bdzyubak / torch-control

A top-level repo for evaluating natively available models
MIT License
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Add MLOps #22

Closed bdzyubak closed 2 months ago

bdzyubak commented 2 months ago

The number of models, datasets, and experiments is getting substantial enough that there is potential for log and artifact confusion. Need to add MLOps to associate data-config-model-results combos. Going to use MLFlow due to popularity and free nature.

bdzyubak commented 2 months ago

MLOps has been set up. Extending features to group experiments by name, and more thoroughly log pytorch parameters/artifacts. image

bdzyubak commented 2 months ago

Works successfully for sklearn models logging parameters/model/dataset hash with autologger, and additional figures via manual logging image

bdzyubak commented 2 months ago

Works successfully with Pytorch Lightning image