ubuntu/mlflow repository overview

⁠MLflow | Ubuntu

Current MLflow Docker Image from Canonical⁠, based on Ubuntu. Receives security updates and rolls to newer MLflow or Ubuntu release. This repository is free to use and exempted from per-user rate limits.

⁠About MLflow

MLflow is a platform to streamline machine learning development, including tracking experiments, packaging code into reproducible runs, and sharing and deploying models. MLflow offers a set of lightweight APIs that can be used with any existing machine learning application or library (TensorFlow, PyTorch, XGBoost, etc), wherever you currently run ML code (e.g. in notebooks, standalone applications or the cloud). Read more on the mlflow website⁠.

⁠Tags and Architectures

👁 LTS
Up to 5 years free security maintenance on LTS channels.

👁 ESM
Up to 10 years customer security maintenance from Canonical's restricted repositories⁠.

Channel Tags shows the most stable channel for that track ordered stable, candidate, beta, edge. More risky channels are always implicitly available. So if beta is listed, you can also pull edge. If candidate is listed, you can pull beta and edge. When stable is listed, all four are available. Images are guaranteed to progress through the sequence edge, beta, candidate before stable.

⁠Commercial use and Extended Security Maintenance channels

If your usage includes commercial redistribution, or requires ESM or unavailable channels/versions, please get in touch with the Canonical team⁠ (or using [email protected]⁠).

⁠Usage

Launch this image locally:

docker run -d --name mlflow-container -e TZ=UTC -p 5000:5000 ubuntu/mlflow:2.1.1_1.0-22.04_stable

Access your MLflow ui at http://localhost:5000.

⁠Parameters

⁠Testing/Debugging

To debug the container:

docker logs -f mlflow-container

To get an interactive shell:

docker exec -it mlflow-container /bin/bash

⁠Bugs and feature requests

If you find a bug in our image or want to request a specific feature, please file a bug here:

https://bugs.launchpad.net/ubuntu-docker-images/+filebug⁠

Please title the bug "mlflow: <issue summary>". Make sure to include the digest of the image you are using, from:

docker images --no-trunc --quiet ubuntu/mlflow:<tag>

⁠Deprecated channels & tags

These channels (tags) are not updated anymore. Please upgrade to newer channels, or reach out⁠ if you can't upgrade.