SimonBlanke /
Hyperactive
| Total Complexity | 2 |
| Total Lines | 50 |
| Duplicated Lines | 0 % |
| Changes | 0 | ||
| 1 | # Author: Simon Blanke |
||
| 2 | # Email: [email protected] |
||
| 3 | # License: MIT License |
||
| 4 | |||
| 5 | from .main_args import MainArgs |
||
| 6 | from .hyperactive_core import HyperactiveCore |
||
| 7 | |||
| 8 | |||
| 9 | class Hyperactive: |
||
| 10 | def __init__( |
||
| 11 | self, |
||
| 12 | X, |
||
| 13 | y, |
||
| 14 | memory="long", |
||
| 15 | random_state=False, |
||
| 16 | verbosity=3, |
||
| 17 | warnings=False, |
||
| 18 | ext_warnings=False, |
||
| 19 | ): |
||
| 20 | |||
| 21 | self._main_args_ = MainArgs( |
||
| 22 | X, y, memory, random_state, verbosity, warnings, ext_warnings |
||
| 23 | ) |
||
| 24 | |||
| 25 | def search( |
||
| 26 | self, |
||
| 27 | search_config, |
||
| 28 | n_iter=10, |
||
| 29 | max_time=None, |
||
| 30 | optimizer="RandomSearch", |
||
| 31 | n_jobs=1, |
||
| 32 | scheduler=None, |
||
| 33 | init_config=None, |
||
| 34 | ): |
||
| 35 | self._main_args_.search_args( |
||
| 36 | search_config, max_time, n_iter, optimizer, n_jobs, scheduler, init_config |
||
| 37 | ) |
||
| 38 | |||
| 39 | core = HyperactiveCore(self._main_args_) |
||
| 40 | core.run() |
||
| 41 | |||
| 42 | self.results = core.results |
||
| 43 | self.pos_list = core.pos_list |
||
| 44 | # self.para_list = None |
||
| 45 | self.score_list = core.score_list |
||
| 46 | |||
| 47 | self.eval_times = core.eval_times |
||
| 48 | self.iter_times = core.iter_times |
||
| 49 | self.best_scores = core.best_scores |
||
| 50 |
