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Basic FP8 Training Support #992

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This PR adds FP8 training support using either in-batch scaling or delayed scaling. There's a one scaling factor per tensor.

@hanzhi713 hanzhi713 requested review from ruomingp, markblee and a team as code owners February 13, 2025 23:42
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