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						--- | 
					
					
						
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						license: cc-by-sa-4.0 | 
					
					
						
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							 | 
						tags: | 
					
					
						
						| 
							 | 
						- energy | 
					
					
						
						| 
							 | 
						- optimization | 
					
					
						
						| 
							 | 
						- optimal_power_flow | 
					
					
						
						| 
							 | 
						- power_grid | 
					
					
						
						| 
							 | 
						pretty_name: PGLearn Optimal Power Flow (30_ieee) | 
					
					
						
						| 
							 | 
						task_categories: | 
					
					
						
						| 
							 | 
						- tabular-regression | 
					
					
						
						| 
							 | 
						dataset_info: | 
					
					
						
						| 
							 | 
						  config_name: 30_ieee | 
					
					
						
						| 
							 | 
						  features: | 
					
					
						
						| 
							 | 
						  - name: case/json | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: input/pd | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 21 | 
					
					
						
						| 
							 | 
						  - name: input/qd | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 21 | 
					
					
						
						| 
							 | 
						  - name: input/gen_status | 
					
					
						
						| 
							 | 
						    sequence: bool | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: input/branch_status | 
					
					
						
						| 
							 | 
						    sequence: bool | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: input/seed | 
					
					
						
						| 
							 | 
						    dtype: int64 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/primal/vm | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/primal/va | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/primal/pg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/primal/qg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/primal/pf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/primal/pt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/primal/qf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/primal/qt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/kcl_p | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
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							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/kcl_q | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/vm | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/pg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/qg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/ohm_pf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/ohm_pt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/ohm_qf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/ohm_qt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/pf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/pt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/qf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/qt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/va_diff | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/sm_fr | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/sm_to | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/dual/slack_bus | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/seed | 
					
					
						
						| 
							 | 
						    dtype: int64 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/formulation | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/primal_objective_value | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/dual_objective_value | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/primal_status | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/dual_status | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/termination_status | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/build_time | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/extract_time | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: ACOPF/meta/solve_time | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/primal/va | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/primal/pg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/primal/pf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/dual/kcl_p | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/dual/pg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/dual/ohm_pf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/dual/pf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/dual/va_diff | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/dual/slack_bus | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/seed | 
					
					
						
						| 
							 | 
						    dtype: int64 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/formulation | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/primal_objective_value | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/dual_objective_value | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/primal_status | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/dual_status | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/termination_status | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/build_time | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/extract_time | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: DCOPF/meta/solve_time | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/primal/w | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/primal/pg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/primal/qg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/primal/pf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/primal/pt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/primal/qf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/primal/qt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/primal/wr | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/primal/wi | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/kcl_p | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/kcl_q | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/w | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 30 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/pg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/qg | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 6 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/ohm_pf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/ohm_pt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/ohm_qf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/ohm_qt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/jabr | 
					
					
						
						| 
							 | 
						    dtype: | 
					
					
						
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							 | 
						      array2_d: | 
					
					
						
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						        shape: | 
					
					
						
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							 | 
						        - 41 | 
					
					
						
						| 
							 | 
						        - 4 | 
					
					
						
						| 
							 | 
						        dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/sm_fr | 
					
					
						
						| 
							 | 
						    dtype: | 
					
					
						
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						      array2_d: | 
					
					
						
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						        shape: | 
					
					
						
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							 | 
						        - 41 | 
					
					
						
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							 | 
						        - 3 | 
					
					
						
						| 
							 | 
						        dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/sm_to | 
					
					
						
						| 
							 | 
						    dtype: | 
					
					
						
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							 | 
						      array2_d: | 
					
					
						
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							 | 
						        shape: | 
					
					
						
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							 | 
						        - 41 | 
					
					
						
						| 
							 | 
						        - 3 | 
					
					
						
						| 
							 | 
						        dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/va_diff | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/wr | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/wi | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/pf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/pt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/qf | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/dual/qt | 
					
					
						
						| 
							 | 
						    sequence: float32 | 
					
					
						
						| 
							 | 
						    length: 41 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/seed | 
					
					
						
						| 
							 | 
						    dtype: int64 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/formulation | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/primal_objective_value | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/dual_objective_value | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/primal_status | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/dual_status | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/termination_status | 
					
					
						
						| 
							 | 
						    dtype: string | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/build_time | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/extract_time | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  - name: SOCOPF/meta/solve_time | 
					
					
						
						| 
							 | 
						    dtype: float32 | 
					
					
						
						| 
							 | 
						  splits: | 
					
					
						
						| 
							 | 
						  - name: train | 
					
					
						
						| 
							 | 
						    num_bytes: 59165871336 | 
					
					
						
						| 
							 | 
						    num_examples: 793067 | 
					
					
						
						| 
							 | 
						  - name: test | 
					
					
						
						| 
							 | 
						    num_bytes: 14791486486 | 
					
					
						
						| 
							 | 
						    num_examples: 198267 | 
					
					
						
						| 
							 | 
						  download_size: 12445672526 | 
					
					
						
						| 
							 | 
						  dataset_size: 73957357822 | 
					
					
						
						| 
							 | 
						configs: | 
					
					
						
						| 
							 | 
						- config_name: 30_ieee | 
					
					
						
						| 
							 | 
						  data_files: | 
					
					
						
						| 
							 | 
						  - split: train | 
					
					
						
						| 
							 | 
						    path: 30_ieee/train-* | 
					
					
						
						| 
							 | 
						  - split: test | 
					
					
						
						| 
							 | 
						    path: 30_ieee/test-* | 
					
					
						
						| 
							 | 
						  default: true | 
					
					
						
						| 
							 | 
						--- | 
					
					
						
						| 
							 | 
						 |