What does this PR do?

WIP on config tuning. Might move config to verl-recipe.
Reset of changes is to adopt Yuan's NVIDIA/TensorRT-LLM#11889 to avoid CPU OOM on 8 nodes for a 235B.

This MR should be merged after NVIDIA/TensorRT-LLM#11889 and #5444.

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