Creates an IteratedLocalSearch instance. Parameters ---------- data The problem data instance. penalty_manager Penalty manager to use. rng Random number generator. search_method Search method to use. initial_solution Initial s
| 46 | |
| 47 | |
| 48 | class IteratedLocalSearch: |
| 49 | """ |
| 50 | Creates an IteratedLocalSearch instance. |
| 51 | |
| 52 | Parameters |
| 53 | ---------- |
| 54 | data |
| 55 | The problem data instance. |
| 56 | penalty_manager |
| 57 | Penalty manager to use. |
| 58 | rng |
| 59 | Random number generator. |
| 60 | search_method |
| 61 | Search method to use. |
| 62 | initial_solution |
| 63 | Initial solution to start the search with. |
| 64 | params |
| 65 | Iterated local search parameters to use. If not provided, a default |
| 66 | will be used. |
| 67 | """ |
| 68 | |
| 69 | def __init__( |
| 70 | self, |
| 71 | data: ProblemData, |
| 72 | penalty_manager: PenaltyManager, |
| 73 | rng: RandomNumberGenerator, |
| 74 | search_method: SearchMethod, |
| 75 | initial_solution: Solution, |
| 76 | params: IteratedLocalSearchParams = IteratedLocalSearchParams(), |
| 77 | ): |
| 78 | self._data = data |
| 79 | self._pm = penalty_manager |
| 80 | self._rng = rng |
| 81 | self._search = search_method |
| 82 | self._init = initial_solution |
| 83 | self._params = params |
| 84 | |
| 85 | def run( |
| 86 | self, |
| 87 | stop: StoppingCriterion, |
| 88 | collect_stats: bool = True, |
| 89 | display: bool = False, |
| 90 | display_interval: float = 5.0, |
| 91 | ) -> Result: |
| 92 | """ |
| 93 | Runs the iterated local search algorithm with the provided stopping |
| 94 | criterion. The algorithm uses late acceptance hill-climbing as the |
| 95 | acceptance criterion; see [1]_ for details. |
| 96 | |
| 97 | Parameters |
| 98 | ---------- |
| 99 | stop |
| 100 | Stopping criterion to use. The algorithm runs until the first time |
| 101 | the stopping criterion returns ``True``. |
| 102 | collect_stats |
| 103 | Whether to collect statistics about the solver's progress. Default |
| 104 | ``True``. |
| 105 | display |
no outgoing calls