SimonBlanke /
Hyperactive
| Total Complexity | 5 |
| Total Lines | 38 |
| Duplicated Lines | 0 % |
| Changes | 0 | ||
| 1 | # Author: Simon Blanke |
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| 2 | # Email: [email protected] |
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| 3 | # License: MIT License |
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| 4 | |||
| 5 | import time |
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| 6 | import numbers |
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| 7 | import numpy as np |
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| 8 | |||
| 9 | def is_numeric(variable): |
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| 10 | return isinstance(variable, numbers.Number) |
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| 11 | |||
| 12 | class Model: |
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| 13 | def __init__(self, func_, nth_process, _main_args_): |
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| 14 | self.func_ = func_ |
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| 15 | self.nth_process = nth_process |
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| 16 | self.X = _main_args_.X |
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| 17 | self.y = _main_args_.y |
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| 18 | |||
| 19 | def train_model(self, para_dict): |
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| 20 | start_time = time.time() |
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| 21 | results = self.func_(para_dict, self.X, self.y) |
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| 22 | eval_time = time.time() - start_time |
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| 23 | |||
| 24 | if isinstance(results, tuple): |
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| 25 | self.n_results = len(results) |
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| 26 | |||
| 27 | score = results[0] |
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| 28 | self.rest = results[1] |
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| 29 | else: |
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| 30 | self.n_results = 1 |
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| 31 | score = results |
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| 32 | self.rest = None |
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| 33 | |||
| 34 | if is_numeric(score): |
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| 35 | return score, eval_time |
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| 36 | else: |
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| 37 | print("Error: model function must return numeric variable") |
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| 38 |
