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.git | ||
.github | ||
mlruns | ||
outputs | ||
bento | ||
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# 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 | ||
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# 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 | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
*.py,cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
cover/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
db.sqlite3-journal | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
.pybuilder/ | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
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# pyenv | ||
# For a library or package, you might want to ignore these files since the code is | ||
# intended to run in multiple environments; otherwise, check them in: | ||
# .python-version | ||
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# 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 | ||
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# poetry | ||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. | ||
# This is especially recommended for binary packages to ensure reproducibility, and is more | ||
# commonly ignored for libraries. | ||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control | ||
#poetry.lock | ||
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# pdm | ||
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. | ||
#pdm.lock | ||
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it | ||
# in version control. | ||
# https://pdm.fming.dev/#use-with-ide | ||
.pdm.toml | ||
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm | ||
__pypackages__/ | ||
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# Celery stuff | ||
celerybeat-schedule | ||
celerybeat.pid | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
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# Pyre type checker | ||
.pyre/ | ||
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# pytype static type analyzer | ||
.pytype/ | ||
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# Cython debug symbols | ||
cython_debug/ | ||
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# PyCharm | ||
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can | ||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore | ||
# and can be added to the global gitignore or merged into this file. For a more nuclear | ||
# option (not recommended) you can uncomment the following to ignore the entire idea folder. | ||
#.idea/ |
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# Project | ||
PROJECT_NAME=mlflow-bentoml-integration | ||
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# Python | ||
PYTHON_TAG=3.10.13-bullseye | ||
PYTHON_POETRY_VERSION=1.7.1 | ||
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# BentoML | ||
BENTOML_DO_NOT_TRACK=True | ||
BENTOML_HOME=/workspace/bento | ||
BENTOML_BUCKET=s3://bento | ||
BENTOML_CONFIG=/workspace/bentoml_configuration.yaml | ||
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# Postgres | ||
POSTGRES_TAG=15.3-bullseye | ||
DB_NAME=$PROJECT_NAME | ||
DB_USER=user | ||
DB_PASSWORD=password | ||
DB_PORT=5432 | ||
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# Adminer | ||
ADMINER_TAG=4.7.9-standalone | ||
ADMINER_PORT=8080 | ||
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# MLFlow | ||
MLFLOW_PORT=5000 | ||
MLFLOW_BACKEND_STORE_URI=postgresql://${DB_USER}:${DB_PASSWORD}@postgres:5432/${DB_NAME} | ||
MLFLOW_TRACKING_URI=http://mlflow:5000 | ||
MLFLOW_S3_BUCKET=s3://mlflow/artifacts | ||
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# Minio | ||
MINIO_TAG=RELEASE.2023-05-27T05-56-19Z | ||
MINIO_MC_TAG=RELEASE.2023-05-30T22-41-38Z | ||
MINIO_PORT=9000 | ||
MINIO_CONSOLE_PORT=9001 | ||
MINIO_ROOT_USER=$DB_USER | ||
MINIO_ROOT_PASSWORD=$DB_PASSWORD | ||
MINIO_ACCESS_KEY=$DB_USER | ||
MINIO_SECRET_KEY=$DB_PASSWORD | ||
AWS_ACCESS_KEY_ID=$MINIO_ACCESS_KEY | ||
AWS_SECRET_ACCESS_KEY=$MINIO_SECRET_KEY | ||
MLFLOW_S3_ENDPOINT_URL=http://minio:9000 | ||
MINIO_STORAGE_USE_HTTPS=False | ||
MINIO_PROMETHEUS_AUTH_TYPE=public | ||
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# Container | ||
GITHUB_CONTAINER_REPO=ghcr.io/jbris/mlflow-bentoml-integration:1.0.0 |
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name: Docker Build | ||
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on: | ||
workflow_dispatch: {} | ||
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permissions: | ||
actions: write | ||
packages: write | ||
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jobs: | ||
build-server: | ||
runs-on: ubuntu-latest | ||
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steps: | ||
- uses: actions/checkout@v3 | ||
- name: Set up QEMU | ||
uses: docker/setup-qemu-action@v3 | ||
- name: Set up Docker Buildx | ||
uses: docker/setup-buildx-action@v3 | ||
- name: Docker build | ||
run: bash ./scripts/build.sh | ||
- name: Login to GitHub Package Registry | ||
uses: docker/login-action@v2 | ||
with: | ||
registry: ghcr.io | ||
username: ${{ github.repository_owner }} | ||
password: ${{ secrets.GHCR_TOKEN }} | ||
- name: Docker push | ||
run: bash ./scripts/push.sh |
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{ | ||
"editor.formatOnSave": false, | ||
"python.linting.lintOnSave": true, | ||
"[python]": { | ||
"editor.defaultFormatter": "ms-python.black-formatter", | ||
"editor.insertSpaces": true, | ||
"editor.tabSize": 4, | ||
"editor.formatOnSave": true | ||
}, | ||
} |
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ARG PYTHON_TAG | ||
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FROM python:${PYTHON_TAG} as base | ||
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WORKDIR /workspace | ||
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RUN apt-get update \ | ||
&& apt-get install -y --no-install-recommends build-essential libpq-dev graphviz \ | ||
&& apt-get clean \ | ||
&& rm -rf /var/lib/apt/lists/* \ | ||
&& rm -rf /tmp/downloaded_packages | ||
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FROM base as builder | ||
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ARG PYTHON_POETRY_VERSION | ||
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ENV POETRY_NO_INTERACTION=1 \ | ||
POETRY_VIRTUALENVS_IN_PROJECT=1 \ | ||
POETRY_VIRTUALENVS_CREATE=1 \ | ||
POETRY_CACHE_DIR=/tmp/poetry_cache | ||
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COPY pyproject.toml poetry.lock ./ | ||
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RUN pip install poetry==${PYTHON_POETRY_VERSION} \ | ||
&& poetry install --no-root \ | ||
&& rm -rf $POETRY_CACHE_DIR | ||
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FROM base as runtime | ||
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ENV VIRTUAL_ENV=/workspace/.venv \ | ||
PATH="/workspace/.venv/bin:$PATH" | ||
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COPY ./ ./ | ||
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COPY --from=builder ${VIRTUAL_ENV} ${VIRTUAL_ENV} |
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# mlflow-bentoml-test | ||
# MLFlow BentoML Integration | ||
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Testing the integration of MLFlow and BentoML |
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version: 1 | ||
api_server: | ||
workers: 4 |
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defaults: | ||
- _self_ | ||
- experiment: default |
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_target_: mlflow_bentoml.DataModels.ExperimentModel | ||
name: mlflow-bentoml | ||
tracking_uri: http://localhost:5000 |
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