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Forward-merge release/1.6 into develop#1858

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GPUtester merged 1 commit intodevelopfrom
release/1.6
Apr 9, 2026
Merged

Forward-merge release/1.6 into develop#1858
GPUtester merged 1 commit intodevelopfrom
release/1.6

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@rapids-bot rapids-bot bot commented Apr 9, 2026

Forward-merge triggered by push to release/1.6 that creates a PR to keep develop up-to-date. If this PR is unable to be immediately merged due to conflicts, it will remain open for the team to manually merge. See forward-merger docs for more info.

…cted ATIF-native changes (#1853)

**Why**
Limit the changes in 1.6.0 to evaluation system only

**Summary**
This PR restores profiler behavior to be compatible with IntermediateStep (IST) workflows while preserving selected newer functional changes (notably optimizer extraction and other non-profiler updates).
The revert was done surgically by reversing only packages/nvidia_nat_profiler changes from specific commits, then applying minimal compatibility fixes.

**Revert Strategy (step-by-step)**
- Reverse-applied profiler-only changes from:
  - 7c46d71
  - 2490e5d
  - ebc46e7
- Used path-limited reverse patching so only packages/nvidia_nat_profiler was affected:
   - git diff <sha>^! -- packages/nvidia_nat_profiler | git apply -R -3 --index
 - Kept newer desired changes outside this rollback scope (including optimizer extraction commit lineage).
 - Fixed compatibility fallout introduced by mixed old/new code paths
 - Updated eval runtime profiler handoff to IST
   - In packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/evaluate.py, profiler input now uses IST trajectories from self.eval_input.eval_input_items.

**Key Files Touched**
- packages/nvidia_nat_profiler/... (revert scope and compatibility fixes)
- packages/nvidia_nat_eval/src/nat/plugins/eval/runtime/evaluate.py (IST profiler handoff + ATIF trigger condition)

## By Submitting this PR I confirm:
- I am familiar with the [Contributing Guidelines](https://github.com/NVIDIA/NeMo-Agent-Toolkit/blob/develop/docs/source/resources/contributing/index.md).
- We require that all contributors "sign-off" on their commits. This certifies that the contribution is your original work, or you have rights to submit it under the same license, or a compatible license.
  - Any contribution which contains commits that are not Signed-Off will not be accepted.
- When the PR is ready for review, new or existing tests cover these changes.
- When the PR is ready for review, the documentation is up to date with these changes.



## Summary by CodeRabbit

* **Refactor**
  * Profiler pipeline moved to an intermediate step-based flow and now accepts nested list inputs only; DataFrame-based ingestion and ATIF-to-DataFrame utilities removed.
  * Multiple analysis modules and forecasting/trainer APIs now expect list-based step inputs (DataFrame/Sequence support removed).
  * LLM latency and related metrics now derive timestamps from standardized step fields.

* **Tests**
  * Test suite updated to exercise the new list-based profiler input paths; legacy ATIF/DataFrame tests and helpers removed.

Authors:
  - Anuradha Karuppiah (https://github.com/AnuradhaKaruppiah)

Approvers:
  - Yuchen Zhang (https://github.com/yczhang-nv)

URL: #1853
@GPUtester GPUtester merged commit 36fb2c2 into develop Apr 9, 2026
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rapids-bot bot commented Apr 9, 2026

SUCCESS - forward-merge complete.

@rapids-bot rapids-bot bot requested a review from a team as a code owner April 9, 2026 20:22
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