{ "cells": [ { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden" }, "source": [ "
\n", " `21 Microservices Architecture Patterns Study
\n", "\n", "

Chapter 5. TDD in High and Low Gears

\n", "\n", "
\n", " Joseph Kim <cloudeyes@gmail.com>
\n", " Jan 12. 2021
\n", "
\n", "\n", "
\n", " \n", "
\n", "\n", "
\n", " Download Jupyter Notebook\n", "
" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hidden" ] }, "source": [ "# 05. TDD in High and Low Gears" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "attachments": { "167e1135-a90a-45ec-a91e-9d5a63e0377d.png": { "image/png": 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" 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### TDD Terms\n", "\n", "#### Test Pyramid\n", "- The \"Test Pyramid\" is a metaphor that tells us to group software tests into buckets of different granularity. It also gives an idea of how many tests we should have in each of these groups. Although the concept of the Test Pyramid has been around for a while, teams still struggle to put it into practice properly. \n", "\n", "*See also*:\n", "\n", "- [The Practical Test Pyramid by Ham Vocke](https://martinfowler.com/articles/practical-test-pyramid.html)\n", "- [Why the test pyramid is a bullsh*t — guide to testing towards modern frontend and backend apps](https://medium.com/@mateuszroth/why-the-test-pyramid-is-a-bullshit-guide-to-testing-towards-modern-frontend-and-backend-apps-4246e89b87bd)\n", "\n", "![image.png](attachment:46aa25bb-e7f4-4baa-b013-1bf3f0d5701e.png) ![image.png](attachment:167e1135-a90a-45ec-a91e-9d5a63e0377d.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Test Double\n", "\n", "Stunt Double(스턴트 대역) 에서 유래된 말입니다. 테스트를 대신해주는 \"대역\"을 뜻합니다.\n", "\n", "Test double is a generic term for any case where you replace a production object for testing purposes. There are various kinds of double that Gerard lists, such as:\n", "\n", "- **Dummy** objects are passed around but never actually used. Usually they are just used to fill parameter lists.\n", "- **Fake** objects actually have working implementations, but usually take some shortcut which makes them not suitable for production (an InMemoryTestDatabase is a good example).\n", "- **Stubs** provide canned answers to calls made during the test, usually not responding at all to anything outside what's programmed in for the test.\n", "- **Spies** are stubs that also record some information based on how they were called. One form of this might be an email service that records how many messages it was sent.\n", "- **Mocks** are pre-programmed with expectations which form a specification of the calls they are expected to receive. They can throw an exception if they receive a call they don't expect and are checked during verification to ensure they got all the calls they were expecting.\n", "\n", "*See also*:\n", "\n", "- [TestDouble by Martin Fowler](https://martinfowler.com/bliki/TestDouble.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Difference between Various Kinds of Testing\n", "\n", "**Unit testing** means testing individual modules of an application in isolation (without any interaction with dependencies) to confirm that the code is doing things right.\n", "\n", "**Integration testing** means checking if different modules are working fine when combined together as a group.\n", "\n", "**Functional testing** means testing a slice of functionality in the system (may interact with dependencies) to confirm that the code is doing the right things.\n", "\n", "#### Integration Tests vs Functional Tests\n", "\n", "Functional tests are related to integration tests, however, they signify to the tests that check the entire application’s functionality with all the code running together, nearly *a super integration test*.\n", "\n", "*See also*:\n", "\n", " - [Unit Testing Vs Integration Testing Vs Functional Testing](https://www.softwaretestinghelp.com/the-difference-between-unit-integration-and-functional-testing/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sanity Checks for the Project\n", "\n", "Initial project adopted from chapter 4." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[01;34mapp\u001b[00m\n", "├── __init__.py\n", "├── __main__.py\n", "├── \u001b[01;34madapters\u001b[00m\n", "│   ├── __init__.py\n", "│   ├── orm.py\n", "│   └── repository.py\n", "├── \u001b[01;34mapps\u001b[00m\n", "│   ├── __init__.py\n", "│   ├── fastapi.py\n", "│   └── flask.py\n", "├── config.py\n", "├── \u001b[01;34mdomain\u001b[00m\n", "│   ├── __init__.py\n", "│   └── models.py\n", "├── requirements.txt\n", "├── \u001b[01;34mroutes\u001b[00m\n", "│   ├── __init__.py\n", "│   └── flask.py\n", "├── \u001b[01;34mservices\u001b[00m\n", "│   ├── __init__.py\n", "│   └── batch.py\n", "└── utils.py\n", "\n", "5 directories, 17 files\n" ] } ], "source": [ "!tree app -I \"__pycache__\" --sort=version" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**[팁]**\n", "왜 `__init__.py` 파일이 필요할까요? \n", "- https://stackoverflow.com/questions/62831486/requirement-for-init-py-just-to-satisfy-pylint-and-mypy\n", "\n", "> `__init__.py` used to be required to make directory a package\n", "Namespace packages are packages without the `__init__.py.`\n", "> \n", "> For an example of a simple package, if you have a directory:\n", ">\n", "> ```root\n", "> +--package\n", "> +--file1.py\n", "> +--file2.py\n", "> ...\n", ">\n", "> ```\n", ">\n", "> While you could run these files independently in the package directory, e.g. with python2 file1.py, under Python 2 you wouldn't be able to import the files as modules in the root directory, e.g.\n", "> \n", "> ```python\n", "> import package.file1\n", ">\n", ">\n", "> ```\n", ">\n", "> would fail, and in order for it to work, you at least need this:\n", ">\n", "> ```\n", "> package\n", "> +--__init__.py\n", "> +--file1.py\n", "> +--file2.py\n", "> ...\n", ">```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mSuccess: no issues found in 16 source files\u001b[m\n" ] } ], "source": [ "!mypy -p app --strict" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m============================= test session starts ==============================\u001b[0m\n", "platform linux -- Python 3.9.1, pytest-6.1.2, py-1.10.0, pluggy-0.13.1\n", "rootdir: /home/ykkim/notebooks/2021-msa-study/05-tdd-in-high-and-low-gears\n", "plugins: flask-1.1.0, anyio-2.0.2\n", "collected 25 items \u001b[0m\n", "\n", "tests/e2e/test_api.py \u001b[32m.\u001b[0m\u001b[32m [ 4%]\u001b[0m\n", "tests/integration/test_orm.py \u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m [ 28%]\u001b[0m\n", "tests/integration/test_repository.py \u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m [ 36%]\u001b[0m\n", "tests/unit/test_allocate.py \u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m [ 52%]\u001b[0m\n", "tests/unit/test_batch.py \u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m [ 88%]\u001b[0m\n", "tests/unit/test_services.py \u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m [100%]\u001b[0m\n", "\n", "\u001b[32m============================== \u001b[32m\u001b[1m25 passed\u001b[0m\u001b[32m in 0.77s\u001b[0m\u001b[32m ==============================\u001b[0m\n" ] } ], "source": [ "!pytest tests" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--------------------------------------------------------------------\n", "Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00)\n", "\n", "\u001b[0m" ] } ], "source": [ "!pylint app" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How is our Test Pyramid Looking?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tests/unit/test_batch.py:9\n", "tests/unit/test_allocate.py:4\n", "tests/unit/test_services.py:3\n", "tests/integration/test_orm.py:6\n", "tests/integration/test_repository.py:2\n", "tests/e2e/test_api.py:1\n" ] } ], "source": [ "!grep -c test_ -R tests | grep -vE '__init__|conftest|__pycache__|.ipynb'" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'unit': 16, 'integration': 8, 'e2e': 1}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from subprocess import Popen, PIPE, STDOUT\n", "from collections import defaultdict\n", "proc = Popen(\"grep -c test_ -R tests | grep -vE '__init__|conftest|__pycache__|.ipynb'\", shell=True, stdout=PIPE)\n", "output = proc.stdout.read().decode().strip()\n", "stats = defaultdict(lambda: 0)\n", "for k, v in (it.split(':') for it in output.split('\\n')):\n", " stats[k.split('/')[1]] += int(v)\n", "dict(stats)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", " \n", " unit: 16\n", " integration: 8\n", " e2e: 1\n", " " ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from app.utils import show_test_pyramid\n", "show_test_pyramid(stats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Should Domain Layer Tests Move to the Service Layer?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Problems can happen from *too many* tests against their domain model.\n", "- Sometime they *DO NOT reflect properties of a system*, but only low-level implementation of a system. \n", "- If we want to change *the design of our code*, any tests relying directly on the code will also fail.\n", "\n", "따라서, 단위 테스트를 가급적 서비스 계층 영역으로 한정지어 깨지기 쉬운 도메인 레이어의 세부 구현에서 테스트를 보호하는 것이 좋습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## On Deciding What Kind of Tests to Write" ] }, { "attachments": { "07fa6e9d-e138-4739-b65d-e92836cb1192.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "모든 유닛 테스트를 서비스 계층에 대해 재작성 해야 할까요? 도메인 모델에 직접 테스트 하는건 잘못된 것일까요? 이런 질문에 답하기 위해 테스트 종류에 따른 트레이드 오프(테스트 스펙트럼)를 이해해야 합니다.\n", "\n", "![image.png](attachment:07fa6e9d-e138-4739-b65d-e92836cb1192.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "테스트의 목적은 변경에 대한 피드백을 얻기 위함입니다. 테스트가 실제 구현에 가까울 수록 더 좁은 범위(커버리지)에서 강한 피드백을 받게 됩니다. 높은 단계의 추상화에 가까울 수록 테스트는 대규모 변경에 대한 넓은 범위의 피드백을 얻게 됩니다.\n", "\n", "서비스 계층에 대한 테스트(API 테스트)는 특정 구현에 종속되지 않은 시스템의 특성을 체크하고 대규모 변경에 대한 자신감을 얻기 위해 사용합니다. \n", "\n", "특히 도메인 테스트에 대한 피드백은 시스템 세부사항에 대한 즉각적이고 강력한 피드백을 주어 시스템을 이해하는데 큰 도움을 줍니다. 즉, 도메인 테스트는 도메인 언어로 쓰여진 일종의 \"살아있는 문서\" 역할을 합니다.\n", "\n", "신규 프로젝트를 수행하여 아직 도메인에 대해서 잘 알지 못할 경우 \"도메인 모델에 대한 테스트\"는 시스템의 이해를 돕고 실제 코드를 어덯게 작성할지 감을 찾는데 매우 효과적입니다. \n", "\n", "한편 도메인에 대한 이해가 충분히 되고, 설계 개선이 필요하다고 판단되면 세부 구현에 종속된 이런 테스트들을 API 레벨로 교체할 필요가 있습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## High Gear(저속 기어) and Low Gear(고속 기어)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "기존 기능을 확장하거나 버그 수정을 할 경우, 도메인 모델의 수정이 거의 필요하지 않다면 효과적으로 달리기 위해 고속 기어(서비스 레벨 테스트)를 놓고 달립니다.\n", "\n", "하지만 처음 프로젝트를 시작해서 도메인을 잘 모르거나, 중요하고 어려운 작업을 신중하게 수행해야 할 경우 저속 기어(도메인 레벨 테스트)로 전환하여 어려움을 극복할 수 있습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fully Decoupling the Service-Layer Tests from the Domain" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이전 챕터에서 서비스 계층 테스트에 도메인 객체를 직접 사용하고 있었는데 좋지 않은 패턴이므로 분리해보도록 합시다." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\u001b[0;31mSignature:\u001b[0m\n", "\u001b[0mbatch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mallocate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mline\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mapp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdomain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOrderLine\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mrepo\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mapp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madapters\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrepository\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAbstractRepository\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mapp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madapters\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0morm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAbstractSession\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m Find an earliest batch and allocate an :class:`.OrderLine` to it.\n", "\u001b[0;31mFile:\u001b[0m ~/notebooks/2021-msa-study/05-tdd-in-high-and-low-gears/app/services/batch.py\n", "\u001b[0;31mType:\u001b[0m function\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from app.services import batch\n", "?batch.allocate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`services.batch.allocate` 서비스 함수 파라메터가 도메인 객체를 의존하고 있습니다. 파라메터 타입을 원시 타입으로 바꿔 봅시다." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from app.adapters.repository import AbstractRepository\n", "from app.adapters.orm import AbstractSession\n", "from app.domain import models\n", "from app.services.batch import is_valid_sku, InvalidSku" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# services/batch.py \n", "def allocate(orderid: str, sku: str, qty: int, repo: AbstractRepository,\n", " session: AbstractSession) -> str:\n", " \"\"\"Find an earliest batch and allocate an :class:`.OrderLine` to it.\"\"\"\n", " line = models.OrderLine(orderid, sku, qty)\n", " batches = repo.list()\n", " if not is_valid_sku(line.sku, batches):\n", " raise InvalidSku(f'Invalid sku {line.sku}')\n", " batchref = models.allocate(line, batches)\n", " session.commit()\n", " return batchref" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "개선한 서비스 함수를 성공시키도록 테스트를 재작성해봅시다." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from unittest.mock import MagicMock\n", "services = MagicMock()\n", "services.batch.allocate = allocate" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from tests import mytest\n", "from tests.unit import test_services\n", "from tests.unit.test_services import FakeSession, FakeRepository\n", "from app.domain import models" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ \u001b[95mtest_returns_allocation\u001b[0m\n" ] } ], "source": [ "# tests/unit/test_services.py\n", "@mytest.test\n", "def test_returns_allocation():\n", " batch = models.Batch(\"batch1\", \"COMPLICATED-LAMP\", 100, eta=None)\n", " repo = FakeRepository([batch])\n", "\n", " result = services.batch.allocate(\"o1\", \"COMPLICATED-LAMP\", 10, repo, test_services.FakeSession())\n", " assert \"batch1\" == result " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "하지만 찝찝하게도 테스트가 아직 도메인 객체 `Batch`를 참고합니다. 도메인 객체 구현이 엄청나게 바뀐다면 이를 참조하는 테스트들 다수가 실패할 것입니다. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mitigation: Keep All Domain Dependencies in Fixture Functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이를 개선하기 위해 `FakeRepository` 에 `Batch` 모델 생성을 위임해봅시다. 이제 테스트가 더이상 도메인 객체에 의존하지 않게 되어 좀더 강건한 테스트가 되었습니다." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ \u001b[95mtest_returns_allocation\u001b[0m\n" ] } ], "source": [ "class FakeRepository(test_services.FakeRepository):\n", " \n", " @staticmethod\n", " def for_batch(ref, sku, qty, eta=None):\n", " return FakeRepository([\n", " models.Batch(ref, sku, qty, eta),\n", " ])\n", " \n", " \n", "@mytest.test\n", "def test_returns_allocation():\n", " repo = FakeRepository.for_batch(\"batch1\", \"COMPLICATED-LAMP\", 100, eta=None)\n", " result = allocate(\"o1\", \"COMPLICATED-LAMP\", 10, repo, test_services.FakeSession())\n", " assert \"batch1\" == result " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding a Missing Service" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "생각해보면, `Batch` 추가 작업 자체를 서비스로 함수로 정의하면 서비스 계층 테스트를 실제 서비스를 사용하는 방식으로 재작성할 수 있습니다. 이러면 도메인에 대한 의존이 완전히 제거됩니다.\n", "\n", "일반적으로 서비스 계층 테스트가 도메인 객체를 참조한다면 이는 서비스 계층이 불완전하다는 조짐일 수 있습니다." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# services/batch.py\n", "from typing import Optional\n", "from datetime import date\n", "\n", "def add_batch(\n", " ref: str, sku: str, qty: int, eta: Optional[date],\n", " repo: AbstractRepository, session,\n", "):\n", " repo.add(models.Batch(ref, sku, qty, eta))\n", " session.commit()\n", " \n", " \n", "services.batch.add = add_batch" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ \u001b[95mtest_add_batch\u001b[0m\n" ] } ], "source": [ "@mytest.test\n", "def test_add_batch():\n", " repo, session = FakeRepository([]), FakeSession()\n", " assert not session.committed\n", " services.batch.add(\"b1\", \"CRUNCHY-ARMCHAIR\", 100, None, repo, session)\n", " assert repo.get(\"b1\") is not None\n", " assert session.committed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이제 모든 서비스 계층 테스트를 서비스로만 나타낼 수 있습니다." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ \u001b[95mtest_allocate_returns_allocation\u001b[0m\n", "✅ \u001b[95mtest_allocate_errors_for_invalid_sku\u001b[0m\n" ] } ], "source": [ "import pytest\n", "\n", "services.batch.InvalidSku = batch.InvalidSku\n", "\n", "@mytest.test\n", "def test_allocate_returns_allocation():\n", " repo, session = FakeRepository([]), FakeSession()\n", " services.batch.add(\"batch1\", \"COMPLICATED-LAMP\", 100, None, repo, session)\n", " result = services.batch.allocate(\"o1\", \"COMPLICATED-LAMP\", 10, repo, session)\n", " assert \"batch1\" == result \n", "\n", "\n", "@mytest.test\n", "def test_allocate_errors_for_invalid_sku():\n", " repo, session = FakeRepository([]), FakeSession()\n", " services.batch.add(\"b1\", \"AREALSKU\", 100, None, repo, session)\n", "\n", " with pytest.raises(services.batch.InvalidSku, match=\"Invalid sku NONEXISTENTSKU\"):\n", " services.batch.allocate(\"o1\", \"NONEXISTENTSKU\", 10, repo, FakeSession())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Carrying the Improvment Through to the E2E Tests" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "같은 방식으로 지저분한 `add_stock` 픽스쳐 대신 `Batch` 를 추가하는 엔드포인트를 만들어 E2E 테스트가 SQL과 DB에 의존하지 않도록 리팩토링할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "from tests.e2e import restart_flask_server, stop_flask_server, CustomFlask" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "starting server... started.\n" ] } ], "source": [ "test_app = CustomFlask('test_app')\n", "restart_flask_server(test_app)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "RESTful 한 엔드포인트로 바꾸기 위해 책에서의 경로 `/add_batch` 대신 `/batches` 로 경로를 바꿨습니다." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "from app.adapters.orm import start_mappers, init_engine, sessionmaker, get_scoped_session\n", "from app import config\n", "\n", "metadata = start_mappers()\n", "engine = init_engine(metadata, config.get_db_url())\n", "get_session = sessionmaker(engine)\n", "get_repo = lambda: SqlAlchemyRepository(get_session())" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from app.adapters.repository import SqlAlchemyRepository\n", "from datetime import datetime\n", "from flask import request, jsonify\n", "\n", "@test_app.route(\"/batches\", methods=['POST'])\n", "def add_batch():\n", " with get_repo() as repo:\n", " eta = request.json['eta']\n", " if eta is not None:\n", " eta = datetime.fromisoformat(eta).date()\n", " services.batch.add(\n", " request.json['ref'], request.json['sku'], request.json['qty'], eta,\n", " repo, repo.session\n", " )\n", " return 'OK', 201\n", "\n", "@test_app.route('/batches/allocate', methods=['POST'])\n", "def allocate_batch():\n", " with get_repo() as repo:\n", " batches = repo.list()\n", " line = models.OrderLine(\n", " request.json['orderid'],\n", " request.json['sku'],\n", " request.json['qty'],\n", " )\n", " batchref = models.allocate(line, batches)\n", "\n", " return jsonify({'batchref': batchref}), 201" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "기존 API 테스트는 다음과 같이 `add_stock` 을 통해 레포지터리 같은 저장소 구현에 의존해야 했습니다.\n", "\n", "```python\n", "def test_api_returns_allocation(add_stock: AddStockFunc) -> None:\n", " ...\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "리팩토링된 테스트는 서비스 API 엔드포인트 호출 외에는 의존이 전부 제거되어 진정한 의미의 E2E 테스트가 되었습니다. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "127.0.0.1 - - [16/Jan/2021 12:28:34] \"\u001b[37mPOST /batches HTTP/1.1\u001b[0m\" 201 -\n", "127.0.0.1 - - [16/Jan/2021 12:28:34] \"\u001b[37mPOST /batches HTTP/1.1\u001b[0m\" 201 -\n", "127.0.0.1 - - [16/Jan/2021 12:28:34] \"\u001b[37mPOST /batches HTTP/1.1\u001b[0m\" 201 -\n", "127.0.0.1 - - [16/Jan/2021 12:28:34] \"\u001b[37mPOST /batches/allocate HTTP/1.1\u001b[0m\" 201 -\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "✅ \u001b[95mtest_happy_path_returns_201_and_allocated_batch\u001b[0m\n" ] } ], "source": [ "import requests\n", "\n", "from tests.e2e.test_api import random_batchref, random_sku, random_orderid\n", "from app import config\n", "\n", "def post_to_add_batch(ref, sku, qty, eta):\n", " url = config.get_api_url()\n", " r = requests.post(\n", " f'{url}/batches',\n", " json={'ref': ref, 'sku': sku, 'qty': qty, 'eta': eta}\n", " )\n", " assert r.status_code == 201\n", " \n", "with get_repo() as repo:\n", " repo.clear()\n", "\n", "@mytest.test\n", "def test_happy_path_returns_201_and_allocated_batch():\n", " sku, othersku = random_sku(), random_sku('other')\n", " earlybatch = random_batchref(1)\n", " laterbatch = random_batchref(2)\n", " otherbatch = random_batchref(3)\n", " post_to_add_batch(laterbatch, sku, 100, '2011-01-02')\n", " post_to_add_batch(earlybatch, sku, 100, '2011-01-01')\n", " post_to_add_batch(otherbatch, othersku, 100, None)\n", " data = {'orderid': random_orderid(), 'sku': sku, 'qty': 3}\n", " url = config.get_api_url()\n", " r = requests.post(f'{url}/batches/allocate', json=data)\n", " assert r.status_code == 201\n", " assert r.json()['batchref'] == earlybatch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wrap-Up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "테스트의 대부분을 서비스 계층에 대한 테스트로 개선하면 코드 변경에 강건한 건강한 테스트 피라미드를 유지할 수 있습니다!\n", "\n", "- 서비스 계층 함수 파라메터를 도메인 객체가 아닌 기본 타입으로 나타내세요!\n", "- 레포지터리나 DB 상태를 임의로 수정하지 않고 서비스 계층에만 한정된 테스트를 만드는것이 이상적입니다. 이런 노력의 댓가를 E2E 테스트에서 얻게 될 것입니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RECAP: RULES OF THUMB FOR DIFFERENT TYPES OF TEST\n", "\n", "- Aim for one end-to-end test per feature\n", "- Write the bulk of your tests against the service layer\n", "- Maintain a small core of tests written against your domain model\n", "- Error handling counts as a feature" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "nbsphinx": "hidden" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shutting down server...\n" ] } ], "source": [ "# clean up resources...\n", "stop_flask_server()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.1" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }