[Cherry-Pick]【TI-Consisent】Added Metric logits_stats to the ZMQ branch (#6979)#6978

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liuruyan wants to merge 7 commits intoPaddlePaddle:release/2.5from

liuruyan:logit_stat_25

Commits on Mar 23, 2026

Added Metric logits_stats to the ZMQ branch to ensure training-inference consistency.
liuruyan
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Commits on Mar 25, 2026

fix ci
liuruyan
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