From 7283c876bc62ca7a7947ced025a068c4e8d5a037 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ga=C3=ABtan=20DUHAMEL?= Date: Tue, 13 Jun 2023 23:31:04 +0200 Subject: [PATCH] Initial commit --- .dockerignore | 6 + .gitignore | 95 + Dockerfile | 100 + LICENSE | 202 ++ README.md | 98 + docker-compose.yml | 15 + job_configs/hacker_news_config.yaml | 4 + poetry.lock | 2116 +++++++++++++++++ pyproject.toml | 24 + src/dagster_example_pipeline/__init__.py | 0 .../hacker_news_job_template.py | 87 + src/dagster_example_pipeline/repos.py | 15 + src/dagster_example_pipeline/resources.py | 65 + tests/__init__.py | 0 tests/test_hacker_news_job.py | 27 + workspace.yaml | 3 + 16 files changed, 2857 insertions(+) create mode 100644 .dockerignore create mode 100644 .gitignore create mode 100644 Dockerfile create mode 100644 LICENSE create mode 100644 README.md create mode 100644 docker-compose.yml create mode 100644 job_configs/hacker_news_config.yaml create mode 100644 poetry.lock create mode 100644 pyproject.toml create mode 100644 src/dagster_example_pipeline/__init__.py create mode 100644 src/dagster_example_pipeline/hacker_news_job_template.py create mode 100644 src/dagster_example_pipeline/repos.py create mode 100644 src/dagster_example_pipeline/resources.py create mode 100644 tests/__init__.py create mode 100644 tests/test_hacker_news_job.py create mode 100644 workspace.yaml diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000..97a0ddc --- /dev/null +++ b/.dockerignore @@ -0,0 +1,6 @@ +.gitignore +.env* +.vscode/ +.pytest_cache/ +data/ +dist/ \ No newline at end of file diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..3b35e5e --- /dev/null +++ b/.gitignore @@ -0,0 +1,95 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] + +# C extensions +*.so + +# Distribution / packaging +.Python +env/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +*.egg-info/ +.installed.cfg +*.egg + +# 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/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover + +# Translations +*.mo +*.pot + +# Django stuff: +*.log + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# DotEnv configuration +.env + +# Database +*.db +*.rdb + +# Pycharm +.idea + +# VS Code +.vscode/ + +# Spyder +.spyproject/ + +# Jupyter NB Checkpoints +.ipynb_checkpoints/ + +# exclude data from source control by default +/data*/ + +# Mac OS-specific storage files +.DS_Store + +# vim +*.swp +*.swo + +# Mypy cache +.mypy_cache/ + +# Pytest cache +.pytest_cache/ + +# ignore any env +.env* diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..31ce56c --- /dev/null +++ b/Dockerfile @@ -0,0 +1,100 @@ +########################################### +# dev +########################################### +ARG BASE_IMAGE=python:3.9.8-slim-buster +FROM "${BASE_IMAGE}" as dev + +ENV PYTHONUNBUFFERED=True +ENV PIP_NO_CACHE_DIR=True + +# Install the python package managers. +RUN pip install -U \ + pip \ + setuptools \ + wheel \ + poetry + +# Set this folder at the system root and then cd into it. +WORKDIR /usr/src/app + +# Copy poetry's package list and then install all non-developmental dependencies. +COPY poetry.lock pyproject.toml ./ + +# Installs dependencies, but does *not* install our python code as a package because it's not mounted. Must be added afterward! +ENV POETRY_VIRTUALENVS_IN_PROJECT=false +RUN poetry install + +# Setup a local instance of dagit +RUN mkdir -p /opt/dagster/dagster_home +ENV DAGSTER_HOME=/opt/dagster/dagster_home/ + +# Using a "heredoc" called `dev_command.sh` because this is the only place and time this script will be needed +RUN echo "poetry install" > /usr/bin/dev_command.sh +RUN echo "poetry run dagster-daemon run &" >> /usr/bin/dev_command.sh +RUN echo "poetry run dagit -h 0.0.0.0 -p 3000" >> /usr/bin/dev_command.sh +RUN chmod +x /usr/bin/dev_command.sh + +EXPOSE 3000 +CMD ["bash", "dev_command.sh"] + +########################################### +# build +########################################### +FROM dev as build + +WORKDIR /usr/src/app + +# Removes dev dependencies (reuses installed packages from previous docker stage) +RUN poetry install --no-dev + +# Copy the contents of the project root directory to the app directory in the container +COPY . . + +# Builds our code and dependencies into a python wheel, then saves the resulting name to `package_name` +RUN poetry build --format wheel | grep "Built" | sed 's/^.*\s\(.*\.whl\)/\1/' > package_name + +# Override the CMD because we don't really need to run anything here +CMD ["python3"] +########################################### +# deploy +########################################### + +FROM "${BASE_IMAGE}" +ARG DAGSTER_VERSION=0.13.19 + +# ==> Add Dagster layer +RUN \ +# Cron + apt-get update -yqq \ + && apt-get install -yqq cron \ +# Dagster + && pip install -U --no-cache-dir \ + pip \ + setuptools \ + wheel \ + dagster==${DAGSTER_VERSION} \ + dagster-postgres==${DAGSTER_VERSION} \ + dagster-celery[flower,redis,kubernetes]==${DAGSTER_VERSION} \ + dagster-aws==${DAGSTER_VERSION} \ + dagster-k8s==${DAGSTER_VERSION} \ + dagster-celery-k8s==${DAGSTER_VERSION} \ +# Cleanup +# "| :" forces a success signal even if some cleanup fails + && rm -rf /var | : \ + && rm -rf /root/.cache \ + && rm -rf /usr/lib/python2.7 \ + && rm -rf /usr/lib/x86_64-linux-gnu/guile + +# ==> Add user code layer +WORKDIR /usr/src/app + +# Copy our python package (wheel file, output of `poetry build`) and install it +COPY --from=build /usr/src/app/dist repo_package +COPY --from=build /usr/src/app/package_name package_name +RUN pip install --no-cache-dir repo_package/$(cat package_name) + +# Defines dagster repo(s) +COPY workspace.yaml workspace.yaml + +# Default Job Configs +COPY job_configs job_configs diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..d645695 --- /dev/null +++ b/LICENSE @@ -0,0 +1,202 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/README.md b/README.md new file mode 100644 index 0000000..db92ae8 --- /dev/null +++ b/README.md @@ -0,0 +1,98 @@ +# Dagster Pipeline Example + +A boilerplate for creating data pipelines using Dagster, Docker, and Poetry. To use this repo, clone it or click "[Use this template](https://github.com/MileTwo/dagster-example-pipeline/generate)" and follow the instructions below. A detailed explanation of how this repo is structured can be found in the [companion blog post here](https://dev.to/alexserviceml/developing-in-dagster-2flh) +## Features +* **Picks up code changes immediately** (just hit `Reload` in dagit; don't have to restart the container!) +* **Unified Dockerfile for development & deployment; easily integrates with CI/CD processes** +* **Packages the source code according to PEP517 & PEP518** +* **Tractable package management using `poetry`**. No more hideous `pip freeze > requirements.txt`! +# Setup (using a container) + +## Build and Run Dagster + +``` bash +docker compose down # if already running +docker compose build +docker compose up +``` + +**Done!** At this point, you should be able to successfully navigate to the [Dagit UI](https://localhost:3000) and launch the job +## Configure Slack (optional) +The `top_hacker_news` job will run out of the box and simply log its results to console, but if you [configure a Slack Webhook](https://api.slack.com/messaging/webhooks), the job will send its output to the corresponding channel, which is much more fun :) + +After creating the Slack Webhook, copy the Slack Webhook URL and uncomment the environment variable lines in [`docker-compose.yml`](docker-compose.yml), then restart the container + +## Install Poetry (optional) +When using containerization, installing poetry locally is not necessary, but it is recommended; the venv it creates can be used for code completion, simple interactive debugging, and more + +* Install [python 3.9](https://www.python.org/downloads/release/python-398/) +* Install [poetry](https://python-poetry.org/docs/) + +# Alternative Setup (no container) +The alternative setup runs locally without any containerization + +> **Note** It's recommended that the application is run using the [docker approach](#setup-using-a-container) +## Run Dagster Locally +Running locally is very similar to using the container + +1. [Install poetry](#install-poetry-optional) (not optional in this case) +2. Export the [environment variable(s)](#configure-slack-optional) +3. Open a terminal in the project root and run the following commands + +``` bash + +# First command optional. creates `.venv` in the project root; very useful when using VSCode! +poetry config virtualenvs.in-project true +poetry install +# To use poetry (i.e. activate the virtualenv): +poetry shell +dagit -w workspace.yaml +``` + +## Running Tests Locally + +> *I'll be honest, I haven't focused on testing with this repo. Suggestions for improvement are welcome :)* + +Assuming poetry is installed and the environment created, run the following from the project root: + +``` bash +poetry shell +pytest +``` + +# FAQ +## During Development, When Should I Rebuild/Restart the Docker Container? +If you change any env vars or files that are **outside of `job_configs` or `src`**, then you'll want to rebuild the docker container, e.g. when... +* adding new packages to `pyproject.toml` +* modifying `Dockerfile` +* adding a volume mount for DAGSTER_HOME + +## How Do I Install Python Packages? +Just add it to `[tool.poetry.dependencies]` in [pyproject.toml](pyproject.toml) (or `[tool.poetry.dev-dependencies]`) and rebuild the container. If using poetry locally without containerization, also run `poetry update` to update the lockfile + +## Poetry Doesn't Like My Lock File. What do I do? +Don't worry! Delete `poetry.lock`(poetry.lock) and run `poetry install` locally to recreate it +## Does This Approach Work for Dagster Daemon? +Yes! If you're developing sensors, partitions, schedules, and want to test them in your container, then simply uncomment the following line in the `dev` stage of the Dockerfile: +``` +# RUN echo "poetry run dagster-daemon run &" >> /usr/bin/dev_command.sh +``` + +## How Do I Deploy This Repo through CI/CD? +I leave this as an exercise for the reader and/or the reader's DevOps team :) Though here are some tips: +* Use semantic versioning to version-bump `pyproject.toml` and associate this with the container version +* You don't need to target a specific stage in the Dockerfile; the end result is a Dagster User Code Deployment in a ready-to-use container +* If using helm, make sure you've added the correct container version to the list of User Code Deployments; don't forget to apply any secrets/env vars as needed + +## How Can I Debug My Op (or other functions)? +Use `debugpy` (already installed). In `docker-compose.yml`, add `- "5678:5678"` to the list of ports. In the actual op you'd like to debug, add the following three lines: +``` python +# It's very important that we specify both address and port! +debugpy.listen(('0.0.0.0', 5678)) +# Block until you can attach the debugger in VSCode +debugpy.wait_for_client() +# Add this final line wherever you'd like within the op +debugpy.breakpoint() +``` + +Finally, you’ll need to create a `launch.json` for python remote attach. In VSCode, click “Run and Debug” -> “Create a launch.json file” and follow the prompts ( python -> remote attach -> localhost -> 5678 ) \ No newline at end of file diff --git a/docker-compose.yml b/docker-compose.yml new file mode 100644 index 0000000..7006a3f --- /dev/null +++ b/docker-compose.yml @@ -0,0 +1,15 @@ +version: '3.9' +services: + dagsterdev: + build: + context: . + dockerfile: Dockerfile + target: dev + image: dagster-example-pipeline-dev + ports: + - "3000:3000" + # environment: + # SLACK_HOOK: "https://hooks.slack.com/services/YOUR/WEBHOOK/URL" + volumes: + - ./:/usr/src/app + diff --git a/job_configs/hacker_news_config.yaml b/job_configs/hacker_news_config.yaml new file mode 100644 index 0000000..4784498 --- /dev/null +++ b/job_configs/hacker_news_config.yaml @@ -0,0 +1,4 @@ +resources: + hacker_news: + config: + endpoint: https://hacker-news.firebaseio.com/v0/ \ No newline at end of file diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..ac1bd11 --- /dev/null +++ b/poetry.lock @@ -0,0 +1,2116 @@ +[[package]] +name = "alembic" +version = "1.6.5" +description = "A database migration tool for SQLAlchemy." +category = "main" +optional = false +python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7" + +[package.dependencies] +Mako = "*" +python-dateutil = "*" +python-editor = ">=0.3" +SQLAlchemy = ">=1.3.0" + +[[package]] +name = "aniso8601" +version = "7.0.0" +description = "A library for parsing ISO 8601 strings." +category = "dev" +optional = false +python-versions = "*" + +[[package]] +name = "anyio" +version = "3.5.0" +description = "High level compatibility layer for multiple asynchronous event loop implementations" +category = "dev" +optional = false +python-versions = ">=3.6.2" + +[package.dependencies] +idna = ">=2.8" +sniffio = ">=1.1" + +[package.extras] +doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"] +test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"] +trio = ["trio (>=0.16)"] + +[[package]] +name = "asgiref" +version = "3.5.0" +description = "ASGI specs, helper code, and adapters" +category = "dev" +optional = false +python-versions = ">=3.7" + +[package.extras] +tests = ["pytest", "pytest-asyncio", "mypy (>=0.800)"] + +[[package]] +name = "atomicwrites" +version = "1.4.0" +description = "Atomic file writes." +category = "dev" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" + +[[package]] +name = "attrs" +version = "21.4.0" +description = "Classes Without Boilerplate" +category = "dev" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" + +[package.extras] +dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"] +docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"] +tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"] +tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"] + +[[package]] +name = "autopep8" +version = "1.5.7" +description = "A tool that automatically formats Python code to conform to the PEP 8 style guide" +category = "main" +optional = false +python-versions = "*" + +[package.dependencies] +pycodestyle = ">=2.7.0" +toml = "*" + +[[package]] +name = "bleach" +version = "4.1.0" +description = "An easy safelist-based HTML-sanitizing tool." +category = "dev" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +packaging = "*" +six = ">=1.9.0" +webencodings = "*" + +[[package]] +name = "certifi" +version = "2021.10.8" +description = "Python package for providing Mozilla's CA Bundle." +category = "main" +optional = false +python-versions = "*" + +[[package]] +name = "cffi" +version = "1.15.0" +description = "Foreign Function Interface for Python calling C code." +category = "dev" +optional = false +python-versions = "*" + +[package.dependencies] +pycparser = "*" + +[[package]] +name = "charset-normalizer" +version = "2.0.12" +description = "The Real First Universal Charset Detector. 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+[tool.poetry] +name = "dagster-example-pipeline" +version = "1.0.0" +description = "A boilerplate for creating data pipelines using Dagster, Docker, and Poetry" +authors = ["Alex Service "] +readme = "README.md" +repository = "https://github.com/MileTwo/dagster-example-pipeline" + +[tool.poetry.dependencies] +python = "~3.9" +pandas = "^1.3.2" +requests = "2.26.0" +autopep8 = "1.5.7" +pyyaml = "5.4.1" +dagster = "0.14.3" + +[tool.poetry.dev-dependencies] +dagit = "0.14.3" +debugpy = "^1.4.1" +pytest = "^6.2.5" + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/src/dagster_example_pipeline/__init__.py b/src/dagster_example_pipeline/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/dagster_example_pipeline/hacker_news_job_template.py b/src/dagster_example_pipeline/hacker_news_job_template.py new file mode 100644 index 0000000..bcde9f4 --- /dev/null +++ b/src/dagster_example_pipeline/hacker_news_job_template.py @@ -0,0 +1,87 @@ +import os +from datetime import date + +import pandas as pd +import requests +from dagster import op, graph, Out, In, Output, Nothing + + +@op(required_resource_keys={'hacker_news'}, out={'items': Out(pd.DataFrame, is_required=False), 'empty': Out(Nothing, is_required=False)}) +def fetch_hacker_news_data(context): + df = context.resources.hacker_news.fetch_content(context) + context.log.info(f"Fetched {len(df)} items") + if len(df): + yield Output(df.reset_index(drop=True), 'items') + else: + yield Output(None, output_name='empty') + + +def _post_to_slack(context, data=None): + data = data or {'text': f"No new Hacker News found for {date.today().strftime('%b %d, %Y')}"} + slack_hook = os.environ.get('SLACK_HOOK') + if slack_hook is None: + context.log.warning("Environment variable **`SLACK_HOOK`** not specified. Logging to console only!") + context.log.info(f"===Begin Message===\n{data}\n===End of Message===") + return None + else: + return requests.post(slack_hook, json=data) + + +@op(ins={'empty': In(Nothing)}) +def post_empty_to_slack(context): + return _post_to_slack(context, data=None) + + +@op +def filter_columns(df: pd.DataFrame) -> pd.DataFrame: + desired_columns = [ + 'title', + 'score', + 'url', + 'by', + 'id', + ] + + df = df[desired_columns] + df['url'] = df['url'].astype(str) + return df + + +@op +def add_metadata(context, df: pd.DataFrame) -> pd.DataFrame: + df['metadata_run_id'] = context.run_id + df['metadata_run_date'] = pd.to_datetime('today').normalize() + return df + + +@op +def share_hacker_news(context, df: pd.DataFrame): + def _build_slack_message(): + intro = f"Here are the top {len(df)} items for Hacker News from today\n\n" + + items = [] + for index, row in df.iterrows(): + bullet_point = f"{index+1}." + + title_link = row['url'] if row['url'] != 'nan' else f"https://news.ycombinator.com/item?id={row['id']}" + clickable_title = f"<{title_link}|{row['title']}>" + + items.append(f"{bullet_point}\t{clickable_title} -- {row['by']} ({row['score']} points)") + + message = intro + '\n'.join(items) + return message + + data = {"text": _build_slack_message()} if len(df) else None + return _post_to_slack(context, data) + +@graph +def hacker_news(): + result, empty = fetch_hacker_news_data() + + # Successful API call, no items + no_api_results = post_empty_to_slack(empty) + + # Successful API call, retrieved items + result = filter_columns(result) + result = add_metadata(result) + result = share_hacker_news(result) diff --git a/src/dagster_example_pipeline/repos.py b/src/dagster_example_pipeline/repos.py new file mode 100644 index 0000000..78c1f08 --- /dev/null +++ b/src/dagster_example_pipeline/repos.py @@ -0,0 +1,15 @@ +from dagster import repository, ScheduleDefinition +from dagster.utils.yaml_utils import load_yaml_from_path + +from dagster_example_pipeline.hacker_news_job_template import hacker_news +from dagster_example_pipeline.resources import hacker_news_fetcher + +@repository +def hacker_news_repo(): + example_job_config = load_yaml_from_path('job_configs/hacker_news_config.yaml') + top_hacker_news_job = hacker_news.to_job(name='top_hacker_news', resource_defs={ + 'hacker_news': hacker_news_fetcher, + }, + config=example_job_config) + basic_schedule = ScheduleDefinition(job=top_hacker_news_job, cron_schedule="5 0 * * *", execution_timezone="US/Eastern") + return [top_hacker_news_job, basic_schedule] diff --git a/src/dagster_example_pipeline/resources.py b/src/dagster_example_pipeline/resources.py new file mode 100644 index 0000000..b86bf16 --- /dev/null +++ b/src/dagster_example_pipeline/resources.py @@ -0,0 +1,65 @@ +import os +from pathlib import Path + +import pandas as pd +import requests +from dagster import Field, resource + + +class APIFetcher: + def __init__(self) -> None: + pass + + def fetch_content(self, context): + raise NotImplementedError() + + +class HackerNewsFetcher(APIFetcher): + def __init__(self, endpoint='https://hacker-news.firebaseio.com/v0/') -> None: + self.endpoint = endpoint + + def _fetch_top_stories(self, context, top_stories=5): + assert top_stories > 0 + topstories_endpoint = os.path.join(self.endpoint, 'topstories.json') + + context.log.info(f"Retrieving IDs for top stories from: {topstories_endpoint}") + response = requests.get(topstories_endpoint) + + def _get_item(content_id): + item_endpoint = os.path.join(self.endpoint, 'item', f"{content_id}.json") + item = requests.get(item_endpoint).json() + return item + + items = [_get_item(content_id) for content_id in response.json()[:top_stories]] + # fetching items as a one-liner + # items = [requests.get(os.path.join(self.endpoint, 'item', f"{content_id}.json")).json() for content_id in response.json()[:top_stories]] + + df = pd.concat(pd.json_normalize(item) for item in items) + return df + + def fetch_content(self, context) -> pd.DataFrame: + return self._fetch_top_stories(context) + + +class LocalHackerNewsFetcher(APIFetcher): + def __init__(self, path=None) -> None: + self.path = Path(path) if path else Path("data") / "dag" / "cache" / "cached_raw.snappy.parquet" + + def fetch_content(self, context) -> pd.DataFrame: + context.log.info("Loading from file instead of API! For debugging purposes only!") + df = pd.read_parquet(self.path) + return df + + +@resource(config_schema={ + "endpoint": Field(str, is_required=False, default_value='https://hacker-news.firebaseio.com/v0/'), + }) +def hacker_news_fetcher(init_context): + return HackerNewsFetcher(endpoint=init_context.resource_config['endpoint']) + + +@resource(config_schema={ + "path": Field(str, is_required=False, default_value='') +}) +def local_hacker_news_fetcher(init_context): + return LocalHackerNewsFetcher(path=init_context.resource_config['path']) diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/test_hacker_news_job.py b/tests/test_hacker_news_job.py new file mode 100644 index 0000000..6d1369e --- /dev/null +++ b/tests/test_hacker_news_job.py @@ -0,0 +1,27 @@ +import pandas as pd +from dagster import ExecuteInProcessResult +from dagster_example_pipeline.hacker_news_job_template import hacker_news +from dagster_example_pipeline.resources import APIFetcher + + +class MockHackerNewsFetcher(APIFetcher): + def fetch_content(self, context): + + records = [ + {'title': f"Title {i}", 'score': i + 10, 'url': 'https://www.miletwo.us/', 'by': 'aservice@miletwo.us', 'id': i} + for i in range(5) + ] + df = pd.DataFrame.from_records(records) + return df + +def test_job(): + result = hacker_news.execute_in_process( + resources={'hacker_news': MockHackerNewsFetcher()} + ) + + # return type is ExecuteInProcessResult + assert isinstance(result, ExecuteInProcessResult) + assert result.success + # inspect individual op result + assert isinstance(result.output_for_node("filter_columns"), pd.DataFrame) + assert isinstance(result.output_for_node("add_metadata"), pd.DataFrame) \ No newline at end of file diff --git a/workspace.yaml b/workspace.yaml new file mode 100644 index 0000000..bdc50ec --- /dev/null +++ b/workspace.yaml @@ -0,0 +1,3 @@ +load_from: + - python_package: + package_name: dagster_example_pipeline.repos \ No newline at end of file