From 0505951029198039c4c5f3c08236239e8e946254 Mon Sep 17 00:00:00 2001 From: robzor92 Date: Mon, 13 Sep 2021 17:24:02 +0200 Subject: [PATCH 001/128] Initial commit --- README.md | 1 + 1 file changed, 1 insertion(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 000000000..ca9e7e6e7 --- /dev/null +++ b/README.md @@ -0,0 +1 @@ +# machine-learning-api From 91706f7586b10d25822d31d602d66e87c66ac256 Mon Sep 17 00:00:00 2001 From: robzor Date: Fri, 15 Oct 2021 17:07:38 +0200 Subject: [PATCH 002/128] Add documentation building and stylecheck workflows (#2) --- .github/workflows/mkdocs-main.yml | 38 ++++++++++++++++++++++++++++ .github/workflows/mkdocs-release.yml | 38 ++++++++++++++++++++++++++++ .github/workflows/python-lint.yml | 27 ++++++++++++++++++++ 3 files changed, 103 insertions(+) create mode 100644 .github/workflows/mkdocs-main.yml create mode 100644 .github/workflows/mkdocs-release.yml create mode 100644 .github/workflows/python-lint.yml diff --git a/.github/workflows/mkdocs-main.yml b/.github/workflows/mkdocs-main.yml new file mode 100644 index 000000000..8d9df14f0 --- /dev/null +++ b/.github/workflows/mkdocs-main.yml @@ -0,0 +1,38 @@ +name: mkdocs-main + +on: + push: + branches: [ main ] + +jobs: + publish-main: + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v2 + with: + fetch-depth: 0 + + - name: set dev version + working-directory: ./java + run: echo "DEV_VERSION=$(mvn org.apache.maven.plugins:maven-help-plugin:2.1.1:evaluate -Dexpression=project.version | grep -Ev 'Download|INFO|WARNING')" >> $GITHUB_ENV + + - uses: actions/setup-python@v2 + with: + python-version: '3.8' + + - name: install deps + working-directory: ./python + run: cp ../README.md . && pip3 install -e .[dev,docs] + + - name: generate autodoc + run: python3 auto_doc.py + + - name: setup git + run: | + git config --global user.name Mike + git config --global user.email mike@docs.hopsworks.ai + + - name: mike deploy docs + run: mike deploy ${{ env.DEV_VERSION }} dev -u --push + diff --git a/.github/workflows/mkdocs-release.yml b/.github/workflows/mkdocs-release.yml new file mode 100644 index 000000000..864bdbf87 --- /dev/null +++ b/.github/workflows/mkdocs-release.yml @@ -0,0 +1,38 @@ +name: mkdocs-release + +on: + push: + branches: [ branch-* ] + +jobs: + publish-release: + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v2 + with: + fetch-depth: 0 + + - name: set release version + working-directory: ./java + run: echo "RELEASE_VERSION=$(mvn org.apache.maven.plugins:maven-help-plugin:2.1.1:evaluate -Dexpression=project.version | grep -Ev 'Download|INFO|WARNING')" >> $GITHUB_ENV + + - uses: actions/setup-python@v2 + with: + python-version: '3.8' + + - name: install deps + working-directory: ./python + run: cp ../README.md . && pip3 install -e .[dev,docs] + + - name: generate autodoc + run: python3 auto_doc.py + + - name: setup git + run: | + git config --global user.name Mike + git config --global user.email mike@docs.hopsworks.ai + + - name: mike deploy docs + run: mike deploy ${{ env.RELEASE_VERSION }} latest -u --push + diff --git a/.github/workflows/python-lint.yml b/.github/workflows/python-lint.yml new file mode 100644 index 000000000..ab03c3a51 --- /dev/null +++ b/.github/workflows/python-lint.yml @@ -0,0 +1,27 @@ +name: pre-commit + +on: pull_request + +jobs: + stylecheck: + runs-on: ubuntu-latest + + steps: + - uses: actions/checkout@v2 + - uses: actions/setup-python@v2 + with: + python-version: '3.8' + - name: install deps + run: pip install flake8==3.9.0 black==20.8b1 pre-commit-hooks==2.4.0 + + - name: black + run: black --check python/hsml + + - name: flake8 + run: flake8 --config python/.flake8 python/hsml + + - name: trailing-whitespace-fixer + run: trailing-whitespace-fixer $(find python/hsml -type f) || exit 1 + + - name: end-of-file-fixer + run: end-of-file-fixer $(find python/hsml -type f) || exit 1 From 7e51789e93b07045ccbcdf08640c4ba5b118e2bb Mon Sep 17 00:00:00 2001 From: robzor Date: Thu, 21 Oct 2021 16:29:30 +0200 Subject: [PATCH 003/128] [HOPSWORKS-2745] New API for managing machine learning models (#3) --- .gitignore | 130 +++++ Dockerfile | 9 + Jenkinsfile | 23 + LICENSE | 201 ++++++++ README.md | 95 +++- auto_doc.py | 93 ++++ docs/CONTRIBUTING.md | 215 +++++++++ docs/assets/images/api-key.png | Bin 0 -> 221058 bytes docs/assets/images/favicon.ico | Bin 0 -> 2699 bytes docs/assets/images/hops-logo.png | Bin 0 -> 6356 bytes docs/assets/images/hopsworks-logo.png | Bin 0 -> 20421 bytes docs/assets/images/hopsworks-version.png | Bin 0 -> 163058 bytes .../assets/images/modelregistry-sharing-2.png | Bin 0 -> 297057 bytes docs/assets/images/modelregistry-sharing.png | Bin 0 -> 223786 bytes docs/assets/images/parameter-store-policy.png | Bin 0 -> 204124 bytes docs/assets/images/parameter-store.png | Bin 0 -> 236170 bytes docs/assets/images/sagemaker-role.png | Bin 0 -> 335447 bytes docs/assets/images/secrets-manager-1.png | Bin 0 -> 188358 bytes docs/assets/images/secrets-manager-2.png | Bin 0 -> 147462 bytes docs/assets/images/secrets-manager-policy.png | Bin 0 -> 203087 bytes docs/css/custom.css | 28 ++ docs/css/version-select.css | 36 ++ docs/index.md | 94 ++++ docs/integrations/python.md | 72 +++ docs/integrations/sagemaker.md | 186 ++++++++ docs/js/version-select.js | 54 +++ docs/quickstart.md | 87 ++++ docs/setup.md | 11 + docs/templates/api/connection_api.md | 11 + docs/templates/api/model_api.md | 27 ++ docs/templates/api/model_registry_api.md | 15 + docs/templates/model.md | 25 + docs/templates/model_registry.md | 13 + docs/templates/project.md | 87 ++++ java/pom.xml | 109 +++++ java/target/checkstyle-result.xml | 0 mkdocs.yml | 95 ++++ python/.flake8 | 4 + python/.pre-commit-config.yaml | 18 + python/MANIFEST.in | 2 + python/__init__.py | 15 + python/hsml/__init__.py | 32 ++ python/hsml/client/__init__.py | 62 +++ python/hsml/client/auth.py | 39 ++ python/hsml/client/base.py | 159 ++++++ python/hsml/client/exceptions.py | 56 +++ python/hsml/client/external.py | 208 ++++++++ python/hsml/client/hopsworks.py | 213 +++++++++ python/hsml/connection.py | 309 ++++++++++++ python/hsml/constants.py | 19 + python/hsml/core/__init__.py | 15 + python/hsml/core/dataset_api.py | 451 ++++++++++++++++++ python/hsml/core/model_api.py | 108 +++++ python/hsml/core/model_registry_api.py | 47 ++ python/hsml/core/native_hdfs_api.py | 43 ++ python/hsml/decorators.py | 55 +++ python/hsml/engine/__init__.py | 15 + python/hsml/engine/hopsworks_engine.py | 42 ++ python/hsml/engine/local_engine.py | 28 ++ python/hsml/engine/model_engine.py | 409 ++++++++++++++++ python/hsml/model.py | 365 ++++++++++++++ python/hsml/model_registry.py | 154 ++++++ python/hsml/python/__init__.py | 15 + python/hsml/python/model.py | 66 +++ python/hsml/python/signature.py | 70 +++ python/hsml/sklearn/__init__.py | 15 + python/hsml/sklearn/model.py | 66 +++ python/hsml/sklearn/signature.py | 70 +++ python/hsml/tag.py | 80 ++++ python/hsml/tensorflow/__init__.py | 15 + python/hsml/tensorflow/model.py | 66 +++ python/hsml/tensorflow/signature.py | 70 +++ python/hsml/torch/__init__.py | 15 + python/hsml/torch/model.py | 66 +++ python/hsml/torch/signature.py | 70 +++ python/hsml/util.py | 183 +++++++ python/hsml/utils/__init__.py | 15 + python/hsml/utils/column.py | 27 ++ python/hsml/utils/columnar_signature.py | 83 ++++ python/hsml/utils/model_signature_spec.py | 44 ++ python/hsml/utils/signature.py | 61 +++ python/hsml/utils/tensor.py | 27 ++ python/hsml/utils/tensor_signature.py | 30 ++ python/hsml/version.py | 17 + python/setup.py | 75 +++ python/tests/__init__.py | 15 + python/tests/hsml/__init__.py | 15 + python/tests/hsml/core/__init__.py | 15 + 88 files changed, 5874 insertions(+), 1 deletion(-) create mode 100644 .gitignore create mode 100644 Dockerfile create mode 100644 Jenkinsfile create mode 100644 LICENSE create mode 100644 auto_doc.py create mode 100644 docs/CONTRIBUTING.md create mode 100644 docs/assets/images/api-key.png create mode 100644 docs/assets/images/favicon.ico create mode 100644 docs/assets/images/hops-logo.png create mode 100644 docs/assets/images/hopsworks-logo.png create mode 100644 docs/assets/images/hopsworks-version.png create mode 100644 docs/assets/images/modelregistry-sharing-2.png create mode 100644 docs/assets/images/modelregistry-sharing.png create mode 100644 docs/assets/images/parameter-store-policy.png create mode 100644 docs/assets/images/parameter-store.png create mode 100644 docs/assets/images/sagemaker-role.png create mode 100644 docs/assets/images/secrets-manager-1.png create mode 100644 docs/assets/images/secrets-manager-2.png create mode 100644 docs/assets/images/secrets-manager-policy.png create mode 100644 docs/css/custom.css create mode 100644 docs/css/version-select.css create mode 100644 docs/index.md create mode 100644 docs/integrations/python.md create mode 100644 docs/integrations/sagemaker.md create mode 100644 docs/js/version-select.js create mode 100644 docs/quickstart.md create mode 100644 docs/setup.md create mode 100644 docs/templates/api/connection_api.md create mode 100644 docs/templates/api/model_api.md create mode 100644 docs/templates/api/model_registry_api.md create mode 100644 docs/templates/model.md create mode 100644 docs/templates/model_registry.md create mode 100644 docs/templates/project.md create mode 100644 java/pom.xml create mode 100644 java/target/checkstyle-result.xml create mode 100644 mkdocs.yml create mode 100644 python/.flake8 create mode 100644 python/.pre-commit-config.yaml create mode 100644 python/MANIFEST.in create mode 100644 python/__init__.py create mode 100644 python/hsml/__init__.py create mode 100644 python/hsml/client/__init__.py create mode 100644 python/hsml/client/auth.py create mode 100644 python/hsml/client/base.py create mode 100644 python/hsml/client/exceptions.py create mode 100644 python/hsml/client/external.py create mode 100644 python/hsml/client/hopsworks.py create mode 100644 python/hsml/connection.py create mode 100644 python/hsml/constants.py create mode 100644 python/hsml/core/__init__.py create mode 100644 python/hsml/core/dataset_api.py create mode 100644 python/hsml/core/model_api.py create mode 100644 python/hsml/core/model_registry_api.py create mode 100644 python/hsml/core/native_hdfs_api.py create mode 100644 python/hsml/decorators.py create mode 100644 python/hsml/engine/__init__.py create mode 100644 python/hsml/engine/hopsworks_engine.py create mode 100644 python/hsml/engine/local_engine.py create mode 100644 python/hsml/engine/model_engine.py create mode 100644 python/hsml/model.py create mode 100644 python/hsml/model_registry.py create mode 100644 python/hsml/python/__init__.py create mode 100644 python/hsml/python/model.py create mode 100644 python/hsml/python/signature.py create mode 100644 python/hsml/sklearn/__init__.py create mode 100644 python/hsml/sklearn/model.py create mode 100644 python/hsml/sklearn/signature.py create mode 100644 python/hsml/tag.py create mode 100644 python/hsml/tensorflow/__init__.py create mode 100644 python/hsml/tensorflow/model.py create mode 100644 python/hsml/tensorflow/signature.py create mode 100644 python/hsml/torch/__init__.py create mode 100644 python/hsml/torch/model.py create mode 100644 python/hsml/torch/signature.py create mode 100644 python/hsml/util.py create mode 100644 python/hsml/utils/__init__.py create mode 100644 python/hsml/utils/column.py create mode 100644 python/hsml/utils/columnar_signature.py create mode 100644 python/hsml/utils/model_signature_spec.py create mode 100644 python/hsml/utils/signature.py create mode 100644 python/hsml/utils/tensor.py create mode 100644 python/hsml/utils/tensor_signature.py create mode 100644 python/hsml/version.py create mode 100644 python/setup.py create mode 100644 python/tests/__init__.py create mode 100644 python/tests/hsml/__init__.py create mode 100644 python/tests/hsml/core/__init__.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 000000000..ddb6041a3 --- /dev/null +++ b/.gitignore @@ -0,0 +1,130 @@ +# 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/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST +python/README.md +python/LICENSE + +# 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 +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# celery beat schedule file +celerybeat-schedule + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# Java +.idea +.vscode +*.iml +target/ + +# Mac +.DS_Store + +# mkdocs intemediate files +docs/generated + diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 000000000..7f87ca293 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,9 @@ +FROM ubuntu:20.04 + +RUN apt-get update && \ + apt-get install -y python3-pip git && apt-get clean && \ + rm -rf /var/lib/apt/lists/* + +RUN pip3 install twine + +RUN mkdir -p /.local && chmod -R 777 /.local diff --git a/Jenkinsfile b/Jenkinsfile new file mode 100644 index 000000000..285ff8630 --- /dev/null +++ b/Jenkinsfile @@ -0,0 +1,23 @@ +pipeline { + agent { + docker { + label "local" + image "docker.hops.works/hopsworks_twine:0.0.1" + } + } + stages { + stage("publish") { + environment { + PYPI = credentials('977daeb0-e1c8-43a0-b35a-fc37bb9eee9b') + } + steps { + dir("python") { + sh "rm -f LICENSE README.md" + sh "cp -f ../LICENSE ../README.md ./" + sh "python3 ./setup.py sdist" + sh "twine upload -u $PYPI_USR -p $PYPI_PSW --skip-existing dist/*" + } + } + } + } +} diff --git a/LICENSE b/LICENSE new file mode 100644 index 000000000..261eeb9e9 --- /dev/null +++ b/LICENSE @@ -0,0 +1,201 @@ + 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 index ca9e7e6e7..cfc08f1b3 100644 --- a/README.md +++ b/README.md @@ -1 +1,94 @@ -# machine-learning-api +# Hopsworks Model Registry + +

+ Hopsworks Community + Hopsworks Model Registry Documentation + PyPiStatus + Scala/Java Artifacts + Downloads + CodeStyle + License +

+ +HSML is the library to interact with the Hopsworks Model Registry. The library makes it easy to export and manage models. + +The library automatically configures itself based on the environment it is run. +However, to connect from an external Python environment additional connection information, such as host and port, is required. For more information about the setup from external environments, see the setup section. + +## Getting Started On Hopsworks + +Instantiate a connection and get the project model registry handle +```python +import hsml + +# Create a connection +connection = hsml.connection() + +# Get the model registry handle for the project's model registry +mr = connection.get_model_registry() +``` + +Create a new model +```python +mnist_model_meta = mr.tensorflow.create_model(name="mnist", + version=1, + metrics={"accuracy": 0.94}, + description="mnist model description") +mnist_model_meta.save("/tmp/model_directory") +``` + +Download a model +```python +mnist_model_meta = mr.get_model("name", version=1) + +model_path = mnist_model_meta.download() +``` + +Delete a model +```python +mnist_model_meta.delete() +``` + +Get best performing model +```python +mnist_model_meta = mr.get_best_model('mnist', 'accuracy', 'max') + +``` + +You can find more examples on how to use the library in [examples.hopsworks.ai](https://examples.hopsworks.ai). + +## Documentation + +Documentation is available at [Hopsworks Model Registry Documentation](https://docs.hopsworks.ai/). + +## Issues + +For general questions about the usage of Hopsworks Machine Learning please open a topic on [Hopsworks Community](https://community.hopsworks.ai/). + +Please report any issue using [Github issue tracking](https://github.com/logicalclocks/machine-learning-api/issues). + + +## Contributing + +If you would like to contribute to this library, please see the [Contribution Guidelines](CONTRIBUTING.md). diff --git a/auto_doc.py b/auto_doc.py new file mode 100644 index 000000000..823689f03 --- /dev/null +++ b/auto_doc.py @@ -0,0 +1,93 @@ +# +# Copyright 2021 Logical Clocks AB +# +# 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. +# + +import pathlib +import shutil + +import keras_autodoc + +PAGES = { + "project.md": { + "connection": ["hsml.connection.Connection"], + "connection_methods": keras_autodoc.get_methods( + "hsml.connection.Connection", exclude=["connection"] + ), + }, + "model_registry.md": { + "mr_get": ["hsml.connection.Connection.get_model_registry"], + "mr_properties": keras_autodoc.get_properties( + "hsml.model_registry.ModelRegistry" + ), + "mr_methods": keras_autodoc.get_methods( + "hsml.model_registry.ModelRegistry", exclude=["from_response_json"] + ), + }, + "model.md": { + "ml_create_tf": ["hsml.model_registry.ModelRegistry.tensorflow.create_model"], + "ml_get": ["hsml.model_registry.ModelRegistry.get_model"], + "ml_properties": keras_autodoc.get_properties( + "hsml.model.Model" + ), + "ml_methods": keras_autodoc.get_methods("hsml.model.Model", exclude=["from_response_json", "json", "to_dict", "update_from_response_json"]), + }, + "api/connection_api.md": { + "connection": ["hsml.connection.Connection"], + "connection_properties": keras_autodoc.get_properties( + "hsml.connection.Connection" + ), + "connection_methods": keras_autodoc.get_methods("hsml.connection.Connection"), + }, + "api/model_registry_api.md": { + "mr": ["hsml.model_registry.ModelRegistry"], + "mr_get": ["hsml.connection.Connection.get_model_registry"], + "mr_properties": keras_autodoc.get_properties( + "hsml.model_registry.ModelRegistry" + ), + "mr_methods": keras_autodoc.get_methods("hsml.model_registry.ModelRegistry", exclude=["from_response_json"]), + }, + "api/model_api.md": { + "ml_create_tf": ["hsml.model_registry.ModelRegistry.tensorflow.create_model"], + "ml_create_th": ["hsml.model_registry.ModelRegistry.torch.create_model"], + "ml_create_sl": ["hsml.model_registry.ModelRegistry.sklearn.create_model"], + "ml_create_py": ["hsml.model_registry.ModelRegistry.python.create_model"], + "ml_get": ["hsml.model_registry.ModelRegistry.get_model"], + "ml_properties": keras_autodoc.get_properties( + "hsml.model.Model" + ), + "ml_methods": keras_autodoc.get_methods("hsml.model.Model", exclude=["from_response_json", "json", "to_dict", "update_from_response_json"]), + } +} + +hsml_dir = pathlib.Path(__file__).resolve().parents[0] + + +def generate(dest_dir): + doc_generator = keras_autodoc.DocumentationGenerator( + PAGES, + project_url="https://github.com/logicalclocks/machine-learning-api/blob/master/python", + template_dir="./docs/templates", + titles_size="###", + extra_aliases={}, + max_signature_line_length=100, + ) + shutil.copyfile(hsml_dir / "CONTRIBUTING.md", dest_dir / "CONTRIBUTING.md") + shutil.copyfile(hsml_dir / "README.md", dest_dir / "index.md") + + doc_generator.generate(dest_dir / "generated") + + +if __name__ == "__main__": + generate(hsml_dir / "docs") diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md new file mode 100644 index 000000000..50bbb3a72 --- /dev/null +++ b/docs/CONTRIBUTING.md @@ -0,0 +1,215 @@ +## Python development setup +--- + +- Fork and clone the repository + +- Create a new Python environment with your favourite environment manager, e.g. virtualenv or conda + +- Install repository in editable mode with development dependencies: + + ```bash + cd python + pip install -e ".[dev]" + ``` + +- Install [pre-commit](https://pre-commit.com/) and then activate its hooks. pre-commit is a framework for managing and maintaining multi-language pre-commit hooks. The Model Registry uses pre-commit to ensure code-style and code formatting through [black](https://github.com/psf/black) and [flake8](https://gitlab.com/pycqa/flake8). Run the following commands from the `python` directory: + + ```bash + cd python + pip install --user pre-commit + pre-commit install + ``` + + Afterwards, pre-commit will run whenever you commit. + +- To run formatting and code-style separately, you can configure your IDE, such as VSCode, to use black and flake8, or run them via the command line: + + ```bash + cd python + flake8 hsml + black hsml + ``` + +### Python documentation + +We follow a few best practices for writing the Python documentation: + +1. Use the google docstring style: + + ```python + """[One Line Summary] + + [Extended Summary] + + [!!! example + import xyz + ] + + # Arguments + arg1: Type[, optional]. Description[, defaults to `default`] + arg2: Type[, optional]. Description[, defaults to `default`] + + # Returns + Type. Description. + + # Raises + Exception. Description. + """ + ``` + + If Python 3 type annotations are used, they are inserted automatically. + + +2. Model registry entity engine methods (e.g. ModelEngine etc.) only require a single line docstring. +3. REST Api implementations (e.g. ModelApi etc.) should be fully documented with docstrings without defaults. +4. Public Api such as metadata objects should be fully documented with defaults. + +#### Setup and Build Documentation + +We use `mkdocs` together with `mike` ([for versioning](https://github.com/jimporter/mike/)) to build the documentation and a plugin called `keras-autodoc` to auto generate Python API documentation from docstrings. + +**Background about `mike`:** + `mike` builds the documentation and commits it as a new directory to the gh-pages branch. Each directory corresponds to one version of the documentation. Additionally, `mike` maintains a json in the root of gh-pages with the mappings of versions/aliases for each of the directories available. With aliases you can define extra names like `dev` or `latest`, to indicate stable and unstable releases. + +1. Currently we are using our own version of `keras-autodoc` + + ```bash + pip install git+https://github.com/moritzmeister/keras-autodoc@split-tags-properties + ``` + +2. Install HSML with `docs` extras: + + ```bash + pip install -e .[dev,docs] + ``` + +3. To build the docs, first run the auto doc script: + + ```bash + cd .. + python auto_doc.py + ``` + +##### Option 1: Build only current version of docs + +4. Either build the docs, or serve them dynamically: + + Note: Links and pictures might not resolve properly later on when checking with this build. + The reason for that is that the docs are deployed with versioning on docs.hopsworks.ai and + therefore another level is added to all paths, e.g. `docs.hopsworks.ai/[version-or-alias]`. + Using relative links should not be affected by this, however, building the docs with version + (Option 2) is recommended. + + ```bash + mkdocs build + # or + mkdocs serve + ``` + +##### Option 2 (Preferred): Build multi-version doc with `mike` + +###### Versioning on docs.hopsworks.ai + +On docs.hopsworks.ai we implement the following versioning scheme: + +- current master branches (e.g. of hsml corresponding to master of Hopsworks): rendered as current Hopsworks snapshot version, e.g. **2.2.0-SNAPSHOT [dev]**, where `dev` is an alias to indicate that this is an unstable version. +- the latest release: rendered with full current version, e.g. **2.1.5 [latest]** with `latest` alias to indicate that this is the latest stable release. +- previous stable releases: rendered without alias, e.g. **2.1.4**. + +###### Build Instructions + +4. For this you can either checkout and make a local copy of the `upstream/gh-pages` branch, where +`mike` maintains the current state of docs.hopsworks.ai, or just build documentation for the branch you are updating: + + Building *one* branch: + + Checkout your dev branch with modified docs: + ```bash + git checkout [dev-branch] + ``` + + Generate API docs if necessary: + ```bash + python auto_doc.py + ``` + + Build docs with a version and alias + ```bash + mike deploy [version] [alias] --update-alias + + # for example, if you are updating documentation to be merged to master, + # which will become the new SNAPSHOT version: + mike deploy 2.2.0-SNAPSHOT dev --update-alias + + # if you are updating docs of the latest stable release branch + mike deploy [version] latest --update-alias + + # if you are updating docs of a previous stable release branch + mike deploy [version] + ``` + + If no gh-pages branch existed in your local repository, this will have created it. + + **Important**: If no previous docs were built, you will have to choose a version as default to be loaded as index, as follows + + ```bash + mike set-default [version-or-alias] + ``` + + You can now checkout the gh-pages branch and serve: + ```bash + git checkout gh-pages + mike serve + ``` + + You can also list all available versions/aliases: + ```bash + mike list + ``` + + Delete and reset your local gh-pages branch: + ```bash + mike delete --all + + # or delete single version + mike delete [version-or-alias] + ``` + +#### Adding new API documentation + +To add new documentation for APIs, you need to add information about the method/class to document to the `auto_doc.py` script: + +```python +PAGES = { + "connection.md": [ + "hsml.connection.Connection.connection", + "hsml.connection.Connection.setup_databricks", + ] + "new_template.md": [ + "module", + "xyz.asd" + ] +} +``` + +Now you can add a template markdown file to the `docs/templates` directory with the name you specified in the auto-doc script. 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