What does this PR do ?

Use expandable cuda memory segmentation that mitigates GPU memory waste from fragmentation

Changelog

• Set the env var PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True

Usage

• Set by default

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Additional Information

• Related to # (issue)