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Using Pytest Parametrize for testing your code

Indu-sharma
2,290 views

Lets create some generic math operations on different python data types.

import math

def square(in_put):
    if isinstance(in_put,(int,float,long)):
        value = in_put * in_put

    elif isinstance(in_put,list):
        value = [i * i for i in in_put]

    elif isinstance(in_put,dict):
        value = {k: in_put[k] * in_put[k] for k in in_put.keys()}
    else:
        raise Exception("Data Type to operate has not been implemented")
    return value


def cube(in_put):
    if isinstance(in_put,(int,float,long)):
        value = in_put * in_put * in_put
    elif isinstance(in_put,list):
        value = [i * i * i for i in in_put]
    elif isinstance(in_put,dict):
        value = {k: in_put[k] * in_put[k] * in_put[k] for k in in_put.keys()}
    else:
        raise Exception("Data Type to operate has not been implemented")
    return value


def factorial(in_put):
    if isinstance(in_put,(int,float,long)):
        value = math.factorial(in_put)

    elif isinstance(in_put,list):
        value = [math.factorial(i) for i in in_put]

    elif isinstance(in_put,dict):
        value = {key: math.factorial(in_put[key]) for key in in_put.keys()}
    else:
        raise Exception("Data Type to operate has not been implemented")
    return value


class Transform:
    def __init__(self):
        pass

    def execute(self,method,params):
        return eval(method)(params)

Lets write the pytests code for testing above functions.

import pytest
from operations_python_objects import Transform


@pytest.fixture(scope='function')
def initi():
    obj = Transform()
    return obj

@pytest.mark.parametrize("in_put,out_put", [
    ('factorial;5',120),
    ('factorial;[1,2,3]',[1,2,6]),
    ("factorial;{'a':1,'b':2,'c':3}",{'a': 1,'b': 2,'c': 6}),

    ('cube;5',125),('cube;[1,2,3]',[1,8,27]),
    ("cube;{'a':1,'b':2,'c':3}",{'a': 1,'b': 8,'c': 27}),

    ('square;5',25),
    ('square;[1,2,3]',[1,4,9]),
    ("square;{'a':1,'b':2,'c':3}",{'a': 1,'b': 4,'c': 9})
])
def test_operations(initi,in_put,out_put):
    in_put1 = in_put.split(';')[0]
    in_put2 = in_put.split(';')[1]
    op = initi.execute(in_put1,eval(in_put2))
    assert op==out_put

Finally, running the Py tests is very easy as you just have to goto terminal and run 'pytest -v'

Test Cases | Status | percentage

test_operations_python_objects.py::test_operations[factorial;5-120]PASSED[ 11%]
test_operations_python_objects.py::test_operations[factorial;[1,2,3]-out_put1]PASSED[ 22%]
test_operations_python_objects.py::test_operations[factorial;{'a':1,'b':2,'c':3}-out_put2]PASSED[ 33%]
test_operations_python_objects.py::test_operations[cube;5-125]PASSED[ 44%]
test_operations_python_objects.py::test_operations[cube;[1,2,3]-out_put4]PASSED[ 55%]
test_operations_python_objects.py::test_operations[cube;{'a':1,'b':2,'c':3}-out_put5]PASSED[ 66%]
test_operations_python_objects.py::test_operations[square;5-25]PASSED[ 77%]
test_operations_python_objects.py::test_operations[square;[1,2,3]-out_put7]PASSED[ 88%]
test_operations_python_objects.py::test_operations[square;{'a':1,'b':2,'c':3}-out_put8]PASSED[100%]

#9 Test Cases passed in 0.03 seconds

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