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Google employee here, xmanger is one of the main ML experiment tracking/orchestration tool we use internally, I'm pretty excited that it is now available for ot
by Wookai 5y ago
Google employee here, xmanger is one of the main ML experiment tracking/orchestration tool we use internally, I'm pretty excited that it is now available for other to use!
In a nutshell, xmanager allows you to:
- define an experiment, which is a collection of one or more work units (think combination of hyperparamters)
- manage the different jobs/executable required to run this experiment (TPU workers, tensorboard job, etc.)
- collect and display measurements from work units (loss, other metrics)
- keep a reproducible artifact which allows you to re-run the same experiment at any point in the future
See e.g. https://github.com/deepmind/xmanager/blob/main/examples/ https://github.com/deepmind/xmanager/blob/main/examples/ for a few concrete examples of a launcher scripts.
I wish they had included screenshots of the tool itself in the repo, I'll make that suggestion :).