Tracking
Record and compare Runs
Record params, metrics, logs and GPU usage, and compare Runs side by side in charts. Search the whole history and export it as CSV.
Charts and Run comparison →Experiment tracking compatible with MLflow 3
Record from the official MLflow 3 SDK as is. Registering a model version starts inference and evaluation automatically. Large Artifacts such as audio are stored on a file system or in S3-compatible storage.
Tracking
Record params, metrics, logs and GPU usage, and compare Runs side by side in charts. Search the whole history and export it as CSV.
Charts and Run comparison →Automation
Registering a training output as a model version runs the inference and evaluation Jobs of the matching rule in order. The versions, code and data used stay fixed.
Automated inference and evaluation →Audio
Check audio with waveforms and spectrograms, and compare the outputs of each step by ear.
Audio viewer →Lineage
See which dataset version led through which Run to which model version, as a graph of inputs and outputs.
Model registry and versions →Projects
Public Projects are open to every signed-in user as an Editor; private ones only to their members. Roles can also be given to Authentik groups.
Managing Projects →