initial commit

.gitignore

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+# 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
+
+# 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/
+
+# mac
+# General
+.DS_Store
+.AppleDouble
+.LSOverride
+
+# Icon must end with two \r
+Icon
+
+
+# Thumbnails
+._*
+
+# Files that might appear in the root of a volume
+.DocumentRevisions-V100
+.fseventsd
+.Spotlight-V100
+.TemporaryItems
+.Trashes
+.VolumeIcon.icns
+.com.apple.timemachine.donotpresent
+
+# Directories potentially created on remote AFP share
+.AppleDB
+.AppleDesktop
+Network Trash Folder
+Temporary Items
+.apdisk

README.md

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+# mlflow
+
+
+
+* Reference:
+    * official website: https://mlflow.org/
+    * github: https://github.com/mlflow/mlflow
+
+
+
+## Usage
+
+
+
+### Build a Docker image
+
+```sh
+git clone https://github.com/jiankaiwang/mlflow-basis.git
+cd ./mlflow-basis
+sudo docker build -t mlflow-basis:latest .
+```
+
+
+
+### Run a Container
+
+```sh
+# list available docker images
+sudo docker images
+
+# list running containers
+sudo docker ps -a
+
+# run the container
+# container port 5000: mlflow server
+# --rm: remove the container while exiting
+# -i: interactive
+# -t: terminal mode
+# -v: path for host:container
+#
+# example: docker run -it --rm --name mlflow -p 5000:5000 mlflow:latest
+#
+sudo docker run -it --rm --name mlflow -p 5000:5000 -v <local>:<container> mlflow-basis:latest
+
+# stop the container
+sudo docker stop mlflow
+
+# restart the container
+sudo docker restart mlflow
+
+# remove the container
+sudo docker rm mlflow
+```
+
+
+
+### Interact with Container
+
+```sh
+sudo docker exec -it mlflow /bin/bash
+```
+
+
+
+### mlflow Quickstart
+
+* start the training in mlflow example
+
+```sh
+# by default
+# working dir: /app/mlflow/examples
+python ./quickstart/mlflow_tracking.py
+```
+
+* start the mlflow server to monitor the result
+
+```sh
+# host 0.0.0.0: allow all remote access
+mlflow server --file-store ./mlruns --host 0.0.0.0
+```
+
+
+
+### Push to Dockerhub
+
+```sh
+sudo docker login
+
+# set another tag
+sudo docker tag mlflow-basis:latest <username_in_dockerhub>/mlflow-basis:<version>
+
+# push to the dockerhub
+sudo docker push <username_in_dockerhub>/mlflow-basis:<version>
+```
+