omnigenous_field_optimization_settings.optimizer_settings.maxiter
141
  dtype: int64
@@ -147,13 +177,16 @@ dataset_info:
147
  dtype: string
148
  - name: vmec_omnigenous_field_optimization_settings.json
149
  dtype: string
150
- - name: vmec_omnigenous_field_optimization_settings.gradient_based_relative_objectives_tolerance
 
151
  dtype: float64
152
- - name: vmec_omnigenous_field_optimization_settings.gradient_free_budget_per_design_variable
 
153
  dtype: int64
154
  - name: vmec_omnigenous_field_optimization_settings.gradient_free_max_time
155
  dtype: int64
156
- - name: vmec_omnigenous_field_optimization_settings.gradient_free_optimization_hypercube_bounds
 
157
  dtype: float64
158
  - name: vmec_omnigenous_field_optimization_settings.infinity_norm_spectrum_scaling
159
  dtype: float64
@@ -163,7 +196,8 @@ dataset_info:
163
  dtype: int64
164
  - name: vmec_omnigenous_field_optimization_settings.n_inner_optimizations
165
  dtype: int64
166
- - name: vmec_omnigenous_field_optimization_settings.use_continuation_method_in_fourier_space
 
167
  dtype: bool
168
  - name: vmec_omnigenous_field_optimization_settings.verbose
169
  dtype: bool
@@ -582,7 +616,6 @@ configs:
582
  data_files:
583
  - split: train
584
  path: vmecpp_wout_finite_beta_5pct/part*
585
-
586
  license: mit
587
  language:
588
  - en
@@ -593,7 +626,7 @@ tags:
593
  - neurips
594
  pretty_name: ConStellaration
595
  size_categories:
596
- - 10K<n<100K
597
  ---
598
  # Dataset Card for ConStellaration
599
 
@@ -1045,4 +1078,4 @@ Alexander Bauer, Santiago A. Cadena
1045
 
1046
  ## Dataset Card Contact
1047
 
1048
- alexbauer@proximafusion.com
 
56
  dtype: float64
57
  - name: omnigenous_field_and_targets.max_elongation
58
  dtype: float64
59
+ - name: >-
60
+ omnigenous_field_and_targets.omnigenous_field.modB_spline_knot_coefficients
61
  sequence:
62
  sequence: float64
63
  - name: omnigenous_field_and_targets.omnigenous_field.n_field_periods
 
76
  dtype: string
77
  - name: desc_omnigenous_field_optimization_settings.json
78
  dtype: string
79
+ - name: >-
80
+ desc_omnigenous_field_optimization_settings.equilibrium_settings.check_orientation
81
  dtype: bool
82
+ - name: >-
83
+ desc_omnigenous_field_optimization_settings.equilibrium_settings.max_poloidal_mode
84
  dtype: int64
85
+ - name: >-
86
+ desc_omnigenous_field_optimization_settings.equilibrium_settings.max_toroidal_mode
87
  dtype: int64
88
  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.psi
89
  dtype: float64
90
+ - name: >-
91
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.aspect_ratio
92
  dtype: float64
93
+ - name: >-
94
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.elongation
95
  dtype: float64
96
+ - name: >-
97
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.is_iota_positive
98
  dtype: bool
99
+ - name: >-
100
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.is_stellarator_symmetric
101
  dtype: bool
102
+ - name: >-
103
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.major_radius
104
  dtype: float64
105
+ - name: >-
106
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.max_elongation
107
  dtype: float64
108
+ - name: >-
109
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.max_poloidal_mode
110
  dtype: int64
111
+ - name: >-
112
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.max_toroidal_mode
113
  dtype: int64
114
+ - name: >-
115
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.mirror_ratio
116
  dtype: float64
117
+ - name: >-
118
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.n_field_periods
119
  dtype: int64
120
+ - name: >-
121
+ desc_omnigenous_field_optimization_settings.initial_guess_settings.rotational_transform
122
  dtype: float64
123
  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.torsion
124
  dtype: float64
125
+ - name: >-
126
+ desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.name
127
  dtype: string
128
+ - name: >-
129
+ desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.target_kind
130
  dtype: string
131
+ - name: >-
132
+ desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.weight
133
  dtype: float64
134
+ - name: >-
135
+ desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.name
136
  dtype: string
137
+ - name: >-
138
+ desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.target_kind
139
  dtype: string
140
+ - name: >-
141
+ desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.weight
142
  dtype: float64
143
+ - name: >-
144
+ desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_M_factor
145
  dtype: int64
146
+ - name: >-
147
+ desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_N_factor
148
  dtype: int64
149
+ - name: >-
150
+ desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_rho
151
  dtype: float64
152
+ - name: >-
153
+ desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eta_weight
154
  dtype: float64
155
+ - name: >-
156
+ desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.name
157
  dtype: string
158
+ - name: >-
159
+ desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.weight
160
  dtype: float64
161
+ - name: >-
162
+ desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.name
163
  dtype: string
164
+ - name: >-
165
+ desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.target_kind
166
  dtype: string
167
+ - name: >-
168
+ desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.weight
169
  dtype: float64
170
  - name: desc_omnigenous_field_optimization_settings.optimizer_settings.maxiter
171
  dtype: int64
 
177
  dtype: string
178
  - name: vmec_omnigenous_field_optimization_settings.json
179
  dtype: string
180
+ - name: >-
181
+ vmec_omnigenous_field_optimization_settings.gradient_based_relative_objectives_tolerance
182
  dtype: float64
183
+ - name: >-
184
+ vmec_omnigenous_field_optimization_settings.gradient_free_budget_per_design_variable
185
  dtype: int64
186
  - name: vmec_omnigenous_field_optimization_settings.gradient_free_max_time
187
  dtype: int64
188
+ - name: >-
189
+ vmec_omnigenous_field_optimization_settings.gradient_free_optimization_hypercube_bounds
190
  dtype: float64
191
  - name: vmec_omnigenous_field_optimization_settings.infinity_norm_spectrum_scaling
192
  dtype: float64
 
196
  dtype: int64
197
  - name: vmec_omnigenous_field_optimization_settings.n_inner_optimizations
198
  dtype: int64
199
+ - name: >-
200
+ vmec_omnigenous_field_optimization_settings.use_continuation_method_in_fourier_space
201
  dtype: bool
202
  - name: vmec_omnigenous_field_optimization_settings.verbose
203
  dtype: bool
 
616
  data_files:
617
  - split: train
618
  path: vmecpp_wout_finite_beta_5pct/part*
 
619
  license: mit
620
  language:
621
  - en
 
626
  - neurips
627
  pretty_name: ConStellaration
628
  size_categories:
629
+ - 100K<n<1M
630
  ---
631
  # Dataset Card for ConStellaration
632
 
 
1078
 
1079
  ## Dataset Card Contact
1080
 
1081
+ alexbauer@proximafusion.com