hyperactive.model.Model.eval() - Code Metrics - Inspection of "Merge branch 'master' into dev" - SimonBlanke/Hyperactive - Measure and Improve Code Quality continuously with Scrutinizer

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Push — master ( 193da7...4bb259 )

by Simon

created 2020-07-15 12:48 UTC

hyperactive.model.Model.eval() A

↳ Parent: hyperactive.model

Complexity

Conditions

Size

Total Lines	22
Code Lines	15

Duplication

Lines	0
Ratio	0 %

Importance

Changes

Metric	Value
cc	4
eloc	15
nop	2
dl	0
loc	22
rs	9.65
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, 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")


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, hyperactive):
15			self.model = model
16			self.func_para = func_para
17			self.verb = verb
18			self.hyperactive = hyperactive
19
20			def eval(self, para_dict):
21			results_dict = {}
22
23			start_time = time.time()
24			if self.hyperactive:
25			results = self.model(
26			para_dict, self.func_para["features"], self.func_para["target"]
27			)
28			else:
29			if self.func_para is not None:
30			para_dict = {para_dict, self.func_para}
31
32			results = self.model(para_dict)
33			eval_time = time.time() - start_time
34
35			results_dict["score"] = results
36			results_dict["eval_time"] = eval_time
37
38			if is_numeric(results_dict["score"]):
39			return results_dict
40			else:
41			print("Error: model function must return numeric variable")
42

SimonBlanke / Hyperactive

Push — master ( 193da7...4bb259 )

hyperactive.model.Model.eval() A

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