I am having a problem understanding how mock works and how to write unittests with mock objects. I wanted to mock an external api call every time when my model calls save() method.
My code:
models.py
from . import utils
class Book(Titleable, Isactiveable, Timestampable, IsVoidable, models.Model):
title
orig_author
orig_title
isbn
def save(self, *args, **kwargs):
if self.isbn:
google_data = utils.get_original_title_and_name(self.isbn)
if google_data:
self.original_author = google_data['author']
self.original_title = google_data['title']
super().save(*args, **kwargs)
utils.py
def get_original_title_and_name(isbn, **kawargs):
isbn_search_string = 'isbn:{}'.format(isbn)
payload = {
'key': GOOGLE_API_KEY,
'q': isbn_search_string,
'printType': 'books',
}
r = requests.get(GOOGLE_API_URL, params=payload)
response = r.json()
if 'items' in response.keys():
title = response['items'][THE_FIRST_INDEX]['volumeInfo']['title']
author = response['items'][THE_FIRST_INDEX]['volumeInfo']['authors'][THE_FIRST_INDEX]
return {
'title': title,
'author': author
}
else:
return None
I began read docs and write test:
test.py:
from unittest import mock
from django.test import TestCase
from rest_framework import status
from .constants import THE_FIRST_INDEX, GOOGLE_API_URL, GOOGLE_API_KEY
class BookModelTestCase(TestCase):
@mock.patch('requests.get')
def test_get_original_title_and_name_from_google_api(self, mock_get):
# Define new Mock object
mock_response = mock.Mock()
# Define response data from Google API
expected_dict = {
'kind': 'books#volumes',
'totalItems': 1,
'items': [
{
'kind': 'books#volume',
'id': 'IHxXBAAAQBAJ',
'etag': 'B3N9X8vAMWg',
'selfLink': 'https://www.googleapis.com/books/v1/volumes/IHxXBAAAQBAJ',
'volumeInfo': {
'title': "Alice's Adventures in Wonderland",
'authors': [
'Lewis Carroll'
]
}
}
]
}
# Define response data for my Mock object
mock_response.json.return_value = expected_dict
mock_response.status_code = 200
# Define response for the fake API
mock_get.return_value = mock_response
The first of all, I can't write target for the @mock.patch correct. If a define target as utuls.get_original_title_and_name.requests.get, I get ModuleNotFoundError. Also I can't understand how to make fake-call to external API and verify recieved data (whether necessarly its, if I've already define mock_response.json.return_value = expected_dict?) and verify that my save() method work well?
How do I write test for this cases? Could anyone explain me this case?
You should mock the direct collaborators of the code under test. For Book that would be utils. For utils that would be requests.
So for the BookModelTestCase:
class BookModelTestCase(TestCase):
@mock.patch('app.models.utils')
def test_save_book_calls_google_api(self, mock_utils):
mock_utils.get_original_title_and_name.return_value = {
'title': 'Google title',
'author': 'Google author'
}
book = Book(
title='Some title',
isbn='12345'
)
book.save()
self.assertEqual(book.title, 'Google title')
self.assertEqual(book.author, 'Google author')
mock_utils.get_original_title_and_name.assert_called_once_with('12345')
And then you can create a separate test case to test get_original_title_and_name:
class GetOriginalTitleAndNameTestCase(TestCase):
@mock.patch('app.utils.requests.get')
def test_get_original_title_and_name_from_google_api(self, mock_get):
mock_response = mock.Mock()
# Define response data from Google API
expected_dict = {
'kind': 'books#volumes',
'totalItems': 1,
'items': [
{
'kind': 'books#volume',
'id': 'IHxXBAAAQBAJ',
'etag': 'B3N9X8vAMWg',
'selfLink': 'https://www.googleapis.com/books/v1/volumes/IHxXBAAAQBAJ',
'volumeInfo': {
'title': "Alice's Adventures in Wonderland",
'authors': [
'Lewis Carroll'
]
}
}
]
}
# Define response data for my Mock object
mock_response.json.return_value = expected_dict
mock_response.status_code = 200
# Define response for the fake API
mock_get.return_value = mock_response
# Call the function
result = get_original_title_and_name(12345)
self.assertEqual(result, {
'title': "Alice's Adventures in Wonderland",
'author': 'Lewis Carroll'
})
mock_get.assert_called_once_with(GOOGLE_API_URL, params={
'key': GOOGLE_API_KEY,
'q': 'isbn:12345',
'printType': 'books',
})
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