hyperactive.model.Model.train_model() - Code Metrics - Inspection of "update testing for init_pos" - SimonBlanke/Hyperactive - Measure and Improve Code Quality continuously with Scrutinizer

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Push — master ( 7b482c...5d2e95 )

by Simon

created 2020-06-22 10:48 UTC

hyperactive.model.Model.train_model() A

↳ Parent: hyperactive.model.Model.eval()

Complexity

Conditions

Size

Total Lines	22
Code Lines	16

Duplication

Lines	0
Ratio	0 %

Importance

Changes

Metric	Value
cc	5
eloc	16
nop	2
dl	0
loc	22
rs	9.1333
c	0
b	0
f	0

# Author: Simon Blanke
# Email: [email protected]
# 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):
        self.model = model
        self.func_para = func_para
        self.verb = verb

    def eval(self, para_dict):
        if self.func_para is not None:
            para_dict = {**para_dict, **self.func_para}

        results_dict = {}

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

        if isinstance(results, dict):
            if "score" not in results:
                print("Error: model function must return dict with score-keyword")

            results_dict = results
            if "eval_time" not in results_dict:
                results_dict["eval_time"] = eval_time

        else:
            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")


1			# Author: Simon Blanke
2			# Email: [email protected]
3			# License: MIT License
4
5			import time
6			import numbers
7
8
9			def is_numeric(variable):
10			return isinstance(variable, numbers.Number)
11
12
13			class Model:
14			def __init__(self, model, func_para, verb):
15			self.model = model
16			self.func_para = func_para
17			self.verb = verb
18
19			def eval(self, para_dict):
20			if self.func_para is not None:
21			para_dict = {para_dict, self.func_para}
22
23			results_dict = {}
24
25			start_time = time.time()
26			results = self.model(para_dict)
27			eval_time = time.time() - start_time
28
29			if isinstance(results, dict):
30			if "score" not in results:
31			print("Error: model function must return dict with score-keyword")
32
33			results_dict = results
34			if "eval_time" not in results_dict:
35			results_dict["eval_time"] = eval_time
36
37			else:
38			results_dict["score"] = results
39			results_dict["eval_time"] = eval_time
40
41			if is_numeric(results_dict["score"]):
42			return results_dict
43			else:
44			print("Error: model function must return numeric variable")
45

SimonBlanke / Hyperactive

Push — master ( 7b482c...5d2e95 )

hyperactive.model.Model.train_model() A

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