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for CrateDB\n\n[![Tests](https://github.com/crate/mlflow-cratedb/actions/workflows/main.yml/badge.svg)](https://github.com/crate/mlflow-cratedb/actions/workflows/main.yml)\n[![Test coverage](https://img.shields.io/codecov/c/gh/crate/mlflow-cratedb.svg)](https://codecov.io/gh/crate/mlflow-cratedb/)\n[![Python versions](https://img.shields.io/pypi/pyversions/mlflow-cratedb.svg)](https://pypi.org/project/mlflow-cratedb/)\n\n[![License](https://img.shields.io/github/license/crate/mlflow-cratedb.svg)](https://github.com/crate/mlflow-cratedb/blob/main/LICENSE)\n[![Status](https://img.shields.io/pypi/status/mlflow-cratedb.svg)](https://pypi.org/project/mlflow-cratedb/)\n[![PyPI](https://img.shields.io/pypi/v/mlflow-cratedb.svg)](https://pypi.org/project/mlflow-cratedb/)\n[![Downloads](https://pepy.tech/badge/mlflow-cratedb/month)](https://pypi.org/project/mlflow-cratedb/)\n\n\n## About\n\nAn adapter for [MLflow] to use [CrateDB] as a storage database for [MLflow\nTracking]. MLflow is an open source platform to manage the whole ML lifecycle,\nincluding experimentation, reproducibility, deployment, and a central model\nregistry.\n\n## What's inside?\n\nA few monkey patches that amalgamate MLflow with the necessary changes to\nsupport CrateDB. The patches are curated until the adapter can eventually\nbe upstreamed into MLflow mainline as another storage database type.\n\n## Install\n\nInstall the most recent version of the `mlflow-cratedb` package.\n```shell\nuv pip install --upgrade mlflow-cratedb\n```\n\nTo verify if the installation worked, you can inspect the version numbers\nof the software components you just installed.\n```shell\nmlflow-cratedb --version\nmlflow-cratedb cratedb --version\n```\n\n\n## Documentation\n\nThe [MLflow Tracking] subsystem is about recording and querying experiments, across\ncode, data, config, and results.\n\nThe MLflow adapter for CrateDB can be used in different ways. Please refer\nto the [handbook], and the documentation about [container usage].\n\nFor more general information, see [Machine Learning with CrateDB]\nand [examples about MLflow and CrateDB].\n\n\n## Development\n\nFor joining the development, or for making changes to the software, read about\nhow to [install a development sandbox].\n\n\n## Project Information\n\n### Resources\n- [Source code](https://github.com/crate/mlflow-cratedb)\n- [Documentation](https://github.com/crate/mlflow-cratedb/tree/main/docs)\n- [Python Package Index (PyPI)](https://pypi.org/project/mlflow-cratedb/)\n\n### Contributions\nThis library is an open source project, and is [managed on GitHub].\nEvery kind of contribution, feedback, or patch, is much welcome. [Create an\nissue] or submit a patch if you think we should include a new feature, or to\nreport or fix a bug.\n\n### Development\nIn order to set up a development environment on your workstation, please head\nover to the [development sandbox] documentation. When you see the software\ntests succeed, you should be ready to start hacking.\n\n### License\nThe project is licensed under the terms of the Apache License 2.0, like [MLflow]\nand [CrateDB], see [LICENSE].\n\n### Acknowledgements\n\n[Siddharth Murching], [Corey Zumar], [Harutaka Kawamura], [Ben Wilson], and\nall other contributors for conceiving and maintaining [MLflow].\n\n[Andreas Nigg] for contributing the [tracking_merlion.py] and [tracking_pycaret.py]\nML experiment programs, using [Merlion] and [PyCaret].\n\n\n[Andreas Nigg]: https://github.com/andnig\n[Ben Wilson]: https://github.com/BenWilson2\n[container usage]: https://github.com/crate/mlflow-cratedb/blob/main/docs/container.md\n[Corey Zumar]: https://github.com/dbczumar\n[CrateDB]: https://github.com/crate/crate\n[CrateDB Cloud]: https://console.cratedb.cloud/\n[Create an issue]: https://github.com/crate/mlflow-cratedb/issues\n[development sandbox]: https://github.com/crate/mlflow-cratedb/blob/main/docs/development.md\n[examples about MLflow and CrateDB]: https://github.com/crate/cratedb-examples/tree/main/topic/machine-learning/mlflow\n[handbook]: https://github.com/crate/mlflow-cratedb/blob/main/docs/handbook.md\n[Harutaka Kawamura]: https://github.com/harupy\n[install a development sandbox]: https://github.com/crate/mlflow-cratedb/blob/main/docs/development.md\n[LICENSE]: https://github.com/crate/mlflow-cratedb/blob/main/LICENSE\n[Machine Learning with CrateDB]: https://cratedb.com/docs/guide/solution/machine-learning/\n[managed on GitHub]: https://github.com/crate/mlflow-cratedb\n[Merlion]: https://github.com/salesforce/Merlion\n[MLflow]: https://mlflow.org/\n[MLflow Tracking]: https://mlflow.org/docs/latest/tracking.html\n[PyCaret]: https://pycaret.org/\n[Siddharth Murching]: https://github.com/smurching\n[tracking_merlion.py]: https://github.com/crate/mlflow-cratedb/blob/main/examples/tracking_merlion.py\n[tracking_pycaret.py]: https://github.com/crate/mlflow-cratedb/blob/main/examples/tracking_pycaret.py\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcrate%2Fmlflow-cratedb","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcrate%2Fmlflow-cratedb","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcrate%2Fmlflow-cratedb/lists"}