b10431

ggml-org/llama.cppb10431Aug 14, 2026by github-actions[bot]

AI Summary

Implements recurrent state rollback support for SSM (State Space Model) operations in nemotron models, enhancing performance for certain model architectures.

Key Highlights

  • Recurrent state rollback for ggml_ssm_scan
  • Support for CPU and CUDA backends
  • Runtime API support for fused operations
  • Fallback mechanism when SSM rollback is not supported

New Features

  • Recurrent state rollback support for SSM operations
  • K > 1 support in ssm_scan for all backends

Full Release Notes

<details open>

ggml : recurrent state rollback for ggml_ssm_scan (#26623)

* Initial changes for Recurrent state rollback for nemotron for cpu and cuda

* Removing CPU RS rollback. Will enable it in subsequent PRs

* addition of test case

* Removing assert and calling runtime API to check if op is supported

* removing extra API and updating the call sites for K

* replace static cuda detection to runtime fused_op api

* address review comments and fallback when SSM rollback not supprted

* Adding changes for supporting RS-rollback in CPU. Also added test-backend-ops for cpu and cuda

* removing memory manipulation as rs rollback is now supported in CPU

* removing the static probe which is not needed now

* correcting the format

* address review comments

* enabling test for all the backends, unsupported backends will fallback to CPU

* Apply suggestions from code review

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* choose different graph based on the result of fused_ssm_op is supported or not and also handled memory->n_rs_seq >1 case incase of op is not supported

* Support K > 1 in ssm_scan for all backends

* Fix CI Issues

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Gaurav Garg <gaugarg@nvidia.com>

</details>

**Website:**
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