Skip to content

Make last_token_logits graphable#4552

Merged
tdene merged 10 commits intoNVIDIA:mainfrom
tdene:tde/graph_last_logits
May 2, 2026
Merged

Make last_token_logits graphable#4552
tdene merged 10 commits intoNVIDIA:mainfrom
tdene:tde/graph_last_logits

Conversation

@tdene
Copy link
Copy Markdown
Contributor

@tdene tdene commented Apr 30, 2026

What does this PR do ?

In order to handle the materialize_only_last_token_logits=True case, we must make last_token_logits graphable in all cases.

This is accomplished by pre-computing indices during initialize_attention_state at the start of every step.

Issue tracking

For PRs from open-source community contributors:

  • New features: a linked issue is required. Please open a feature request and reference it here before submitting the PR.
  • Small updates (bug fixes, minor improvements): a linked issue is recommended and will accelerate the PR review process.

Linked issue:

Contribution process

Pre-checks

  • I have added relevant unit tests
  • I have added relevant functional tests
  • I have added proper typing to my code Typing guidelines
  • I have added relevant documentation
  • I have run the autoformatter.sh on my PR

Code review

Feel free to message or comment the @mcore-oncall to help accelerate your merge into main. The less complex your PR is, the faster it will be approved and merged!

All PRs start as draft. If you open a non-draft PR, it will be automatically converted to draft.

Step 1: Mark PR as "Ready for Review"

  1. When your PR is ready, click Ready for Review.
  2. An oncall reviewer is auto-assigned and expert reviewers are notified based on your changes.
    • Some PRs may jump straight to step 2. This is determined by .github/CODEOWNERS.

⚠️ Only mark as ready once merge-conflicts are resolved and the CI is passing.
Final Review might get declined if these requirements are not fulfilled.

Step 2: Final Review

For PRs that change megatron/core, once all expert reviewers have approved, the Final Review label is applied automatically and final reviewers are assigned.

For PRs outside megatron/core, this step is skipped.

Step 3: Approved

Once all required reviewers have approved, the Approved label is applied automatically.

Merge

Any member of mcore-engineers will be able to merge your PR.

For MRs into `dev` branch The proposed review process for `dev` branch is under active discussion.

MRs are mergable after one approval by either eharper@nvidia.com or zijiey@nvidia.com.

@copy-pr-bot
Copy link
Copy Markdown

copy-pr-bot Bot commented Apr 30, 2026

Auto-sync is disabled for draft pull requests in this repository. Workflows must be run manually.

Contributors can view more details about this message here.

@tdene
Copy link
Copy Markdown
Contributor Author

tdene commented Apr 30, 2026

/claude review

Copy link
Copy Markdown
Contributor

@claude claude Bot left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

LGTM

@tdene tdene marked this pull request as ready for review April 30, 2026 20:40
@tdene tdene requested review from a team as code owners April 30, 2026 20:40
@svcnvidia-nemo-ci svcnvidia-nemo-ci requested a review from a team April 30, 2026 20:40
santhnm2 and others added 4 commits April 30, 2026 14:27
Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>
Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>
Signed-off-by: Keshav Santhanam <ksanthanam@nvidia.com>
@copy-pr-bot
Copy link
Copy Markdown

copy-pr-bot Bot commented Apr 30, 2026

This pull request requires additional validation before any workflows can run on NVIDIA's runners.

Pull request vetters can view their responsibilities here.

Contributors can view more details about this message here.

@svcnvidia-nemo-ci svcnvidia-nemo-ci added the Final Review PR is in the "final review" stage label May 1, 2026
@tdene
Copy link
Copy Markdown
Contributor Author

tdene commented May 1, 2026

/ok to test

@copy-pr-bot
Copy link
Copy Markdown

copy-pr-bot Bot commented May 1, 2026

/ok to test

@tdene, there was an error processing your request: E1

See the following link for more information: https://docs.gha-runners.nvidia.com/cpr/e/1/

@tdene
Copy link
Copy Markdown
Contributor Author

tdene commented May 1, 2026

/ok to test 676dfc3

@svcnvidia-nemo-ci svcnvidia-nemo-ci added Approved All necessary approvals have been made and removed Final Review PR is in the "final review" stage labels May 1, 2026
@tdene
Copy link
Copy Markdown
Contributor Author

tdene commented May 1, 2026

/ok to test d67c374

@ericharper ericharper enabled auto-merge May 1, 2026 20:10
@ericharper ericharper added this pull request to the merge queue May 1, 2026
@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25233403247

@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25235058270

@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25239439721

@github-merge-queue github-merge-queue Bot removed this pull request from the merge queue due to failed status checks May 2, 2026
@tdene tdene added this pull request to the merge queue May 2, 2026
@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25242685112

@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25243992558

@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25245513386

@github-merge-queue github-merge-queue Bot removed this pull request from the merge queue due to failed status checks May 2, 2026
@tdene tdene added this pull request to the merge queue May 2, 2026
@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25250706180

@github-merge-queue github-merge-queue Bot removed this pull request from the merge queue due to failed status checks May 2, 2026
@tdene tdene enabled auto-merge May 2, 2026 14:31
@tdene
Copy link
Copy Markdown
Contributor Author

tdene commented May 2, 2026

/ok to test fd71f01

@tdene tdene added this pull request to the merge queue May 2, 2026
@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25256611870

@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25256734683

@github-merge-queue github-merge-queue Bot removed this pull request from the merge queue due to failed status checks May 2, 2026
@tdene tdene added this pull request to the merge queue May 2, 2026
@svcnvidia-nemo-ci
Copy link
Copy Markdown

🔄 Merge queue validation started!

You can track the progress here: https://github.com/NVIDIA/Megatron-LM/actions/runs/25259766655

Merged via the queue into NVIDIA:main with commit 396bee1 May 2, 2026
66 of 67 checks passed
@tdene tdene deleted the tde/graph_last_logits branch May 2, 2026 19:53
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

Approved All necessary approvals have been made complexity: low

Projects

None yet

Development

Successfully merging this pull request may close these issues.

5 participants