Created
August 11, 2022 06:51
-
-
Save drorata/ab47b78dc5ad5cf681909b054ea51c4c to your computer and use it in GitHub Desktop.
Original notebook of custom_enums_and_tests.md
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Motivation\n", | |
"\n", | |
"Assume you want to share across your application a smart list of constants.\n", | |
"For example, a list of colors supported by your application.\n", | |
"One way probably could be a `list` in some module along with some replated logic implemented.\n", | |
"In this post, you will learn how I tackled this issue.\n", | |
"\n", | |
"## Enums in Python\n", | |
"\n", | |
"There are a lot of resources about Enums in Python and probably the best place to start are the [docs](https://docs.python.org/3/library/enum.html).\n", | |
"Let us start with a simple example." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from enum import Enum\n", | |
"class Color(Enum):\n", | |
" RED = 1\n", | |
" GREEN = 2\n", | |
" BLUE = 3" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This is great; you can check the value of `RED`:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<Color.RED: 1>" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"Color.RED" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Recall, that the objective is to come up with a solution enabling a little more logic.\n", | |
"In particular, you want to have two functionalities:\n", | |
"\n", | |
"1. Nice printout of the supported colors\n", | |
"1. Checking whether a given color is supported\n", | |
"\n", | |
"## Customizing `Color`\n", | |
"\n", | |
"Here is the definition of the customized class." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from enum import EnumMeta\n", | |
"\n", | |
"\n", | |
"class MyEnumMeta(EnumMeta):\n", | |
" def __str__(cls):\n", | |
" lines = [f\"Members of `{cls.__name__}` are:\"]\n", | |
" for member in cls:\n", | |
" lines.append(f\"- {member}\")\n", | |
" return '\\n'.join(lines)\n", | |
"\n", | |
" def _contains(self, member):\n", | |
" return member in self._member_map_ \\\n", | |
" or member in set(\n", | |
" map(lambda x: x.value, self._member_map_.values()))\n", | |
"\n", | |
" def is_valid(self, member):\n", | |
" if self._contains(member):\n", | |
" return True\n", | |
" else:\n", | |
" return False\n", | |
"\n", | |
"\n", | |
"class Color(Enum, metaclass=MyEnumMeta):\n", | |
" RED = 1\n", | |
" GREEN = 2\n", | |
" BLUE = 3" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Now, your `Color` can do much more:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Members of `Color` are:\n", | |
"- Color.RED\n", | |
"- Color.GREEN\n", | |
"- Color.BLUE\n" | |
] | |
} | |
], | |
"source": [ | |
"print(Color)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"or, alternatively:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(True, False)" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"Color.is_valid('RED'), Color.is_valid('YELLOW')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"I am sure you can take it from here, improve and modify the implementation as per your needs.\n", | |
"But, before doing so, you might want to see how the custom `Color` can be used, and, more importantly, tested.\n", | |
"\n", | |
"## Using the custom `Color`\n", | |
"\n", | |
"Here is an example of how we can use the custom `Color`:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def foo(type):\n", | |
" if Color.is_valid(type):\n", | |
" print(f\"Wonderful! we will use the wonderful {type} color\")\n", | |
" return \"valid\"\n", | |
" else:\n", | |
" print(f\"{type} is not supported color. The supported colors are:\\n{str(Color)}\")\n", | |
" return \"invalid\"" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"And here are some examples:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Wonderful! we will use the wonderful RED color\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"'valid'" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"foo('RED')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Wonderful! we will use the wonderful BLUE color\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"'valid'" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"foo('BLUE')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"YELLOW is not supported color. The supported colors are:\n", | |
"Members of `Color` are:\n", | |
"- Color.RED\n", | |
"- Color.GREEN\n", | |
"- Color.BLUE\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"'invalid'" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"foo('YELLOW')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Testing `foo`\n", | |
"\n", | |
"Next, you want to test `foo`.\n", | |
"But, as you want it to be a proper unit test, you don't want to refer to the values of `Color`.\n", | |
"That is, you want to patch `Color` and use some value defined within the scope of the test.\n", | |
"Here is the way to do that." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import unittest\n", | |
"from unittest.mock import patch\n", | |
"\n", | |
"\n", | |
"class DummyColor(Enum, metaclass=MyEnumMeta):\n", | |
" TEST_TYPE1 = 1\n", | |
" TEST_TYPE2 = 10\n", | |
"\n", | |
"\n", | |
"class MyTest(unittest.TestCase):\n", | |
"\n", | |
" def test_a(self):\n", | |
" # Without any patch, you are depending on the \n", | |
" # values of `Color`\n", | |
" assert foo('RED') == 'valid'\n", | |
" assert foo('YELLOW') == 'invalid'\n", | |
"\n", | |
" @patch('__main__.Color', DummyColor) # Make sure you patch the right `Color`\n", | |
" # it should be within the class you want to test\n", | |
" def test_b(self):\n", | |
" assert foo('TEST_TYPE1') == 'valid'\n", | |
" assert foo('TEST_TYPE10') == 'invalid'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
".." | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Wonderful! we will use the wonderful RED color\n", | |
"YELLOW is not supported color. The supported colors are:\n", | |
"Members of `Color` are:\n", | |
"- Color.RED\n", | |
"- Color.GREEN\n", | |
"- Color.BLUE\n", | |
"Wonderful! we will use the wonderful TEST_TYPE1 color\n", | |
"TEST_TYPE10 is not supported color. The supported colors are:\n", | |
"Members of `DummyColor` are:\n", | |
"- DummyColor.TEST_TYPE1\n", | |
"- DummyColor.TEST_TYPE2\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"\n", | |
"----------------------------------------------------------------------\n", | |
"Ran 2 tests in 0.002s\n", | |
"\n", | |
"OK\n" | |
] | |
} | |
], | |
"source": [ | |
"if __name__ == '__main__':\n", | |
" unittest.main(argv=['first-arg-is-ignored'], exit=False)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Summary\n", | |
"\n", | |
"I hope you found it useful.\n", | |
"As a bonus, here is more or less the same example, given in scripts.\n", | |
"You can save the three of theme somewhere and run `pytest` to see how everything works together.\n", | |
"\n", | |
"### `special_enum.py`\n", | |
"\n", | |
"```python\n", | |
"# Implementation of the customized enum\n", | |
"from enum import Enum, EnumMeta\n", | |
"\n", | |
"\n", | |
"class MyEnumMeta(EnumMeta):\n", | |
" def __str__(cls):\n", | |
" lines = [f\"Members of `{cls.__name__}` are:\"]\n", | |
" for member in cls:\n", | |
" lines.append(f\"- {member}\")\n", | |
" return '\\n'.join(lines)\n", | |
"\n", | |
" def _contains(self, member):\n", | |
" return member in self._member_map_ \\\n", | |
" or member in set(\n", | |
" map(lambda x: x.value, self._member_map_.values()))\n", | |
"\n", | |
" def is_valid(self, member):\n", | |
" if self._contains(member):\n", | |
" return True\n", | |
" else:\n", | |
" return False\n", | |
"\n", | |
"\n", | |
"class SpecialEnum(Enum, metaclass=MyEnumMeta):\n", | |
" TYPE1 = 1\n", | |
" TYPE2 = 10\n", | |
"```\n", | |
"\n", | |
"### `foo.py`\n", | |
"\n", | |
"```python\n", | |
"# Your amazing logic!\n", | |
"from special_enum import SpecialEnum\n", | |
"\n", | |
"\n", | |
"def bar(type):\n", | |
" print(SpecialEnum) # Just for debugging\n", | |
" if SpecialEnum.is_valid(type):\n", | |
" return \"valid\"\n", | |
" else:\n", | |
" return \"invalid\"\n", | |
"```\n", | |
"\n", | |
"### `test_foo.py`\n", | |
"\n", | |
"```python\n", | |
"# The testing script\n", | |
"import unittest\n", | |
"from unittest.mock import patch\n", | |
"import foo\n", | |
"from special_enum import MyEnumMeta\n", | |
"from enum import Enum\n", | |
"\n", | |
"\n", | |
"class SpecialEnumTest(Enum, metaclass=MyEnumMeta):\n", | |
" TEST_TYPE1 = 1\n", | |
" TEST_TYPE2 = 10\n", | |
"\n", | |
"\n", | |
"class MyTest(unittest.TestCase):\n", | |
"\n", | |
" def test_a(self):\n", | |
" # Passes as it is ussing the original SpecialEnum\n", | |
" assert foo.bar('TYPE1') == 'valid'\n", | |
" assert foo.bar('TYPE10') == 'invalid'\n", | |
"\n", | |
" @patch('foo.SpecialEnum', SpecialEnumTest)\n", | |
" def test_b(self):\n", | |
" assert foo.bar('TEST_TYPE1') == 'valid'\n", | |
" assert foo.bar('TEST_TYPE10') == 'invalid'\n", | |
"```" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python [default]", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment