Background mlflow model registration #1078
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irenedea
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Co-authored-by: Daniel King <[email protected]>
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Spawn a new process that handles the mlflow model registration (which uploads the model to UC). This way, global rank 0 isn't stuck on with a long operation with variable speeds, which could lead to nccl timeouts. This also allows other operations to happen concurrently such as composer checkpoint saving, etc.
At the end of training, we wait for all child processes to finish and clean up temporary directories.
Manual Test
test-hf-mlflow-background-register-ib6LgHtest-hf-mlflow-background-register-llama70b-Lhda8z