SimonBlanke /
Hyperactive
| Total Complexity | 8 |
| Total Lines | 45 |
| 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 | |||
| 8 | |||
| 9 | def is_numeric(variable): |
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| 10 | return isinstance(variable, numbers.Number) |
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| 11 | |||
| 12 | |||
| 13 | class Model: |
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| 14 | def __init__(self, model, func_para, verb): |
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| 15 | self.model = model |
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| 16 | self.func_para = func_para |
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| 17 | self.verb = verb |
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| 18 | |||
| 19 | def eval(self, para_dict): |
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| 20 | if self.func_para is not None: |
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| 21 | para_dict = {**para_dict, **self.func_para} |
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| 22 | |||
| 23 | results_dict = {} |
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| 24 | |||
| 25 | start_time = time.time() |
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| 26 | results = self.model(para_dict) |
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| 27 | eval_time = time.time() - start_time |
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| 28 | |||
| 29 | if isinstance(results, dict): |
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| 30 | if "score" not in results: |
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| 31 | print("Error: model function must return dict with score-keyword") |
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| 32 | |||
| 33 | results_dict = results |
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| 34 | if "eval_time" not in results_dict: |
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| 35 | results_dict["eval_time"] = eval_time |
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| 36 | |||
| 37 | else: |
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| 38 | results_dict["score"] = results |
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| 39 | results_dict["eval_time"] = eval_time |
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| 40 | |||
| 41 | if is_numeric(results_dict["score"]): |
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| 42 | return results_dict |
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| 43 | else: |
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| 44 | print("Error: model function must return numeric variable") |
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| 45 |
