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# Author: Simon Blanke
# Email: [email protected]
# License: MIT License
import time
import numbers
import numpy as np
def is_numeric(variable):
return isinstance(variable, numbers.Number)
class Model:
def __init__(self, func_, nth_process, _main_args_):
self.func_ = func_
self.nth_process = nth_process
self.X = _main_args_.X
self.y = _main_args_.y
def train_model(self, para_dict):
start_time = time.time()
results = self.func_(para_dict, self.X, self.y)
eval_time = time.time() - start_time
if isinstance(results, tuple):
self.n_results = len(results)
score = results[0]
self.rest = results[1]
else:
self.n_results = 1
score = results
self.rest = None
if is_numeric(score):
return score, eval_time
print("Error: model function must return numeric variable")
SimonBlanke /
Hyperactive
