{ "cells": [ { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden" }, "source": [ "
\n", " `21 Microservices Architecture Patterns Study
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Chapter 6. Unit of Work Pattern

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\n", " Joseph Kim <cloudeyes@gmail.com>
\n", " Jan 15. 2021
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\n", " Download Jupyter Notebook\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 06. Unit of Work Pattern" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이번 장에서는 서비스 레이어를 데이터 레이어에서 완전히 분리하기 위한 레포지터리 패턴과 서비스 레이어 패턴을 통합하는 \"**Unit of Work 패턴**\"을 소개합니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 지난 내용 복습\n", "\n", "2장에서는 레포지터리 패턴으로 영구 저장소의 직접적인 구현으로부터 데이터 레이어를 분리했습니다.\n", "\n", "4장에서는 서비스 레이어 패턴을 도입하여 여러 컴포넌트를 중간에서 조정하는(ochestration) 작업들을 \"서비스 레이어\"로 분리해냈습니다. (핵심 비즈니스 로직 -- 도메인 서비스 -- 는 여전히 도메인 모델에 남아있습니다.)\n", "\n", "특히 3, 4장에서는 건전한 테스트 피라미드를 유지하기 위해 테스트를 개선하는 과정에서 설계가 거꾸로 개선되는(Test-induced design damage) 흥미로운 과정을 경험했습니다. E2E 테스트가 온갖 상황을 다 고려하지 않도록 개선하기 위해 엔드포인트는 웹 요청 처리 작업만 남겨두고 오케스트레이션 로직을 서비스 레이어로 분리한 것입니다. 이를 통해 오케스트레이션 작업의 테스트를 단위 테스트로 경량화 시킬 수있었습니다.\n", "\n", "4장의 마지막 부분을 기억하신다면, 서비스 함수의 예를 들면서, 서비스 계층이 DB와 강한 결합을 맺고 있는 문제가 지적되었던 것이 떠오를 것입니다. \n", "\n", "`services/batch.py`\n", "```python\n", "class InvalidSku(Exception):\n", " pass\n", "\n", "...\n", "\n", "def allocate(line: OrderLine, repo: AbstractRepository, session) -> str:\n", " batches = repo.list() \n", " if not is_valid_sku(line.sku, batches): \n", " raise InvalidSku(f'Invalid sku {line.sku}')\n", " batchref = model.allocate(line, batches) \n", " session.commit() # 세션 커\n", " return batchref\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "서비스가 직접 레포지터리나 DB세션을 조작하는 대신 이런 작업들을 추상화 한 UoW 서비스를 두어 이 서비스를 통해 레포지터리에 대한 작업이 수행되도록 할 것입니다." ] }, { "attachments": { "9ec01b80-5e31-472e-b246-a48bcfd87ae1.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:9ec01b80-5e31-472e-b246-a48bcfd87ae1.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "기존 아키텍처에서는 Flask Endpoint가 서비스 API를 통해 직접 레포지터리와 DB에 접근했다면 UoW 패턴을 이용한 아키텍처에서는 서비스 API가 레포지터리 접근을 위해 별도로 분리된 UoW 서비스를 초기화 하여 이 서비스를 통해 DB에 접근하게 되는 것입니다. \n", "\n", "2장부터 6장까지 개선된 아키텍처를 한 눈에 확인해 봅시다." ] }, { "attachments": { "06dfc4e2-e434-4e52-b42b-0c236275a058.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:06dfc4e2-e434-4e52-b42b-0c236275a058.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sanity Checks for the project" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Project structure" ] }, { "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", "\n", "5 directories, 16 files\n" ] } ], "source": [ "!tree app -I '__pycache__' --sort=version" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[32mSuccess: no issues found in 15 source files\u001b[m\n" ] } ], "source": [ "!mypy -p app --strict" ] }, { "cell_type": "code", "execution_count": 3, "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": "code", "execution_count": 4, "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/06-unit-of-work-pattern\n", "plugins: flask-1.1.0, anyio-2.0.2\n", "collected 27 items \u001b[0m\n", "\n", "tests/e2e/test_api.py \u001b[32m.\u001b[0m\u001b[32m [ 3%]\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 [ 25%]\u001b[0m\n", "tests/integration/test_repository.py \u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m [ 33%]\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 [ 48%]\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 [ 81%]\u001b[0m\n", "tests/unit/test_services.py \u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m [100%]\u001b[0m\n", "\n", "\u001b[32m============================== \u001b[32m\u001b[1m27 passed\u001b[0m\u001b[32m in 0.79s\u001b[0m\u001b[32m ==============================\u001b[0m\n" ] } ], "source": [ "!pytest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 테스트 피라미드는?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'unit': 18, 'integration': 8, 'e2e': 1}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from tests.utils import get_test_counts, show_test_pyramid\n", "test_counts = get_test_counts(); test_counts" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", " \n", " unit: 18\n", " integration: 8\n", " e2e: 1\n", " " ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "show_test_pyramid(test_counts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Unit of Work Collaborates with the Repository" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "그럼 본격적으로 UoW(Unit of Work: 유-와우 라고 발음합니다)를 설계해봅시다." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from unittest.mock import MagicMock\n", "unit_of_work = MagicMock() # Mock 객체로 이런 서비스가 있다고 가정합니다." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# services/batch.py\n", "\n", "from app.domain import models\n", "\n", "def allocate(\n", " orderid: str, sku: str, qty: int,\n", " uow: unit_of_work.AbstractUnitOfWork\n", ") -> str:\n", " line = OrderLine(orderid, sku, qty)\n", " with uow: # ContextManager객체 - with 블록이 끝나면 레포지터리 리소스에 대한 정리 작업 수행\n", " batches = uow.batches.list() # uow.batches 처럼 여러 레포지터리와 연결됨.\n", " ...\n", " batchref = models.allocate(line, batches)\n", " uow.commit() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`uow`를 [ContextManager](https://docs.python.org/3/library/stdtypes.html#typecontextmanager) 타입의 객체로 구현하여 `with` 블록을 빠져나갈 때 자동으로 트랜잭선이 커밋/롤백 되고 리소스가 반환되도록 할 것입니다.\n", "\n", "UoW 는 영구 저장소의 유일한 진입점이며, 로드된 객체의 최신 상태를 계속 트래킹 합니다. 이를 통해 얻을 수 있는 3가지 이득은 다음과 같습니다.\n", "\n", "1. A *stable snapshot of the database* to work with, so the objects we use aren’t changing halfway through an operation\n", "1. A way to persist all of our *changes at once*, so if something goes wrong, we don’t end up in an inconsistent state\n", "1. A *simple API* to our persistence concerns and a handy place to get a repository" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test-Driving a UoW with Integration Tests\n", "\n", "이제 통합 테스트를 성공시키며 실제 UoW 를 구현해보도록 합시다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "일단 UoW를 사용하여 배치를 조회하고 할당하는 가장 간단한 유즈케이스를 생각해보세요.\n", "\n", "1. DB 세션을 얻고 세션을 이용해 저장소에 샘플 배치 하나를 추가 한뒤 커밋합니다.\n", "1. 세션을 이용해 UoW 서비스 객체를 생성합니다.\n", "1. UoW API(`uow.batches.get`)를 이용해 레퍼런스에 대한 배치를 조회합니다.\n", "1. `Batch` API(`Batch.allocate`)를 이용해 샘플 `OrderLine`을 이 배치에 할당합니다.\n", "1. UoW API로 변경사항을 커밋한 뒤 UoW 서비스 사용을 완료하고 리소스를 반환합니다.\n", "1. 마지막으로, 저장소에 샘플 배치가 할당된 상태로 변경되었는지 확인합니다.\n", "\n", "이 과정을 다음 코드로 기계적으로 옮길 수 있습니다. 실패하는 테스트를 만드는 것이 목적임에 유의하세요. `unit_of_work` 나 `insert_batch`, `get_allocated_batch_ref` 의 구현은 나중에 고치면 됩니다. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from unittest.mock import MagicMock\n", "from app.adapters.orm import init_engine, start_mappers, sessionmaker\n", "from app import config\n", "from tests import mytest\n", "\n", "@mytest.fixture\n", "def get_session():\n", " metadata = start_mappers()\n", " engine = init_engine(metadata, 'sqlite://') # using memory db\n", " return sessionmaker(engine)\n", "\n", "get_allocated_batch_ref = MagicMock() # 함수가 있다고 가정 합니다.\n", "insert_batch = MagicMock() # 함수가 있다고 가정 합니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[*tests/integration/test_uow.py*]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "❌ \u001b[91mtest_uow_can_retrieve_a_batch_and_allocate_to_it\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"\", line 14, in test_uow_can_retrieve_a_batch_and_allocate_to_it\n", " assert batchref == 'batch1'\n", "AssertionError\n" ] } ], "source": [ "@mytest.test\n", "def test_uow_can_retrieve_a_batch_and_allocate_to_it(get_session):\n", " session = get_session()\n", " insert_batch(session, 'batch1', 'HIPSTER-WORKBENCH', 100, None)\n", " session.commit()\n", " uow = unit_of_work.SqlAlchemyUnitOfWork(get_session) \n", " with uow:\n", " batch = uow.batches.get(reference='batch1') \n", " line = models.OrderLine('o1', 'HIPSTER-WORKBENCH', 10)\n", " batch.allocate(line)\n", " uow.commit() \n", "\n", " batchref = get_allocated_batch_ref(session, 'o1', 'HIPSTER-WORKBENCH')\n", " assert batchref == 'batch1'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`insert_batch` 와 `get_allocated_batch_ref` 는 다음과 같이 작성할 수 있을 것입니다." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def insert_batch(session, ref, sku, qty, eta):\n", " session.execute(\n", " 'INSERT INTO batch (reference, sku, _purchased_quantity, eta)'\n", " ' VALUES (:ref, :sku, :qty, :eta)',\n", " dict(ref=ref, sku=sku, qty=qty, eta=eta)\n", " )\n", "\n", "\n", "def get_allocated_batch_ref(session, orderid, sku):\n", " [orderlineid, *_] = session.execute(\n", " 'SELECT id FROM order_line WHERE orderid=:orderid AND sku=:sku',\n", " dict(orderid=orderid, sku=sku)\n", " )\n", " [batchref, *_] = session.execute(\n", " 'SELECT b.reference FROM allocation JOIN batches AS b ON batch_id = b.id'\n", " ' WHERE orderline_id=:orderlineid',\n", " dict(orderlineid=orderlineid)\n", " )\n", " return batchref" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "테스트를 다시 실행해보면 여전히 실패합니다." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "❌ \u001b[91mtest_uow_can_retrieve_a_batch_and_allocate_to_it\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"\", line 10, in get_allocated_batch_ref\n", " [orderlineid, *_] = session.execute(\n", "ValueError: not enough values to unpack (expected at least 1, got 0)\n" ] } ], "source": [ "mytest.run(test_uow_can_retrieve_a_batch_and_allocate_to_it)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "당연합니다. `unit_of_work` 서비스가 [`MagicMock`](https://docs.python.org/ko/3/library/unittest.mock.html#unittest.mock.MagicMock) 객체였기 때문입니다. Mock 객체에 대한 작업은 아무 효과 없이 성공 처리 됩니다. 단 작업 과정이 Mock 객체에 다 기록됩니다. (때문에 Spy 객체라고도 볼 수 있습니다.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mock 사용법\n", "\n", "다음은 Mock 객체 사용법 설명을 위한 예시 코드입니다." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unit_of_work = MagicMock()\n", "uow = unit_of_work.SqlAlchemyUnitOfWork(get_session())\n", "uow.batches.get(reference='batch1')\n", "uow.commit()\n", "uow.commit()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(True, call(reference='batch1'))" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uow.batches.get.called, uow.batches.get.call_args" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uow.commit.call_count" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이제 본격적으로 UoW 를 구현해봅시다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unit of Work and Its Context Manager\n", "\n", "테스트케이스에서 우리는 UoW API를 이미 설계했습니다. UoW 객체에 다음과 같은 속성이 있다고 가정했습니다.\n", "\n", "```python\n", "uow.batches: repository.AbstractRepository # Batch 모델 레포지터리\n", "uow.commit() # 도메인 변경사항을 레포지터리에 커밋하는 함수\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이를 좀 더 일반화 시켜 `rollback` 메소드 포함시키고 ContextManager를 이용한 자동 리소스 반환을 지원하는 아래와 같은 추상 클래스를 만들 수 있습니다." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from contextlib import AbstractContextManager\n", "import abc\n", "from app.adapters import repository\n", "\n", "class AbstractUnitOfWork(AbstractContextManager):\n", " batches: repository.AbstractRepository\n", " \n", " def __enter__(self):\n", " return self\n", "\n", " def __exit__(self, *args):\n", " \"\"\"with 블록에서 빠져나갈 때 실행되는 메소드입니다.\"\"\"\n", " self.rollback() # commit() 안되었을때 변경을 롤백합니다. \n", " # (이미 커밋 되었을 경우 rollback은 아무 효과도 없음)\n", "\n", " @abc.abstractmethod\n", " def commit(self):\n", " raise NotImplementedError\n", "\n", " @abc.abstractmethod\n", " def rollback(self):\n", " raise NotImplementedError" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "추상 클래스로 정의되었기 때문에 이를 구체화하는 자식 클래스는 반드시 `commit` 과 `rollback` 메소드를 구현해야 합니다." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "❌ \u001b[91mtest_uow_wrong_concrete_class\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"\", line 7, in test_uow_wrong_concrete_class\n", " uow = TestUoW()\n", "TypeError: Can't instantiate abstract class TestUoW with abstract methods commit, rollback\n" ] } ], "source": [ "@mytest.test\n", "def test_uow_wrong_concrete_class():\n", "\n", " class TestUoW(AbstractUnitOfWork):\n", " pass\n", "\n", " uow = TestUoW()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "또한 ContextManager 를 지원하므로 `with` 블록과 같이 사용하면 블록이 끝났을 때 `rollback` 작업이 수행됩니다." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "call rollback()!\n", "✅ \u001b[95mtest_uow_with_statement\u001b[0m\n" ] } ], "source": [ "@mytest.test\n", "def test_uow_with_statement():\n", "\n", " class DummyUoW(AbstractUnitOfWork):\n", " def commit(self):\n", " print('call commit()!')\n", " \n", " def rollback(self):\n", " print('call rollback()!')\n", " \n", " with DummyUoW() as uow:\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Real Unit of Work Uses SQLAlchemy Sessions\n", "\n", "`AbstractUnitOfWork` 를 상속받아 SQLAlchemy ORM 세션을 이용한 실제 UoW 를 구현해보겠습니다. \n", "\n", "> 4장 실습에서 사용된 `docker-compose.yml` 과 동일한 설정으로 PostgreSQL DB가 떠 있다고 가정하겠습니다.\n", "\n", "docker 컨테이너를 띄운 호스트에서 다음과 같이 확인해보세요.\n", "\n", "```\n", "$ docker-compose --project-directory ../04-flask-api-and-service-layer ps\n", "\n", " Name Command State Ports \n", "--------------------------------------------------------------------------------\n", "microlab /bin/sh -c /root/start.sh Up 0.0.0.0:12222->22/tcp, \n", " 0.0.0.0:5005->80/tcp, \n", " 0.0.0.0:18888->8888/tcp \n", "pgsql-test docker-entrypoint.sh Up 0.0.0.0:5432->5432/tcp \n", " postgres \n", "\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "목업을 준비하고 실제 UoW 객체를 작성해봅시다." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "config = MagicMock()\n", "config.get_db_url = lambda: 'postgres://smprc:test@pgsql-test'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[*services/unit_of_work.py*]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "...\n", "metadata = start_mappers()\n", "engine = init_engine(metadata, config.get_db_url(), drop_all=True)\n", "DEFAULT_SESSION_FACTORY = sessionmaker(engine)\n", "\n", "class SqlAlchemyUnitOfWork(AbstractUnitOfWork):\n", " \n", " def __init__(self, get_session=DEFAULT_SESSION_FACTORY):\n", " self.get_session = get_session\n", " self.committed = False\n", " \n", " def __enter__(self):\n", " self.session = self.get_session() # type: Session\n", " self.batches = repository.SqlAlchemyRepository(self.session)\n", " return super().__enter__()\n", " \n", " def __exit__(self, *args):\n", " super().__exit__(*args)\n", " self.session.close()\n", " \n", " def commit(self):\n", " self.committed = True\n", " self.session.commit()\n", " \n", " def rollback(self):\n", " if self.committed:\n", " print('session rolled back', file=sys.stderr)\n", " self.session.rollback()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "그럼 이 UoW 구현으로 실제로 DB와 연결해 테스트를 해보겠습니다." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ \u001b[95mtest_uow_with_real_session\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "session rolled back\n" ] } ], "source": [ "from app.domain.models import Batch\n", "\n", "@mytest.test\n", "def test_uow_with_real_session():\n", " \n", " with SqlAlchemyUnitOfWork() as uow:\n", " uow.batches.clear()\n", " uow.batches.add(Batch('b1', 'TEST', 10))\n", " uow.commit()\n", " \n", " with SqlAlchemyUnitOfWork() as uow:\n", " [batch, *_] = uow.batches.list()\n", " assert 'b1' == batch.reference\n", " uow.batches.delete(batch)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fake Unit of Work for Testing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "앞서 만든 UoW 구현은 실제 DB와 연결이 필요하기 때문에 단위 테스트용으로 사용할 수 없습니다. \n", "\n", "단위 테스트에 사용 가능한 Fake 객체를 만들어 보겠습니다." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "from tests.unit.test_services import FakeRepository" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[*tests/unit/test_services.py*]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "❌ \u001b[91mtest_add_batch\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"\", line 21, in test_add_batch\n", " services.batch.add(\"b1\", \"CRUNCHY-ARMCHAIR\", 100, None, uow)\n", "TypeError: add() missing 1 required positional argument: 'session'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "❌ \u001b[91mtest_allocate_returns_allocation\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"\", line 28, in test_allocate_returns_allocation\n", " services.batch.add(\"batch1\", \"COMPLICATED-LAMP\", 100, None, uow)\n", "TypeError: add() missing 1 required positional argument: 'session'\n" ] } ], "source": [ "@mytest.fixture\n", "def services():\n", " from app import services as services_ch5\n", " return services_ch5\n", "\n", "class FakeUnitOfWork(AbstractUnitOfWork):\n", "\n", " def __init__(self):\n", " self.batches = FakeRepository([]) \n", " self.committed = False \n", "\n", " def commit(self):\n", " self.committed = True \n", "\n", " def rollback(self):\n", " pass\n", "\n", "@mytest.test\n", "def test_add_batch(services):\n", " uow = FakeUnitOfWork() \n", " services.batch.add(\"b1\", \"CRUNCHY-ARMCHAIR\", 100, None, uow) \n", " assert uow.batches.get(\"b1\") is not None\n", " assert uow.committed\n", "\n", "@mytest.test\n", "def test_allocate_returns_allocation(services):\n", " uow = FakeUnitOfWork() \n", " services.batch.add(\"batch1\", \"COMPLICATED-LAMP\", 100, None, uow) \n", " result = services.allocate(\"o1\", \"COMPLICATED-LAMP\", 10, uow) \n", " assert \"batch1\", result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "테스트가 실패합니다. 왜냐하면 기존 서비스 구현은 Repository 를 직접 이용하여 `repo`와 `session` 을 둘다 파라메터로 받기 때문입니다.\n", "\n", "```python\n", "# 현재 서비스 함수 구현\n", "\n", "def add(\n", " ref: str,\n", " sku: str,\n", " qty: int,\n", " eta: Optional[date],\n", " repo: AbstractRepository,\n", " session: AbstractSession,\n", ") -> None:\n", " \"\"\"배치를 추가합니다.\"\"\"\n", " repo.add(models.Batch(ref, sku, qty, eta))\n", " session.commit()\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4장에서 `FakeSession` 과 유사하지만 `FakeSession`은 `sqlalchemy.orm.Session` 이라는 외부 라이브러리 구현을 흉내(Mock)냈음에 비해, `FakeUnitOfWork` 는 우리가 구현한 UnitOfWork 객체를 대상으로 한다는 점에서 큰 발전입니다.\n", "\n", "\n", "#### 참고: Don't Mock What You Don't Own\n", "\n", "“Don’t mock what you don’t own” is a rule of thumb that forces us to build simple abstractions over messy subsystems. This has the same performance benefit as mocking the SQLAlchemy session but encourages us to think carefully about our designs.\n", "\n", "For example, if you mock `Session` with `FakeSession`, by coupling to the `Session` interface, you’re choosing to couple to all the complexity of SQLAlchemy. Instead, we want to choose a simpler abstraction and use that to clearly separate responsibilities. \n", "\n", "Our UoW is much simpler than a session, and we feel comfortable with the service layer being able to start and stop units of work." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using the UoW in the Service Layer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "앞서 만든 테스트가 성공하도록 UoW를 이용하여 서비스 레이어 함수를 재작성 해봅시다." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from typing import Optional\n", "from datetime import date\n", "\n", "from app.domain import models\n", "\n", "def add(ref: str, sku: str, qty: int, eta: Optional[date], uow: AbstractUnitOfWork) -> None:\n", " with uow:\n", " uow.batches.add(models.Batch(ref, sku, qty, eta))\n", " uow.commit()\n", "\n", "@mytest.fixture\n", "def services():\n", " services_uow = MagicMock()\n", " services_uow.batch.add = add\n", " return services_uow" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ \u001b[95mtest_add_batch\u001b[0m\n", "✅ \u001b[95mtest_allocate_returns_allocation\u001b[0m\n" ] } ], "source": [ "mytest.run(test_add_batch)\n", "mytest.run(test_allocate_returns_allocation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "테스트가 잘 성공합니다. 서비스 함수들이 이제 UoW만 의존하도록 개선되었습니다.😊" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explicit Tests for Commit/Rollback Behavior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`commit` 과 `rollback` 이 올바르게 동작하는지도 테스트해봅시다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[*tests/integration/test_uow.py*]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "✅ \u001b[95mtest_rolls_back_uncommitted_work_by_default\u001b[0m\n", "✅ \u001b[95mtest_rolls_back_committed\u001b[0m\n", "✅ \u001b[95mtest_rolls_back_on_error\u001b[0m\n" ] } ], "source": [ "import pytest\n", "\n", "metadata = start_mappers()\n", "mem_engine = init_engine(metadata, 'sqlite://') # using memory db\n", "\n", "@mytest.fixture\n", "def get_session():\n", " return sessionmaker(mem_engine)\n", "\n", "\n", "@mytest.test\n", "def test_rolls_back_uncommitted_work_by_default(get_session):\n", " uow = SqlAlchemyUnitOfWork(get_session)\n", " with uow:\n", " insert_batch(uow.session, 'batch1', 'MEDIUM-PLINTH', 100, None)\n", "\n", " # Commit 을 안한 경우 실제 DB에 데이터가 반영되지 않습니다.\n", " new_session = get_session()\n", " rows = list(new_session.execute(\"SELECT * FROM batch\"))\n", " assert [] == rows, f'{rows}'\n", "\n", "@mytest.test\n", "def test_rolls_back_committed(get_session):\n", " uow = SqlAlchemyUnitOfWork(get_session)\n", " with uow:\n", " insert_batch(uow.session, 'batch1', 'MEDIUM-PLINTH', 100, None)\n", " uow.session.commit()\n", "\n", " # commit 을 하면 DB 상태가 변경되어야 합니다. \n", " new_session = get_session()\n", " [[ref]] = list(new_session.execute('SELECT reference FROM batch'))\n", " assert 'batch1' == ref, f'{ref}' \n", " uow.session.execute('DELETE FROM batch')\n", " uow.session.commit()\n", " \n", "@mytest.test\n", "def test_rolls_back_on_error(get_session):\n", " class MyException(Exception):\n", " pass\n", "\n", " uow = unit_of_work.SqlAlchemyUnitOfWork(get_session)\n", " with pytest.raises(MyException):\n", " with uow:\n", " insert_batch(uow.session, 'batch1', 'LARGE-FORK', 100, None)\n", " raise MyException()\n", " uow.commit()\n", "\n", " new_session = get_session()\n", " rows = list(new_session.execute('SELECT * FROM \"batch\"'))\n", " assert rows == []" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explicit Versus Implicit Commits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "UoW 패턴을 구현하는 방법은 여러가지가 있습니다. 이전 구현에서는 명시적으로 `uow.commit()` 을 실행할 경우만 커밋이 되는 구현이었습니다.\n", "\n", "이번에는 UoW 블록을 마칠 때 자동으로 커밋하고, 예외가 발생할 경우만 롤백하는 UoW를 만들어보겠습니다." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "class AbstractUnitOfWork(abc.ABC):\n", "\n", " def __enter__(self):\n", " return self\n", "\n", " def __exit__(self, exn_type, exn_value, traceback):\n", " if exn_type is None:\n", " self.commit() \n", " else:\n", " self.rollback() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "바뀐 UoW 를 이용하면 서비스 함수에서 `commit()` 을 빼서 좀더 간결히 만들 수 있습니다." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def add(ref: str, sku: str, qty: int, eta: Optional[date], uow: AbstractUnitOfWork) -> None:\n", " with uow:\n", " uow.batches.add(models.Batch(ref, sku, qty, eta))\n", " # uow.commit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "하지만 책에서는 명시적으로 `commit()` 을 호출하는 방법을 권장합니다. 이유는 다음과 같습니다.\n", "\n", "* 코드가 한 줄이 늘더라도 기본적으로 소프트웨어 동작이 안전하도록 보장합니다. \n", " * 소프트웨어의 기본 동작은 \"아무것도 변경하지 않는 것\" 이기 때문입니다.\n", "* 이를 통해 소프트웨어의 변경이 일어나는 시점을 쉽게 예측할 수 있도록 합니다.\n", "\n", "한편, 롤백은 자동으로 실행하는것을 권장합니다. 명시적인 `commit` 이 없는한, UoW 가 끝날 때 이전 상태로 돌립니다..\n", "이 편이 이해하기 쉽고 자연스러운 방식입니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples: Using UoW to Group Multiple Operations into an Atomic Unit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "UoW 패턴을 이용한 예제를 몇가지 살펴봅시다. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1: Reallocate\n", "\n", "재할당 서비스 함수의 경우, 작업중 예외가 발생하면 UoW의 동작 방식에 의해 이전 상태로 자동 롤백됩니다.\n", "\n", "모든 유효성 검사와 세부 작업이 다 성공할 경우에만 명시적으로 호출된 `commit` 함수에 의해 저장소 내용이 변경됩니다." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from app.domain.models import OrderLine\n", "\n", "def reallocate(line: OrderLine, uow: AbstractUnitOfWork) -> str:\n", " with uow:\n", " batch = uow.batches.get(sku=line.sku)\n", " if batch is None:\n", " raise InvalidSku(f'Invalid sku {line.sku}')\n", " batch.deallocate(line)\n", " batch.allocate(line)\n", " uow.commit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: Change Batch Quantity\n", "\n", "배송중 사고로 인해 배치의 수량이 바뀌어야 할 경우 배치에 할당된 주문선을 해제해야 합니다. 이 때 역시 UoW 의 커밋 방식을 이용해 작업중 발생한 예외로 인한 변경이 자동 롤백되도록 합니다." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def change_batch_quantity(batchref: str, new_qty: int, uow: AbstractUnitOfWork):\n", " with uow:\n", " batch = uow.batches.get(reference=batchref)\n", " batch.change_purchased_quantity(new_qty)\n", " while batch.available_quantity < 0:\n", " line = batch.deallocate_one()\n", " uow.commit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tidying Up the Integration Tests" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이제 서비스 계층에서 직접적으로 Repository 나 ORM을 이용하지 않기 때문에 `test_orm.py` 와 `test_repository.py` 는 구현에 가까워진 Low Gear 테스트가 되었습니다.\n", "\n", "하지만 5장에서 살펴보았듯이, Low Gear 테스트는 세부 구현을 이해하는 데 도움이 되기도 합니다. ORM 이나 Repository 에 완전히 새로운 기능이나 복잡한 검증 로직이 들어갈 경우 이들 테스트는 여전히 유용할 수도 있습니다.\n", "\n", "테스트 피라미드를 유지하고, 변경에 대해 테스트가 자꾸 깨지는 문제가 발생하지 않도록 불필요한 테스트를 정리하거나 High Gear 테스트로 전환하는 테스트 리팩토링이 필요합니다. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wrap-Up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "이번 장에서 우리는 UoW 패턴의 유용성을 보이고자 했습니다. UoW가 추상화 하는 레포지터리간의 원자적 트랜잭선 작업을 파이썬의 멋진 context manager 문법으로 직관적으로 나타낼 수 있었습니다.\n", "\n", "UoW 패턴 사용의 장/단점입니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
ProsCons
\n", "
  • Nice abstraction over the concept of atomic operations, and the\n", "context manager makes it easy to see, visually, what blocks of code are\n", "grouped together atomically.

  • \n", "\n", "
  • Explicit control over when a transaction starts and finishes, and our\n", "application fails in a way that is safe by default.

  • \n", "\n", "
  • Nice place to put all your repositories so client code can access them.

  • \n", "\n", "
  • Atomicity isn’t only about transactions; it\n", "can help us work with events and the message bus.

  • \n", "
    \n", "\n", "
  • Most ORMs already have good abstractions around\n", "atomicity. SQLAlchemy even has context managers. You can go a long way\n", "just passing a session around.

  • \n", "\n", "
  • Be careful about things like rollbacks, multithreading, and nested transactions. \n", "Perhaps just sticking to what Django or Flask-SQLAlchemy gives you will keep your life\n", "simpler.
  • \n", "
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RECAP\n", "\n", "- The Unit of Work pattern is an abstraction around data integrity\n", "- It works closely with the Repository and Service Layer patterns\n", "- This is a lovely case for a context manager\n", "- SQLAlchemy already implements this pattern" ] } ], "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 }