From 5181197ca133380c0eaa1d6a7503dc3ea351299a Mon Sep 17 00:00:00 2001 From: "albert.franzi" <3647015+afranzi@users.noreply.github.com> Date: Tue, 2 Jan 2024 15:47:48 +0100 Subject: [PATCH] feat: :lipstick: Validate DBT Postgres Validator --- .flake8 | 5 + .github/workflows/ci-deploy.yml | 34 + .github/workflows/ci-test.yml | 28 + .gitignore | 127 ++ .pre-commit-config.yaml | 47 + README.md | 55 + mypy.ini | 19 + poetry.lock | 1876 +++++++++++++++++ pyproject.toml | 39 + pytest_dbt_postgres/__init__.py | 27 + pytest_dbt_postgres/conftest.py | 27 + pytest_dbt_postgres/dbt_executor.py | 19 + pytest_dbt_postgres/dbt_validator.py | 123 ++ pytest_dbt_postgres/postgres/__init__.py | 0 pytest_dbt_postgres/postgres/connector.py | 68 + pytest_dbt_postgres/postgres/credentials.py | 11 + pytest_dbt_postgres/postgres/sql_methods.py | 57 + tests/__init__.py | 0 tests/dummy_gummy/.gitignore | 4 + tests/dummy_gummy/dbt_project.yml | 25 + tests/dummy_gummy/macros/.gitkeep | 0 .../models/base/base_customers.sql | 15 + tests/dummy_gummy/models/base/base_orders.sql | 16 + .../dummy_gummy/models/base/base_potatoes.sql | 18 + tests/dummy_gummy/models/orders.sql | 43 + tests/dummy_gummy/models/sources.yml | 27 + tests/dummy_gummy/seeds/.gitkeep | 0 tests/dummy_gummy/seeds/raw_potatoes.csv | 21 + tests/dummy_gummy/seeds/seeds.yml | 13 + tests/dummy_gummy/tests/.gitkeep | 0 tests/resources/csv/input/customers.csv | 11 + tests/resources/csv/input/orders.csv | 101 + tests/resources/csv/output/orders.csv | 81 + tests/resources/profiles.yml | 12 + tests/test_dbt_validator.py | 48 + tox.ini | 11 + 36 files changed, 3008 insertions(+) create mode 100644 .flake8 create mode 100644 .github/workflows/ci-deploy.yml create mode 100644 .github/workflows/ci-test.yml create mode 100644 .gitignore create mode 100644 .pre-commit-config.yaml create mode 100644 README.md create mode 100644 mypy.ini create mode 100644 poetry.lock create mode 100644 pyproject.toml create mode 100644 pytest_dbt_postgres/__init__.py create mode 100644 pytest_dbt_postgres/conftest.py create mode 100644 pytest_dbt_postgres/dbt_executor.py create mode 100644 pytest_dbt_postgres/dbt_validator.py create mode 100644 pytest_dbt_postgres/postgres/__init__.py create mode 100644 pytest_dbt_postgres/postgres/connector.py create mode 100644 pytest_dbt_postgres/postgres/credentials.py create mode 100644 pytest_dbt_postgres/postgres/sql_methods.py create mode 100644 tests/__init__.py create mode 100644 tests/dummy_gummy/.gitignore create mode 100644 tests/dummy_gummy/dbt_project.yml create mode 100644 tests/dummy_gummy/macros/.gitkeep create mode 100644 tests/dummy_gummy/models/base/base_customers.sql create mode 100644 tests/dummy_gummy/models/base/base_orders.sql create mode 100644 tests/dummy_gummy/models/base/base_potatoes.sql create mode 100644 tests/dummy_gummy/models/orders.sql create mode 100644 tests/dummy_gummy/models/sources.yml create mode 100644 tests/dummy_gummy/seeds/.gitkeep create mode 100644 tests/dummy_gummy/seeds/raw_potatoes.csv create mode 100644 tests/dummy_gummy/seeds/seeds.yml create mode 100644 tests/dummy_gummy/tests/.gitkeep create mode 100644 tests/resources/csv/input/customers.csv create mode 100644 tests/resources/csv/input/orders.csv create mode 100644 tests/resources/csv/output/orders.csv create mode 100644 tests/resources/profiles.yml create mode 100644 tests/test_dbt_validator.py create mode 100644 tox.ini diff --git a/.flake8 b/.flake8 new file mode 100644 index 0000000..610cf04 --- /dev/null +++ b/.flake8 @@ -0,0 +1,5 @@ +[flake8] +extend-ignore = E203, E266, E501, B008, C901, W503 +max-line-length = 120 +max-complexity = 12 +select = B,C,E,F,W,T4,B9 diff --git a/.github/workflows/ci-deploy.yml b/.github/workflows/ci-deploy.yml new file mode 100644 index 0000000..ce4555c --- /dev/null +++ b/.github/workflows/ci-deploy.yml @@ -0,0 +1,34 @@ +name: Deploy to Pypi + +on: + push: + branches: + - main + +jobs: + deploy: + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v3 + + - name: Setup Python + uses: actions/setup-python@v4 + with: + python-version: "3.10" + + - name: Install Poetry & Tox + run: pip install poetry tox + + - name: Install Dependencies + run: poetry install + + - name: Run Tox + run: tox -e py310 + + - name: Poetry Publish + run: | + poetry build -f sdist + poetry publish + env: + POETRY_PYPI_TOKEN_PYPI: ${{ secrets.PYPI_TOKEN }} diff --git a/.github/workflows/ci-test.yml b/.github/workflows/ci-test.yml new file mode 100644 index 0000000..ae668e7 --- /dev/null +++ b/.github/workflows/ci-test.yml @@ -0,0 +1,28 @@ +name: CI PyTests + +on: + push: + branches: + - main + pull_request: + +jobs: + tests: + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v3 + + - name: Setup Python + uses: actions/setup-python@v4 + with: + python-version: "3.10" + + - name: Install Poetry & Tox + run: pip install poetry tox + + - name: Install Dependencies + run: poetry install + + - name: Run Tox + run: tox -e py310 diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..eded884 --- /dev/null +++ b/.gitignore @@ -0,0 +1,127 @@ +profiles.yml +target/ +dbt_packages/ +logs/ + +# Other +.DS_Store +.idea +.vscode + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# Elementary +edr_target/ + +# DBT +.user.yml + +# local scripts +scripts/db* +scripts/create_seed.sh diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..5bb2582 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,47 @@ +repos: + - repo: https://github.com/psf/black + rev: 23.1.0 + hooks: + - id: black + - repo: https://github.com/pycqa/flake8 + rev: 6.0.0 + hooks: + - id: flake8 + - repo: https://github.com/pycqa/isort + rev: 5.12.0 + hooks: + - id: isort + args: [ --filter-files ] + - repo: https://github.com/pre-commit/mirrors-mypy + rev: v1.1.1 + hooks: + - id: mypy + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.4.0 + hooks: + - id: check-added-large-files + args: [ --maxkb=800 ] + - id: check-merge-conflict + - id: trailing-whitespace + - id: end-of-file-fixer + - id: check-docstring-first + - id: check-yaml + - id: debug-statements + - id: detect-aws-credentials + args: [ --allow-missing-credentials ] + - id: detect-private-key + - id: mixed-line-ending + - repo: https://github.com/asottile/add-trailing-comma + rev: v2.4.0 + hooks: + - id: add-trailing-comma + - repo: https://github.com/sqlfluff/sqlfluff + rev: 2.1.3 + hooks: + - id: sqlfluff-lint + stages: [manual] + additional_dependencies : ['sqlfluff-templater-dbt', 'dbt-postgres'] + - id: sqlfluff-fix + stages: [manual] + additional_dependencies: [ 'sqlfluff-templater-dbt', 'dbt-postgres'] + verbose: true diff --git a/README.md b/README.md new file mode 100644 index 0000000..e378a20 --- /dev/null +++ b/README.md @@ -0,0 +1,55 @@ +# PyTest DBT Postgres + +This project aims to provide an easy way to validate a DBT project by enabling the +unit-testing capability. + +## Dependencies + +This project is based on the [pytest-postgresql](https://pypi.org/project/pytest-postgresql/) library, so we can +validate our DBT postgres project without relying on an existing database. + +## Usage + +The initial idea resides on pytest-postgres providing us an empty and isolated postgres where we can +validate different use-cases with our DBT code. + +> If your project uses external sources, you will need to make sure they are properly defined in the yml files, since +> the project generates the DDLs from there. + +```python +import unittest + +from pytest_dbt_postgres import auto_inject_fixtures +from pytest_dbt_postgres.dbt_executor import DbtExecutor +from pytest_dbt_postgres.dbt_validator import DbtValidator +from pytest_dbt_postgres.postgres.connector import PostgresConnector +from pytest_dbt_postgres.postgres.sql_methods import export_credentials_to_env, get_credentials + +dbt_project_dir = '...' +resources_folder = '...' + + +@auto_inject_fixtures("postgresql") +class TestDbtValidator(unittest.TestCase): + def setUp(self) -> None: + credentials = get_credentials(self.postgresql) + self.connector = PostgresConnector(credentials) + + # SETUP + export_credentials_to_env(credentials) + executor = DbtExecutor(dbt_project_dir=dbt_project_dir, profiles_dir=resources_folder) + self.validator = DbtValidator(connector=self.connector, executor=executor, resources_folder=resources_folder) + + def test_orders(self) -> None: + # GIVEN + sources_to_load = [ + ("external.customers", "csv/input/customers.csv"), + ("external.orders", "csv/input/orders.csv"), + ] + selector = "orders" + outputs_to_validate = [ + ("dbt_unittest.orders", "csv/output/orders.csv"), + ] + # THEN + self.validator.validate(sources_to_load, selector, outputs_to_validate) +``` diff --git a/mypy.ini b/mypy.ini new file mode 100644 index 0000000..5433f6f --- /dev/null +++ b/mypy.ini @@ -0,0 +1,19 @@ +[mypy] +disallow_untyped_defs = True +disallow_incomplete_defs = True +warn_redundant_casts = True +warn_unused_ignores = False +allow_redefinition = True +disable_error_code = attr-defined,call-arg,union-attr,misc + +[mypy-absl.*] +ignore_missing_imports = True + +[mypy-psycopg2.*] +ignore_missing_imports = True + +[mypy-pandas.*] +ignore_missing_imports = True + +[mypy-numpy.*] +ignore_missing_imports = True diff --git a/poetry.lock b/poetry.lock new 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= "0.1.0" +description = "Pytest tooling to unittest DBT & Postgres models" +authors = ["albert.franzi"] +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.10" +pytest = "^7.4.3" +pytest-env = "^1.1.3" +pytest-postgresql = "^5.0.0" +dbt-core = "^1.7.4" +dbt-postgres = "^1.7.4" +numpy = "^1.26.2" +pandas = "^2.1.4" +absl-py = "^2.0.0" +pydantic = ">=1.10,<2.0" + +[tool.poetry.group.dev.dependencies] +mypy = "^1.7.1" +pytest-cov = "^4.1.0" +tox = "^4.11.4" +pre-commit = "^3.5.0" + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" + +[tool.black] +line-length = 120 + +[tool.isort] +profile = "black" + +[tool.pytest.ini_options] +minversion = "7.0" +addopts = "-p no:warnings" +testpaths = ["tests"] \ No newline at end of file diff --git a/pytest_dbt_postgres/__init__.py b/pytest_dbt_postgres/__init__.py new file mode 100644 index 0000000..baf9c7e --- /dev/null +++ b/pytest_dbt_postgres/__init__.py @@ -0,0 +1,27 @@ +from functools import partial +from typing import Any, ClassVar + +import pytest +from _pytest.fixtures import FixtureRequest + + +def _inject(cls: ClassVar, names: Any) -> ClassVar: # type:ignore + @pytest.fixture(autouse=True) + def auto_injector_fixture(self, request: FixtureRequest) -> None: # type:ignore + """ + Inject external resources as fixtures + """ + for name in names: + setattr(self, name, request.getfixturevalue(name)) + + cls.__auto_injector_fixture = auto_injector_fixture + return cls + + +def auto_inject_fixtures(*names: Any) -> partial: + """ + Decorator to inject fixtures + :param names: A list of fixtures to inject + :return: Returns a partial + """ + return partial(_inject, names=names) diff --git a/pytest_dbt_postgres/conftest.py b/pytest_dbt_postgres/conftest.py new file mode 100644 index 0000000..41bdec9 --- /dev/null +++ b/pytest_dbt_postgres/conftest.py @@ -0,0 +1,27 @@ +from typing import Any + +from pytest_postgresql import factories + + +def get_open_port() -> int: + import socket + + s = socket.socket(socket.AF_INET, socket.SOCK_STREAM) + + s.bind(("", 0)) + s.listen(1) + port = s.getsockname()[1] + s.close() + + return port + + +def factory_postgresql_proc(port: int | None = None) -> tuple[Any, int]: + port = port or get_open_port() + postgresql_proc = factories.postgresql_proc(port=port) + + return postgresql_proc, port + + +postgresql_proc, postgres_port = factory_postgresql_proc() +postgresql = factories.postgresql("postgresql_proc", dbname="test") diff --git a/pytest_dbt_postgres/dbt_executor.py b/pytest_dbt_postgres/dbt_executor.py new file mode 100644 index 0000000..678f125 --- /dev/null +++ b/pytest_dbt_postgres/dbt_executor.py @@ -0,0 +1,19 @@ +from dbt.cli.main import dbtRunner, dbtRunnerResult + + +class DbtExecutor: + def __init__(self, dbt_project_dir: str, profiles_dir: str) -> None: + self.dbt_project_dir = dbt_project_dir + self.profiles_dir = profiles_dir + + def execute(self, command: str, params: list | None = None) -> dbtRunnerResult: + dbt = dbtRunner() + params = params or [] + invoke_command = [ + command, + "--project-dir", + self.dbt_project_dir, + "--profiles-dir", + self.profiles_dir, + ] + return dbt.invoke(invoke_command + params) diff --git a/pytest_dbt_postgres/dbt_validator.py b/pytest_dbt_postgres/dbt_validator.py new file mode 100644 index 0000000..4b3f5dd --- /dev/null +++ b/pytest_dbt_postgres/dbt_validator.py @@ -0,0 +1,123 @@ +import os + +import numpy as np +import pandas as pd +from dbt.cli.main import dbtRunnerResult +from dbt.contracts.graph.nodes import SourceDefinition +from dbt.contracts.results import TestStatus +from pandas.testing import assert_frame_equal + +from pytest_dbt_postgres.dbt_executor import DbtExecutor +from pytest_dbt_postgres.postgres.connector import PostgresConnector +from pytest_dbt_postgres.postgres.sql_methods import create_schema, create_table + + +class DbtExecException(Exception): + pass + + +class DbtValidator: + def __init__( + self, + connector: PostgresConnector, + executor: DbtExecutor, + resources_folder: str, + ) -> None: + self.connector = connector + self.executor = executor + self.resources_folder = resources_folder + + # Initialize validator + parse_res = self.executor.execute(command="parse") + self.sources = self.dbt_create_sources(parse_res) + + def dbt_load_source(self, source: str, csv_source_file: str) -> None: + file = os.path.join(self.resources_folder, csv_source_file) + source_definition = self.sources[source] + copy_sql_query = f""" + COPY {source}({','.join(source_definition.columns.keys())}) + FROM '{file}' + DELIMITER ',' + CSV HEADER; + """ + self.connector.execute(copy_sql_query) + + def dbt_load_sources(self, sources_to_load: list[tuple[str, str]]) -> None: + # STEP 1: Populate Source Tables with CSV/JSON files + for source, csv_source_file in sources_to_load: + self.dbt_load_source(source, csv_source_file) + + def dbt_create_sources(self, res: dbtRunnerResult) -> dict[str, SourceDefinition]: + sources: list[SourceDefinition] = [ # type: ignore + source for source in res.result.sources.values() if source.columns + ] + + for source in sources: + create_schema(self.connector, source.schema) + create_table( + self.connector, + source.schema, + source.name, + list(source.columns.values()), + ) + + return {f"{source.schema}.{source.name}": source for source in sources} + + @staticmethod + def validate_dbt_exec_result(res: dbtRunnerResult) -> None: + errors = ( + result for result in res.result.results if result and result.status in [TestStatus.Fail, TestStatus.Error] + ) + for error in errors: + raise DbtExecException(f"Issue in {error.node.name} - {error.message}") + + def execute_dbt(self, selector: str, quiet: bool = True) -> None: + quiet_param = "-q" if quiet else "" + + # STEP 2A: Execute [seed|run|test] jobs + self.executor.execute( + command="seed", + params=["--select", f"@{selector}", quiet_param], + ) + run_res = self.executor.execute( + command="run", + params=["--select", f"@{selector}", quiet_param], + ) + test_res = self.executor.execute( + command="test", + params=["--select", selector, quiet_param], + ) + + # STEP 2B: Fail if dbt [run|test] fails + self.validate_dbt_exec_result(run_res) + self.validate_dbt_exec_result(test_res) + + def dbt_validate_output(self, table: str, csv_output_file: str) -> None: + output = self.connector.fetch_data(f"SELECT * FROM {table}") + df = pd.DataFrame.from_records(output).astype(str).transform(np.sort) + + expected_file_path = os.path.join(self.resources_folder, csv_output_file) + expected_df = pd.read_csv(expected_file_path, header=0, dtype=str).transform( + np.sort, + ) + assert_frame_equal(df, expected_df) + + def dbt_validate_outputs(self, outputs_to_validate: list[tuple[str, str]]) -> None: + # STEP 3: Validate Output Tables versus CSV files + for table, csv_output_file in outputs_to_validate: + self.dbt_validate_output(table, csv_output_file) + + def validate( + self, + sources_to_load: list[tuple[str, str]], + selector: str, + outputs_to_validate: list[tuple[str, str]], + ) -> None: + # STEP 1: Populate Source Tables with CSV/JSON files + self.dbt_load_sources(sources_to_load) + + # STEP 2: Execute [seed|run|test] jobs & fail if execution errors + self.execute_dbt(selector) + + # STEP 3: Validate Output Tables versus CSV files + self.dbt_validate_outputs(outputs_to_validate) diff --git a/pytest_dbt_postgres/postgres/__init__.py b/pytest_dbt_postgres/postgres/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pytest_dbt_postgres/postgres/connector.py b/pytest_dbt_postgres/postgres/connector.py new file mode 100644 index 0000000..1d87cfb --- /dev/null +++ b/pytest_dbt_postgres/postgres/connector.py @@ -0,0 +1,68 @@ +from __future__ import annotations + +from functools import cached_property + +import psycopg2 +from absl import logging +from psycopg2 import sql +from psycopg2.extensions import connection +from psycopg2.extras import RealDictCursor + +from pytest_dbt_postgres.postgres.credentials import DatabaseCredentials + + +class PostgresConnector: + def __init__( + self, + credentials: DatabaseCredentials, + autocommit: bool = True, + ) -> None: + self.credentials = credentials + self.autocommit = autocommit + + @cached_property + def conn(self) -> connection: + _conn = psycopg2.connect( + host=self.credentials.host, + user=self.credentials.user, + password=self.credentials.password, + database=self.credentials.database, + port=self.credentials.port, + ) + _conn.set_session(autocommit=self.autocommit) + return _conn + + def execute(self, query: str) -> RealDictCursor: + logging.info(f"Running query = {query}") + cursor = self.conn.cursor(cursor_factory=RealDictCursor) + query = sql.SQL(query) + cursor.execute(query) + return cursor + + def fetch_data(self, query: str) -> list[dict]: + cs = self.conn.cursor(cursor_factory=RealDictCursor) + cs.execute(query) + records = cs.fetchall() + return [dict(row) for row in records] + + def commit(self) -> None: + self.conn.commit() + + def rollback(self) -> None: + self.conn.rollback() + + def __exit__( + self, + exception_type: str, + exception_value: str, + traceback: str, + ) -> None: + self.conn.close() + logging.info("Closing connection...") + + def __del__(self) -> None: + self.conn.close() + logging.info("Closing connection...") + + def __enter__(self) -> PostgresConnector: + return self diff --git a/pytest_dbt_postgres/postgres/credentials.py b/pytest_dbt_postgres/postgres/credentials.py new file mode 100644 index 0000000..55c9277 --- /dev/null +++ b/pytest_dbt_postgres/postgres/credentials.py @@ -0,0 +1,11 @@ +from pydantic import BaseModel + + +class DatabaseCredentials(BaseModel): + driver_name: str + host: str + port: int + database: str + user: str + password: str + extras: dict = {} diff --git a/pytest_dbt_postgres/postgres/sql_methods.py b/pytest_dbt_postgres/postgres/sql_methods.py new file mode 100644 index 0000000..f88d3ba --- /dev/null +++ b/pytest_dbt_postgres/postgres/sql_methods.py @@ -0,0 +1,57 @@ +import os + +from dbt.contracts.graph.nodes import ColumnInfo +from psycopg import Connection + +from pytest_dbt_postgres.postgres.connector import PostgresConnector +from pytest_dbt_postgres.postgres.credentials import DatabaseCredentials + + +def get_credentials(postgres_connection: Connection) -> DatabaseCredentials: + return DatabaseCredentials( + driver_name="postgresql+psycopg2", + host=postgres_connection.info.host, + user=postgres_connection.info.user, + password=postgres_connection.info.password, + database=postgres_connection.info.dbname, + port=postgres_connection.info.port, + ) + + +def export_credentials_to_env(credentials: DatabaseCredentials) -> None: + for key, value in credentials.dict().items(): + os.environ[f"DBT_POSTGRES_TEST_{key.upper()}"] = str(value) + + +def create_role(connector: PostgresConnector, role: str) -> None: + query = f""" + DO + $do$ + BEGIN + IF EXISTS ( + SELECT FROM pg_catalog.pg_roles + WHERE rolname = '{role}') THEN + RAISE NOTICE 'Role "{role}" already exists. Skipping.'; + ELSE + CREATE ROLE {role}; + END IF; + END + $do$; + """ + connector.execute(query) + + +def create_schema(connector: PostgresConnector, schema: str) -> None: + connector.execute(f"CREATE SCHEMA IF NOT EXISTS {schema};") + + +def create_table( + connector: PostgresConnector, + schema: str, + table: str, + columns: list[ColumnInfo], +) -> None: + columns = [f"{column.name} {column.data_type}" for column in columns] + columns = ",".join(columns) + ddl = f"CREATE TABLE IF NOT EXISTS {schema}.{table} ({columns})" + connector.execute(ddl) diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/dummy_gummy/.gitignore b/tests/dummy_gummy/.gitignore new file mode 100644 index 0000000..49f147c --- /dev/null +++ b/tests/dummy_gummy/.gitignore @@ -0,0 +1,4 @@ + +target/ +dbt_packages/ +logs/ diff --git a/tests/dummy_gummy/dbt_project.yml b/tests/dummy_gummy/dbt_project.yml new file mode 100644 index 0000000..2c655de --- /dev/null +++ b/tests/dummy_gummy/dbt_project.yml @@ -0,0 +1,25 @@ +name: 'dummy_gummy' +version: '1.0.0' +config-version: 2 + +profile: 'dummy_gummy' + +model-paths: ["models"] +analysis-paths: ["analyses"] +test-paths: ["tests"] +seed-paths: ["seeds"] +macro-paths: ["macros"] +snapshot-paths: ["snapshots"] + +clean-targets: + - "target" + - "dbt_packages" + +seeds: + dummy_gummy: + +schema: seeds + +models: + dummy_gummy: + +materialized: view + diff --git a/tests/dummy_gummy/macros/.gitkeep b/tests/dummy_gummy/macros/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/tests/dummy_gummy/models/base/base_customers.sql b/tests/dummy_gummy/models/base/base_customers.sql new file mode 100644 index 0000000..81b54b3 --- /dev/null +++ b/tests/dummy_gummy/models/base/base_customers.sql @@ -0,0 +1,15 @@ +WITH customers AS ( + SELECT * + FROM {{ source('external', 'customers') }} +), + +final AS ( + SELECT + id as customer_id, + name, + created_at + FROM customers +) + +SELECT * +FROM final \ No newline at end of file diff --git a/tests/dummy_gummy/models/base/base_orders.sql b/tests/dummy_gummy/models/base/base_orders.sql new file mode 100644 index 0000000..e4c76ab --- /dev/null +++ b/tests/dummy_gummy/models/base/base_orders.sql @@ -0,0 +1,16 @@ +WITH orders AS ( + SELECT * + FROM {{ source('external', 'orders') }} +), + +final AS ( + SELECT + id as order_id, + customer_id, + potato_id, + quantity + FROM orders +) + +SELECT * +FROM final \ No newline at end of file diff --git a/tests/dummy_gummy/models/base/base_potatoes.sql b/tests/dummy_gummy/models/base/base_potatoes.sql new file mode 100644 index 0000000..7145ea7 --- /dev/null +++ b/tests/dummy_gummy/models/base/base_potatoes.sql @@ -0,0 +1,18 @@ +WITH potatoes AS ( + SELECT * + FROM {{ ref('raw_potatoes')}} +), +final AS ( + SELECT + id AS potato_id, + name, + color, + taste, + rarity, + score, + price + from potatoes +) + +SELECT * +FROM final \ No newline at end of file diff --git a/tests/dummy_gummy/models/orders.sql b/tests/dummy_gummy/models/orders.sql new file mode 100644 index 0000000..a38d9e5 --- /dev/null +++ b/tests/dummy_gummy/models/orders.sql @@ -0,0 +1,43 @@ +WITH potatoes AS ( + SELECT * + FROM {{ ref('base_potatoes') }} +), + +orders AS ( + SELECT * + FROM {{ ref('base_orders') }} +), + +customer AS ( + SELECT * + FROM {{ ref('base_customers') }} +), + +potato_sales AS ( + SELECT + customer.customer_id, + customer.name AS customer_name, + potatoes.name AS potato_name, + COUNT(DISTINCT orders.order_id) AS orders, + SUM(orders.quantity) AS quantity, + SUM(orders.quantity * potatoes.price) AS price + FROM customer + JOIN orders USING(customer_id) + JOIN potatoes USING(potato_id) + GROUP BY 1,2,3 + ORDER BY 1,2,3 +), + +final AS ( + SELECT + customer_name, + potato_name, + orders, + quantity, + price, + SUM(price) OVER (PARTITION BY customer_id) AS total_price + FROM potato_sales +) + +SELECT * +FROM final \ No newline at end of file diff --git a/tests/dummy_gummy/models/sources.yml b/tests/dummy_gummy/models/sources.yml new file mode 100644 index 0000000..3a530b4 --- /dev/null +++ b/tests/dummy_gummy/models/sources.yml @@ -0,0 +1,27 @@ +version: 2 + +sources: + - name: external + database: "{{ env_var('DBT_POSTGRES_TEST_DATABASE') }}" + schema: external + tables: + - name: customers + description: Contains all the customers details + columns: + - name: id + data_type: numeric + - name: name + data_type: text + - name: created_at + data_type: date + - name: orders + description: Order details by customer + columns: + - name: id + data_type: numeric + - name: customer_id + data_type: numeric + - name: potato_id + data_type: numeric + - name: quantity + data_type: numeric \ No newline at end of file diff --git a/tests/dummy_gummy/seeds/.gitkeep b/tests/dummy_gummy/seeds/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/tests/dummy_gummy/seeds/raw_potatoes.csv b/tests/dummy_gummy/seeds/raw_potatoes.csv new file mode 100644 index 0000000..eaa221a --- /dev/null +++ b/tests/dummy_gummy/seeds/raw_potatoes.csv @@ -0,0 +1,21 @@ +id,name,color,taste,rarity,score,price +1,Russet,Brown,Earthy,Common,8,10 +2,Yukon Gold,Yellow,Buttery,Common,9,12 +3,Red Pontiac,Red,Sweet,Common,7,9 +4,Kenya Karibu,Brown,Nutty,Rare,10,30 +5,King Edward,White,Floury,Uncommon,6,5 +6,Purple Majesty,Purple,Earthy,Uncommon,7,7 +7,Maris Piper,Yellow,Buttery,Common,8,8 +8,Vitelotte,Purple,Nutty,Rare,9,19 +9,Kerr's Pink,Pink,Sweet,Uncommon,6,3 +10,Sweet Potato,Orange,Sweet,Common,10,12 +11,Desiree,Red,Floury,Common,7,12 +12,Charlotte,Yellow,Buttery,Uncommon,8,2 +13,Jersey Royal,White,Nutty,Rare,9,8 +14,Arran Pilot,White,Earthy,Uncommon,7,4 +15,Pink Fir Apple,Pink,Nutty,Rare,8,8 +16,Blue Congo,Blue,Earthy,Rare,6,7 +17,Adirondack Blue,Blue,Sweet,Rare,10,15 +18,Adirondack Red,Red,Earthy,Rare,7,6 +19,Kipfler,Yellow,Nutty,Uncommon,8,5 +20,Rooster,Red,Floury,Common,9,3 diff --git a/tests/dummy_gummy/seeds/seeds.yml b/tests/dummy_gummy/seeds/seeds.yml new file mode 100644 index 0000000..f49e630 --- /dev/null +++ b/tests/dummy_gummy/seeds/seeds.yml @@ -0,0 +1,13 @@ +version: 2 +seeds: + - name: raw_potatoes + description: List of available Potatoes in the Tomato's shop. + config: + column_types: + id: int8 + name: text + color: text + taste: text + rarity: text + score: int8 + price: int8 diff --git a/tests/dummy_gummy/tests/.gitkeep b/tests/dummy_gummy/tests/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/tests/resources/csv/input/customers.csv b/tests/resources/csv/input/customers.csv new file mode 100644 index 0000000..f60c0c0 --- /dev/null +++ b/tests/resources/csv/input/customers.csv @@ -0,0 +1,11 @@ +id,name,created_at +1,Alice Johnson,2022-07-19 07:23:55 +2,Bob Smith,2023-06-15 20:38:22 +3,Carol Martinez,2022-03-14 16:15:43 +4,David Lee,2021-06-25 14:47:23 +5,Emma Wilson,2023-07-27 02:22:38 +6,Frank Brown,2023-04-12 10:38:20 +7,Grace Davis,2021-02-06 13:01:25 +8,Henry Garcia,2022-01-03 18:35:35 +9,Isabel Rodriguez,2023-10-27 12:54:05 +10,Jack Taylor,2021-07-05 19:14:17 diff --git a/tests/resources/csv/input/orders.csv b/tests/resources/csv/input/orders.csv new file mode 100644 index 0000000..a4a29a4 --- /dev/null +++ b/tests/resources/csv/input/orders.csv @@ -0,0 +1,101 @@ +id,customer_id,potato_id,quantity +1,2,7,3 +2,8,8,5 +3,1,14,3 +4,5,17,3 +5,8,12,3 +6,4,8,3 +7,7,19,2 +8,6,7,2 +9,10,16,1 +10,2,20,4 +11,8,15,2 +12,4,10,5 +13,8,20,1 +14,10,14,3 +15,9,15,2 +16,4,13,1 +17,6,3,5 +18,8,7,3 +19,5,17,3 +20,8,7,5 +21,8,9,2 +22,3,12,4 +23,4,17,4 +24,2,2,3 +25,3,19,3 +26,5,4,3 +27,2,3,4 +28,8,8,5 +29,3,19,1 +30,3,2,2 +31,3,4,5 +32,2,6,3 +33,10,4,4 +34,1,2,2 +35,5,1,1 +36,5,11,1 +37,6,15,4 +38,7,6,2 +39,9,7,4 +40,8,14,3 +41,5,17,2 +42,10,16,2 +43,1,5,2 +44,8,6,2 +45,9,5,3 +46,7,12,1 +47,3,12,3 +48,5,13,3 +49,9,14,3 +50,5,9,2 +51,9,15,5 +52,1,13,1 +53,10,12,4 +54,5,6,5 +55,2,11,4 +56,3,18,4 +57,3,9,5 +58,4,14,3 +59,9,12,3 +60,3,12,5 +61,3,3,4 +62,3,8,2 +63,7,12,2 +64,1,15,1 +65,9,4,5 +66,7,10,3 +67,6,11,5 +68,3,7,1 +69,4,11,5 +70,4,6,4 +71,2,19,3 +72,8,14,4 +73,3,14,2 +74,8,8,1 +75,2,7,4 +76,5,18,4 +77,7,15,2 +78,3,1,5 +79,9,10,5 +80,10,2,4 +81,7,4,5 +82,8,2,5 +83,5,17,3 +84,7,2,5 +85,6,8,5 +86,10,4,1 +87,2,12,4 +88,5,14,3 +89,4,2,2 +90,5,15,5 +91,3,17,2 +92,2,7,3 +93,2,14,5 +94,8,19,5 +95,7,6,3 +96,9,15,4 +97,4,2,2 +98,2,17,1 +99,8,12,1 +100,7,5,5 diff --git a/tests/resources/csv/output/orders.csv b/tests/resources/csv/output/orders.csv new file mode 100644 index 0000000..936c7ec --- /dev/null +++ b/tests/resources/csv/output/orders.csv @@ -0,0 +1,81 @@ +customer_name,potato_name,orders,quantity,price,total_price +"Alice Johnson","Arran Pilot",1,3,12,62 +"Alice Johnson","Jersey Royal",1,1,8,62 +"Alice Johnson","King Edward",1,2,10,62 +"Alice Johnson","Pink Fir Apple",1,1,8,62 +"Alice Johnson","Yukon Gold",1,2,24,62 +"Bob Smith","Adirondack Blue",1,1,15,291 +"Bob Smith","Arran Pilot",1,5,20,291 +"Bob Smith","Charlotte",1,4,8,291 +"Bob Smith","Desiree",1,4,48,291 +"Bob Smith","Kipfler",1,3,15,291 +"Bob Smith","Maris Piper",3,10,80,291 +"Bob Smith","Purple Majesty",1,3,21,291 +"Bob Smith","Red Pontiac",1,4,36,291 +"Bob Smith","Rooster",1,4,12,291 +"Bob Smith","Yukon Gold",1,3,36,291 +"Carol Martinez","Adirondack Blue",1,2,30,427 +"Carol Martinez","Adirondack Red",1,4,24,427 +"Carol Martinez","Arran Pilot",1,2,8,427 +"Carol Martinez","Charlotte",3,12,24,427 +"Carol Martinez","Kenya Karibu",1,5,150,427 +"Carol Martinez","Kerr's Pink",1,5,15,427 +"Carol Martinez","Kipfler",2,4,20,427 +"Carol Martinez","Maris Piper",1,1,8,427 +"Carol Martinez","Red Pontiac",1,4,36,427 +"Carol Martinez","Russet",1,5,50,427 +"Carol Martinez","Vitelotte",1,2,38,427 +"Carol Martinez","Yukon Gold",1,2,24,427 +"David Lee","Adirondack Blue",1,4,60,333 +"David Lee","Arran Pilot",1,3,12,333 +"David Lee","Desiree",1,5,60,333 +"David Lee","Jersey Royal",1,1,8,333 +"David Lee","Purple Majesty",1,4,28,333 +"David Lee","Sweet Potato",1,5,60,333 +"David Lee","Vitelotte",1,3,57,333 +"David Lee","Yukon Gold",2,4,48,333 +"Emma Wilson","Adirondack Blue",4,11,165,418 +"Emma Wilson","Adirondack Red",1,4,24,418 +"Emma Wilson","Arran Pilot",1,3,12,418 +"Emma Wilson","Desiree",1,1,12,418 +"Emma Wilson","Jersey Royal",1,3,24,418 +"Emma Wilson","Kenya Karibu",1,3,90,418 +"Emma Wilson","Kerr's Pink",1,2,6,418 +"Emma Wilson","Pink Fir Apple",1,5,40,418 +"Emma Wilson","Purple Majesty",1,5,35,418 +"Emma Wilson","Russet",1,1,10,418 +"Frank Brown","Desiree",1,5,60,248 +"Frank Brown","Maris Piper",1,2,16,248 +"Frank Brown","Pink Fir Apple",1,4,32,248 +"Frank Brown","Red Pontiac",1,5,45,248 +"Frank Brown","Vitelotte",1,5,95,248 +"Grace Davis","Charlotte",2,3,6,338 +"Grace Davis","Kenya Karibu",1,5,150,338 +"Grace Davis","King Edward",1,5,25,338 +"Grace Davis","Kipfler",1,2,10,338 +"Grace Davis","Pink Fir Apple",1,2,16,338 +"Grace Davis","Purple Majesty",2,5,35,338 +"Grace Davis","Sweet Potato",1,3,36,338 +"Grace Davis","Yukon Gold",1,5,60,338 +"Henry Garcia","Arran Pilot",2,7,28,433 +"Henry Garcia","Charlotte",2,4,8,433 +"Henry Garcia","Kerr's Pink",1,2,6,433 +"Henry Garcia","Kipfler",1,5,25,433 +"Henry Garcia","Maris Piper",2,8,64,433 +"Henry Garcia","Pink Fir Apple",1,2,16,433 +"Henry Garcia","Purple Majesty",1,2,14,433 +"Henry Garcia","Rooster",1,1,3,433 +"Henry Garcia","Vitelotte",3,11,209,433 +"Henry Garcia","Yukon Gold",1,5,60,433 +"Isabel Rodriguez","Arran Pilot",1,3,12,363 +"Isabel Rodriguez","Charlotte",1,3,6,363 +"Isabel Rodriguez","Kenya Karibu",1,5,150,363 +"Isabel Rodriguez","King Edward",1,3,15,363 +"Isabel Rodriguez","Maris Piper",1,4,32,363 +"Isabel Rodriguez","Pink Fir Apple",3,11,88,363 +"Isabel Rodriguez","Sweet Potato",1,5,60,363 +"Jack Taylor","Arran Pilot",1,3,12,239 +"Jack Taylor","Blue Congo",2,3,21,239 +"Jack Taylor","Charlotte",1,4,8,239 +"Jack Taylor","Kenya Karibu",2,5,150,239 +"Jack Taylor","Yukon Gold",1,4,48,239 diff --git a/tests/resources/profiles.yml b/tests/resources/profiles.yml new file mode 100644 index 0000000..8826ecb --- /dev/null +++ b/tests/resources/profiles.yml @@ -0,0 +1,12 @@ +dummy_gummy: + target: dev + outputs: + dev: + type: postgres + host: "{{ env_var('DBT_POSTGRES_TEST_HOST') }}" + user: "{{ env_var('DBT_POSTGRES_TEST_USER') }}" + password: "{{ env_var('DBT_POSTGRES_TEST_PASSWORD') }}" + port: "{{ env_var('DBT_POSTGRES_TEST_PORT') | int }}" + dbname: "{{ env_var('DBT_POSTGRES_TEST_DATABASE') }}" + schema: "dbt_unittest" + threads: 2 diff --git a/tests/test_dbt_validator.py b/tests/test_dbt_validator.py new file mode 100644 index 0000000..38d98ea --- /dev/null +++ b/tests/test_dbt_validator.py @@ -0,0 +1,48 @@ +import os +import unittest + +from pytest_dbt_postgres import auto_inject_fixtures +from pytest_dbt_postgres.dbt_executor import DbtExecutor +from pytest_dbt_postgres.dbt_validator import DbtValidator +from pytest_dbt_postgres.postgres.connector import PostgresConnector +from pytest_dbt_postgres.postgres.sql_methods import ( + export_credentials_to_env, + get_credentials, +) + +dbt_project_dir = os.path.abspath( + os.path.join(os.path.dirname(__file__), "dummy_gummy"), +) +resources_folder = os.path.abspath(os.path.join(os.path.dirname(__file__), "resources")) + + +@auto_inject_fixtures("postgresql") +class TestDbtValidator(unittest.TestCase): + def setUp(self) -> None: + credentials = get_credentials(self.postgresql) + self.connector = PostgresConnector(credentials) + + # SETUP + export_credentials_to_env(credentials) + executor = DbtExecutor( + dbt_project_dir=dbt_project_dir, + profiles_dir=resources_folder, + ) + self.validator = DbtValidator( + connector=self.connector, + executor=executor, + resources_folder=resources_folder, + ) + + def test_orders(self) -> None: + # GIVEN + sources_to_load = [ + ("external.customers", "csv/input/customers.csv"), + ("external.orders", "csv/input/orders.csv"), + ] + selector = "orders" + outputs_to_validate = [ + ("dbt_unittest.orders", "csv/output/orders.csv"), + ] + + self.validator.validate(sources_to_load, selector, outputs_to_validate) diff --git a/tox.ini b/tox.ini new file mode 100644 index 0000000..a52a9f4 --- /dev/null +++ b/tox.ini @@ -0,0 +1,11 @@ +[tox] +envlist = py310 +isolated_build = true + +[testenv] +allowlist_externals = poetry,py.test +commands = + poetry install + poetry run pre-commit run --all-files + poetry run py.test -v --cov pytest_dbt_postgres + poetry run mypy pytest_dbt_postgres tests