hyperactive.model

Complexity

Total Complexity

6

Size/Duplication

Total Lines	42
Duplicated Lines	0 %

Importance

Changes

0

1 Function

Rating	Name	Duplication	Size	Complexity
A	is_numeric()	0	2	1

# Author: Simon Blanke
# Email: simon.blanke@yahoo.com
# License: MIT License

import time
import numbers


def is_numeric(variable):
    return isinstance(variable, numbers.Number)


class Model:
    def __init__(self, model, func_para, verb, hyperactive):
        self.model = model
        self.func_para = func_para
        self.verb = verb
        self.hyperactive = hyperactive

    def eval(self, para_dict):
        results_dict = {}

        start_time = time.time()
        if self.hyperactive:
            results = self.model(
                para_dict, self.func_para["features"], self.func_para["target"]
            )
        else:
            if self.func_para is not None:
                para_dict = {**para_dict, **self.func_para}

            results = self.model(para_dict)
        eval_time = time.time() - start_time

        results_dict["score"] = results
        results_dict["eval_time"] = eval_time

        if is_numeric(results_dict["score"]):
            return results_dict
        else:
            print("Error: model function must return numeric variable")