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[None][feat] Tune mamba config by env variables#14730

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NVIDIA:mainfrom
Wanli-Jiang:user/williamj/tune-mamba-cfg
Jun 1, 2026
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[None][feat] Tune mamba config by env variables#14730
Wanli-Jiang merged 2 commits into
NVIDIA:mainfrom
Wanli-Jiang:user/williamj/tune-mamba-cfg

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@Wanli-Jiang Wanli-Jiang commented May 29, 2026

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Features

  • Enable mamba replay by default. Set TRTLLM_USE_MAMBA_REPLAY=0 to disable replay if needed.
  • Add mamba prefill kernel choices. Default is TRTLLM_USE_MAMBA_FI_SSD=0 to use triton kernel.

Summary by CodeRabbit

  • Improvements
    • Introduced environment variable control for SSD kernel optimization in Mamba models
    • Mamba replay kernel optimization now enabled by default, with ability to configure via environment variable

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Please review the following before submitting your PR:

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  • PR Follows TRT-LLM CODING GUIDELINES to the best of your knowledge.

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Wanli-Jiang requested review from a team as code owners May 29, 2026 05:03
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Wanli-Jiang force-pushed the user/williamj/tune-mamba-cfg branch from ddd31a0 to 2a2242b Compare May 29, 2026 05:05
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📝 Walkthrough

Walkthrough

Two Mamba kernel control paths are updated: FlashInfer SSD eligibility becomes environment-configurable via TRTLLM_USE_MAMBA_FI_SSD, and Mamba replay kernel is enabled by default unless TRTLLM_USE_MAMBA_REPLAY=0 is set in Nemotron-hybrid configurations.

Changes

Mamba Kernel Feature Toggles

Layer / File(s) Summary
FlashInfer SSD kernel environment control
tensorrt_llm/_torch/modules/mamba/ssd_combined.py
os import is added, a _use_flashinfer_ssd() helper function reads and parses TRTLLM_USE_MAMBA_FI_SSD with once-per-key logging and strict validation, and the flashinfer_eligible condition in mamba_chunk_scan_combined now requires the helper to return true alongside hardware constraints (z is None, SM100f).
Mamba replay kernel default behavior
tensorrt_llm/_torch/pyexecutor/_util.py
The TRTLLM_USE_MAMBA_REPLAY environment variable default shifts from disabling to enabling the replay kernel in the Nemotron-hybrid KV cache manager; replay remains disabled only when the flag is explicitly set to '0' or when stochastic rounding with specific SM versions and FP16 cache dtype apply.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~12 minutes

Possibly related PRs

  • NVIDIA/TensorRT-LLM#14471: Both PRs change Mamba replay selection logic in _torch/pyexecutor/_util.py by altering the default behavior of the TRTLLM_USE_MAMBA_REPLAY environment flag.

Suggested reviewers

  • 2ez4bz
  • symphonylyh
🚥 Pre-merge checks | ✅ 3 | ❌ 2

❌ Failed checks (2 warnings)

Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 50.00% which is insufficient. The required threshold is 80.00%. Write docstrings for the functions missing them to satisfy the coverage threshold.
Description check ⚠️ Warning The PR description is incomplete. It lists features but lacks required sections: no PR title with ticket/type format, missing detailed issue explanation, no test coverage documentation. Add a proper PR title following the format [TICKET][type] Summary. Expand the Description section to explain why these changes are needed. Document specific test cases that cover the new mamba replay and FI_SSD kernel selection logic.
✅ Passed checks (3 passed)
Check name Status Explanation
Title check ✅ Passed The title clearly and concisely summarizes the main change: tuning mamba configuration via environment variables. It directly corresponds to both key features in the PR (replay and FI_SSD kernel selection).
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.

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Caution

Some comments are outside the diff and can’t be posted inline due to platform limitations.

⚠️ Outside diff range comments (1)
tensorrt_llm/_torch/pyexecutor/_util.py (1)

1317-1325: ⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Validate TRTLLM_USE_MAMBA_REPLAY values and fix the log message.

Any value other than "0" currently enables replay, but the log says it was "1". This can hide misconfiguration.

Suggested change
-        enforce_disable_replay = os.environ.get('TRTLLM_USE_MAMBA_REPLAY',
-                                                '1') == '0'
+        replay_env = os.environ.get('TRTLLM_USE_MAMBA_REPLAY', '1')
+        if replay_env not in {'0', '1'}:
+            raise ValueError(
+                f"Invalid value for TRTLLM_USE_MAMBA_REPLAY: {replay_env}")
+        enforce_disable_replay = replay_env == '0'
@@
-            logger.info(
-                "Replay kernel is not changed since TRTLLM_USE_MAMBA_REPLAY=1")
+            logger.info(
+                f"Replay kernel is not changed since TRTLLM_USE_MAMBA_REPLAY={replay_env}")
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@tensorrt_llm/_torch/pyexecutor/_util.py` around lines 1317 - 1325, The
current logic treats any value other than "0" as enabling replay but always logs
"1", which conceals misconfiguration; update the TRTLLM_USE_MAMBA_REPLAY
handling so you first read the raw value (e.g., env_val =
os.environ.get('TRTLLM_USE_MAMBA_REPLAY')), then explicitly branch: if env_val
== '0' set enforce_disable_replay True, set use_replay False and log that replay
is disabled; elif env_val == '1' set enforce_disable_replay False, leave
use_replay unchanged and log that replay is enabled; else log a warning showing
the actual env_val and its fallback behavior (decide and document whether you
default to enabled or disabled) so the message and behavior reflect the real
value; update references to enforce_disable_replay, use_replay, and
logger.info/logger.warning accordingly.
🧹 Nitpick comments (1)
tensorrt_llm/_torch/pyexecutor/_util.py (1)

1307-1312: ⚡ Quick win

Align replay-Philox SM gating with the stated support range.

The condition currently special-cases only 120/121, but the adjacent comment documents 100 <= sm < 120. Please make code and contract consistent to avoid enabling replay on unsupported future SM values.

Suggested change
-        if (stochastic_rounding
-                and mamba_params.mamba_ssm_cache_dtype == torch.float16
-                and (sm < 100 or sm in (120, 121))):
+        if (stochastic_rounding
+                and mamba_params.mamba_ssm_cache_dtype == torch.float16
+                and (sm < 100 or sm >= 120)):
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@tensorrt_llm/_torch/pyexecutor/_util.py` around lines 1307 - 1312, The
replay-Philox SM gating is inconsistent with the comment: update the condition
that checks SM so replay is only allowed when 100 <= sm < 120; specifically
modify the existing if that references stochastic_rounding and
mamba_params.mamba_ssm_cache_dtype to treat sm values outside [100,120) (i.e.,
sm < 100 or sm >= 120) as unsupported, and keep the same logger.info/error path
(symbols: stochastic_rounding, mamba_params.mamba_ssm_cache_dtype, sm,
logger.info) so the replay kernel is disabled/logged for any SM not in the
stated supported range.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Outside diff comments:
In `@tensorrt_llm/_torch/pyexecutor/_util.py`:
- Around line 1317-1325: The current logic treats any value other than "0" as
enabling replay but always logs "1", which conceals misconfiguration; update the
TRTLLM_USE_MAMBA_REPLAY handling so you first read the raw value (e.g., env_val
= os.environ.get('TRTLLM_USE_MAMBA_REPLAY')), then explicitly branch: if env_val
== '0' set enforce_disable_replay True, set use_replay False and log that replay
is disabled; elif env_val == '1' set enforce_disable_replay False, leave
use_replay unchanged and log that replay is enabled; else log a warning showing
the actual env_val and its fallback behavior (decide and document whether you
default to enabled or disabled) so the message and behavior reflect the real
value; update references to enforce_disable_replay, use_replay, and
logger.info/logger.warning accordingly.

---

Nitpick comments:
In `@tensorrt_llm/_torch/pyexecutor/_util.py`:
- Around line 1307-1312: The replay-Philox SM gating is inconsistent with the
comment: update the condition that checks SM so replay is only allowed when 100
<= sm < 120; specifically modify the existing if that references
stochastic_rounding and mamba_params.mamba_ssm_cache_dtype to treat sm values
outside [100,120) (i.e., sm < 100 or sm >= 120) as unsupported, and keep the
same logger.info/error path (symbols: stochastic_rounding,
mamba_params.mamba_ssm_cache_dtype, sm, logger.info) so the replay kernel is
disabled/logged for any SM not in the stated supported range.

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📥 Commits

Reviewing files that changed from the base of the PR and between 4504fd7 and 2a2242b.

📒 Files selected for processing (2)
  • tensorrt_llm/_torch/modules/mamba/ssd_combined.py
  • tensorrt_llm/_torch/pyexecutor/_util.py

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Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
…kernel

* Default is 0, using triton prefill kernel.

Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
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PR_Github #51223 [ run ] completed with state SUCCESS. Commit: 9e85d78
/LLM/main/L0_MergeRequest_PR pipeline #40646 completed with status: 'FAILURE'

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  • Please check the failed tests and fix your PR
  • If you cannot view the failures, ask the CI triggerer to share details
  • Once fixed, request an NVIDIA team member to trigger CI again

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@tijyojwad

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/bot run --disable-fail-fast

@tensorrt-cicd

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PR_Github #51269 [ run ] triggered by Bot. Commit: 9e85d78 Link to invocation

@tensorrt-cicd

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PR_Github #51269 [ run ] completed with state SUCCESS. Commit: 9e85d78
/LLM/main/L0_MergeRequest_PR pipeline #40690 completed with status: 'SUCCESS'

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@Wanli-Jiang
Wanli-Jiang merged commit 7a9c186 into NVIDIA:main Jun 1, 2026
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5 participants