NemotronH: secondary perf/diagnostic patch set (Liger, TP CE, FLOPs, benchmark) - #1
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NemotronH: secondary perf/diagnostic patch set (Liger, TP CE, FLOPs, benchmark)#1jasont314 wants to merge 3 commits into
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Signed-off-by: Zhiyu Li <zhiyul@NVIDIA.com> perf lab Signed-off-by: Zhiyu Li <zhiyul@NVIDIA.com> perf lab (ep) Signed-off-by: Zhiyu Li <zhiyul@NVIDIA.com> better rope cache Signed-off-by: Zhiyu Li <zhiyul@NVIDIA.com> arithmetic intensity lab arithmetic intensity lab fix arithmetic intensity lab fix arithmetic intensity lab fix arithmetic intensity lab fix Revert "arithmetic intensity lab fix" This reverts commit b9a2c57. arithmetic intensity lab fix arithmetic intensity answer Signed-off-by: Zhiyu Li <zhiyul@NVIDIA.com> mixtral perf lab mixtral perf lab mixtral perf lab fix mixtral perf lab fix mixtral perf lab fix mixtral perf lab fix update grade_assignment update lab update Signed-off-by: Zhiyu Li <zhiyul@nvidia.com> arithmetic intensity answer Signed-off-by: Zhiyu Li <zhiyul@NVIDIA.com> remove reference remove reference Signed-off-by: Zhiyu Li <zhiyul@NVIDIA.com>
Integrates NemotronH PP/EP execution and safety guards, fixes fixed-length SQuAD label/tokenization masking so num_label_tokens stays > 0, and adds PP schedule/device/logging robustness updates. Includes optimized PP+EP SQuAD config, patch notes, training artifacts (baseline/optimized JSONL), and unit-test updates (79 passed, 5 skipped).
…benchmark) Adds auxiliary optimization and reporting updates separated from core PP/EP/SQuAD correctness path.
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What does this PR do ?
Adds the secondary (auxiliary) NemotronH patch set that is separable from the core PP/EP + SQuAD correctness PR, focused on performance paths, diagnostics, and benchmark/reporting fidelity.
Changelog
nemo_automodel/_transformers/auto_model.pydevice_idduring PG init in:nemo_automodel/components/distributed/init_utils.pynemo_automodel/components/loss/masked_ce.pynemo_automodel/components/utils/flops_utils.pynemo_automodel/recipes/llm/benchmark.pyNEMOTRON_SECONDARY_PATCH_NOTES.mdBefore your PR is "Ready for review"
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If you haven't finished some of the above items you can still open "Draft" PR.
Additional Information
pr1-nemotron-pp-ep-squad.NVIDIA-NeMo/Automodel:main.NEMOTRON_SECONDARY_PATCH_NOTES.md