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# Develop
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pydolphinscheduler is python API for Apache DolphinScheduler, it just defines what workflow look like instead of
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store or execute it. We here use [py4j][py4j] to dynamically access Java Virtual Machine.
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## Setup Develop Environment
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**PyDolphinScheduler** use GitHub to hold all source code, you should clone the code before you do same change.
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```shell
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git clone git@github.com:apache/dolphinscheduler.git
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```
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Now, we should install all dependence to make sure we could run test or check code style locally
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```shell
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cd dolphinscheduler/dolphinscheduler-python/pydolphinscheduler
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pip install .[dev]
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```
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Next, we have to open pydolphinscheduler project in you editor. We recommend you use [pycharm][pycharm]
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instead of [IntelliJ IDEA][idea] to open it. And you could just open directory
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`dolphinscheduler-python/pydolphinscheduler` instead of `dolphinscheduler-python`.
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## Brief Concept
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Apache DolphinScheduler is design to define workflow by UI, and pydolphinscheduler try to define it by code. When
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define by code, user usually do not care user, tenant, or queue exists or not. All user care about is created
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a new workflow by the code his/her definition. So we have some **side object** in `pydolphinscheduler/side`
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directory, their only check object exists or not, and create them if not exists.
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### Process Definition
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pydolphinscheduler workflow object name, process definition is also same name as Java object(maybe would be change to
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other word for more simple).
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### Tasks
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pydolphinscheduler tasks object, we use tasks to define exact job we want DolphinScheduler do for us. For now,
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we only support `shell` task to execute shell task. [This link][all-task] list all tasks support in DolphinScheduler
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and would be implemented in the further.
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## Test Your Code
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Linting and tests is very important for open source project, so we pay more attention to it. We have continuous
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integration service run by GitHub Action to test whether the patch is good or not, which you could jump to
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section [With GitHub Action](#with-github-action) see more detail.
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And to make more convenience to local tests, we also have the way to run your [test automated with tox](#automated-testing-with-tox)
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locally(*run all tests except integrate test with need docker environment*). It is helpful when your try to find out the
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detail when continuous integration in GitHub Action failed, or you have a great patch and want to test local first.
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Besides [automated testing with tox](#automated-testing-with-tox) locally, we also have a [manual way](#manually)
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run tests. And it is scattered commands to reproduce each step of the integration test we told about.
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* Remote
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* [With GitHub Action](#with-github-action)
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* Local
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* [Automated Testing With tox](#automated-testing-with-tox)(including all but integrate test)
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* [Manually](#manually)(with integrate test)
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### With GitHub Action
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GitHub Action test in various environment for pydolphinscheduler, including different python version in
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`3.6|3.7|3.8|3.9` and operating system `linux|macOS|windows`. It will trigger and run automatically when you
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submit pull requests to `apache/dolphinscheduler`.
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### Automated Testing With tox
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[tox](https://tox.wiki) is a package aims to automate and standardize testing in Python, both our continuous
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integration and local test use it to run actual task. To use it, you should install it first
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```shell
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python -m pip install --upgrade tox
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```
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After installation, you could run a single command to run all the tests, it is almost like test in GitHub Action
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but not so much different environment.
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```shell
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tox -e local-ci
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```
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It will take a while when you run it the first time, because it has to install dependencies and make some prepare,
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and the next time you run it will be faster.
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If you failed section `lint` when you run command `tox -e local-ci`, you could try to run command `tox -e auto-lint`
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which we provider fix as many lints as possible. When I finish, you could run command `tox -e local-ci` to see
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whether the linter pass or not, you have to fix it by yourself if linter still fail.
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### Manually
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#### Code Style
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We use [isort][isort] to automatically keep Python imports alphabetically, and use [Black][black] for code
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formatter and [Flake8][flake8] for pep8 checker. If you use [pycharm][pycharm]or [IntelliJ IDEA][idea],
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maybe you could follow [Black-integration][black-editor] to configure them in your environment.
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Our Python API CI would automatically run code style checker and unittest when you submit pull request in
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GitHub, you could also run static check locally.
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We recommend [pre-commit](https://pre-commit.com/) to do the checker mentioned above before you develop locally.
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You should install `pre-commit` by running
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```shell
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python -m pip install pre-commit
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```
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in your development environment and then run `pre-commit install` to set up the git hooks scripts. After finish
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above steps, each time you run `git commit` or `git push` would run pre-commit check to make basic check before
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you create pull requests in GitHub.
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```shell
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# We recommend you run isort and Black before Flake8, because Black could auto fix some code style issue
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# but Flake8 just hint when code style not match pep8
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# Run Isort
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python -m isort .
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# Run Black
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python -m black .
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# Run Flake8
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python -m flake8
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```
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#### Testing
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pydolphinscheduler using [pytest][pytest] to run all tests in directory `tests`. You could run tests by the commands
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```shell
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python -m pytest --cov=pydolphinscheduler --cov-config=.coveragerc tests/
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```
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Besides run tests, it will also check the unit test [coverage][coverage] threshold, for now when test cover less than 90%
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will fail the coverage, as well as our GitHub Action.
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The command above will check test coverage automatically, and you could also test the coverage by command.
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```shell
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python -m coverage run && python -m coverage report
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```
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It would not only run unit test but also show each file coverage which cover rate less than 100%, and `TOTAL`
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line show you total coverage of you code. If your CI failed with coverage you could go and find some reason by
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this command output.
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#### Integrate Test
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Integrate Test can not run when you execute command `tox -e local-ci` because it needs external environment
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including [Docker](https://docs.docker.com/get-docker/) and specific image build by [maven](https://maven.apache.org/install.html).
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Here we would show you the step to run integrate test in directory `dolphinscheduler-python/pydolphinscheduler/tests/integration`.
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```shell
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# Go to project root directory and build Docker image
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cd ../../
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# Build Docker image
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./mvnw -B clean install \
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-Dmaven.test.skip \
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-Dmaven.javadoc.skip \
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-Dmaven.checkstyle.skip \
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-Pdocker,release -Ddocker.tag=ci \
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-pl dolphinscheduler-standalone-server -am
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# Go to pydolphinscheduler root directory and run integrate tests
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tox -e integrate-test
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```
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## Add LICENSE When New Dependencies Adding
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When you add a new package in pydolphinscheduler, you should also add the package's LICENSE to directory
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`dolphinscheduler-dist/release-docs/licenses/python-api-licenses`, and also add a short description to
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`dolphinscheduler-dist/release-docs/LICENSE`.
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## Update `UPDATING.md` when public class, method or interface is be changed
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When you change public class, method or interface, you should change the [UPDATING.md](./UPDATING.md) to notice
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users who may use it in other way.
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<!-- content -->
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[py4j]: https://www.py4j.org/index.html
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[pycharm]: https://www.jetbrains.com/pycharm
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[idea]: https://www.jetbrains.com/idea/
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[all-task]: https://dolphinscheduler.apache.org/en-us/docs/dev/user_doc/guide/task/shell.html
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[pytest]: https://docs.pytest.org/en/latest/
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[black]: https://black.readthedocs.io/en/stable/index.html
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[flake8]: https://flake8.pycqa.org/en/latest/index.html
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[black-editor]: https://black.readthedocs.io/en/stable/integrations/editors.html#pycharm-intellij-idea
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[coverage]: https://coverage.readthedocs.io/en/stable/
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[isort]: https://pycqa.github.io/isort/index.html
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