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[bug] improve TB memory logging #3167

@dingqingy-nv

Description

@dingqingy-nv

Problem

Tensorborad memory logging is from last PP rank (where loss is available). But from the perspective to understand peak memory, they are not intuitive. Need improvements.

Minimal repro

N/A

Expected behavior

Logging first rank PP usage.

Affected area

area:recipe

Regression?

No

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