| { | |
| "case_id": "case_knapsack", | |
| "problem_type": "knapsack", | |
| "natural_language": "Select items to maximize profit. Item profits are 24, 13, 23, 15, 16 and weights are 12, 7, 11, 8, 9. Knapsack capacity is 26. Each item can be taken at most once.", | |
| "binding": { | |
| "problem_hint": "knapsack", | |
| "entities": { | |
| "items": [ | |
| { | |
| "id": "I1", | |
| "label": null, | |
| "attributes": {} | |
| }, | |
| { | |
| "id": "I2", | |
| "label": null, | |
| "attributes": {} | |
| }, | |
| { | |
| "id": "I3", | |
| "label": null, | |
| "attributes": {} | |
| }, | |
| { | |
| "id": "I4", | |
| "label": null, | |
| "attributes": {} | |
| }, | |
| { | |
| "id": "I5", | |
| "label": null, | |
| "attributes": {} | |
| } | |
| ] | |
| }, | |
| "parameters": { | |
| "profit": { | |
| "name": "profit", | |
| "value": [ | |
| 24.0, | |
| 13.0, | |
| 23.0, | |
| 15.0, | |
| 16.0 | |
| ], | |
| "unit": null, | |
| "source_span": null | |
| }, | |
| "weight": { | |
| "name": "weight", | |
| "value": [ | |
| 12.0, | |
| 7.0, | |
| 11.0, | |
| 8.0, | |
| 9.0 | |
| ], | |
| "unit": null, | |
| "source_span": null | |
| } | |
| }, | |
| "scalars": { | |
| "capacity": 26.0 | |
| }, | |
| "binding_confidence": 0.88 | |
| }, | |
| "formulation": { | |
| "problem_type": "knapsack", | |
| "sets": { | |
| "I": "items" | |
| }, | |
| "parameters": [ | |
| "profit", | |
| "weight" | |
| ], | |
| "variables": [ | |
| { | |
| "name": "x", | |
| "indices": [ | |
| "i" | |
| ], | |
| "domain": "binary", | |
| "non_negative": true, | |
| "description": "1 if item i is selected" | |
| } | |
| ], | |
| "objective": { | |
| "sense": "maximize", | |
| "expression": "sum(profit[i] * x[i] for i in I)", | |
| "description": "Maximize total profit" | |
| }, | |
| "constraints": [ | |
| { | |
| "name": "capacity", | |
| "expression": "sum(weight[i] * x[i] for i in I)", | |
| "sense": "<=", | |
| "rhs_expression": "capacity", | |
| "description": "Respect knapsack capacity" | |
| } | |
| ], | |
| "notes": [] | |
| }, | |
| "ground_truth_objective": 51.0 | |
| } |