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Test script to verify new models compatibility with RL pipeline #2

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Description

@parthchadha

Is your feature request related to a problem? Please describe.

Different libraries/environments for training vs generation can lead to unexpected errors which are hard to debug since RL is robust enough that just observing rewards isn't a good enough check.

Describe the solution you'd like

We have already added a "Adding New Models" guide which explains the importance of tracking logprob errors. The guide should be accompanied by a script that the user is expected to run every time they bring in a new model with RL pipeline which essentially tests if training and inference frameworks for a new model are compatible.

Activity

  1. added this to the v0.2 release milestone on Mar 20, 2025
  2. self-assigned this
    on Mar 31, 2025
  3. terrykong commented on Aug 12, 2025

    @terrykong
    Collaborator

    closing since we're moving towards standalone bite-sized diagnostic scripts https://docs.nvidia.com/nemo/rl/latest/adding-new-models.html#model-diagnostics

  4. added a commit that references this issue on Mar 16, 2026
  5. added a commit that references this issue on Aug 25, 2026
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