[TRTLLM-9513][docs] Qwen3 deployment guide #9488

lancelly · 2025-11-26T08:44:44Z

As titled.

Summary by CodeRabbit

Documentation

Added comprehensive deployment guide for Qwen3 on TensorRT LLM, covering setup prerequisites, Docker-based deployment procedures, configuration reference with performance tuning recommendations and defaults, server launch and health verification instructions, API testing examples, troubleshooting guidance, and benchmarking workflows for Blackwell/Hopper GPU environments.

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Signed-off-by: Lanyu Liao <[email protected]>

coderabbitai · 2025-11-26T08:46:35Z

📝 Walkthrough

Walkthrough

A new deployment guide for Qwen3 on TensorRT LLM is added, covering setup, configuration, testing, and benchmarking steps. The documentation index is updated to reference this new guide.

Changes

Cohort / File(s)	Summary
Qwen3 TensorRT LLM Deployment Documentation `docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md`	New comprehensive guide documenting prerequisites, available Qwen3 models, Docker-based deployment, YAML configuration options (tensor_parallel_size, moe_expert_parallel_size, kv_cache_free_gpu_memory_fraction, max_batch_size, max_num_tokens, max_seq_len, trust_remote_code, cuda_graph_config, moe_config), API testing with curl examples, troubleshooting, and benchmarking workflow with sample script template.
Documentation Index Update `docs/source/deployment-guide/index.rst`	Updated to include new Qwen3 TensorRT LLM guide in quick-start model table and Model-Specific Deployment Guides toctree.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~10 minutes

Verify documentation accuracy and completeness for deployment steps
Confirm configuration options are correctly documented with appropriate defaults and descriptions
Validate example commands and curl requests for syntax correctness

Pre-merge checks and finishing touches

❌ Failed checks (1 warning)

Check name	Status	Explanation	Resolution
Description check	⚠️ Warning	The PR description is minimal ('As titled') and lacks required sections like Description, Test Coverage, and PR Checklist completion from the template.	Expand the description to include: (1) a clear explanation of what the new deployment guide covers, (2) how it benefits users, and (3) confirmation that documentation updates have been completed as per the checklist.

✅ Passed checks (2 passed)

Check name	Status	Explanation
Title check	✅ Passed	The title clearly and specifically describes the main change: adding a deployment guide for Qwen3 on TensorRT LLM, which matches the core content of the PR.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.

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Actionable comments posted: 2

🧹 Nitpick comments (1)

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md (1)

74-74: TODO comment notes opportunity for documentation consolidation.

The TODO at line 74 identifies that YAML configuration sections are duplicated across deployment guides. This is valid technical debt but not a blocker for this PR. Consider tracking this as a separate refactoring task.

Would you like me to open a tracking issue for consolidating the YAML API documentation across deployment guides to reduce duplication?

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Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between b10137f and adfd025.

📒 Files selected for processing (2)

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md (1 hunks)
docs/source/deployment-guide/index.rst (1 hunks)

🧰 Additional context used

🧠 Learnings (6)

📓 Common learnings

Learnt from: farshadghodsian
Repo: NVIDIA/TensorRT-LLM PR: 7101
File: docs/source/blogs/tech_blog/blog9_Deploying_GPT_OSS_on_TRTLLM.md:36-36
Timestamp: 2025-08-21T00:16:56.457Z
Learning: TensorRT-LLM container release tags in documentation should only reference published NGC container images. The README badge version may be ahead of the actual published container versions.

Learnt from: achartier
Repo: NVIDIA/TensorRT-LLM PR: 6763
File: tests/integration/defs/triton_server/conftest.py:16-22
Timestamp: 2025-08-11T20:09:24.389Z
Learning: In the TensorRT-LLM test infrastructure, the team prefers simple, direct solutions (like hard-coding directory traversal counts) over more complex but robust approaches when dealing with stable directory structures. They accept the maintenance cost of updating tests if the layout changes.

Learnt from: fredricz-20070104
Repo: NVIDIA/TensorRT-LLM PR: 7645
File: tests/integration/test_lists/qa/llm_function_core.txt:648-648
Timestamp: 2025-09-09T09:40:45.658Z
Learning: In TensorRT-LLM test lists, it's common and intentional for the same test to appear in multiple test list files when they serve different purposes (e.g., llm_function_core.txt for comprehensive core functionality testing and llm_function_core_sanity.txt for quick sanity checks). This duplication allows tests to be run in different testing contexts.

Learnt from: yibinl-nvidia
Repo: NVIDIA/TensorRT-LLM PR: 6506
File: examples/models/core/mixtral/requirements.txt:3-3
Timestamp: 2025-08-01T15:14:45.673Z
Learning: In TensorRT-LLM, examples directory can have different dependency versions than the root requirements.txt file. Version conflicts between root and examples dependencies are acceptable because examples are designed to be standalone and self-contained.

📚 Learning: 2025-08-21T00:16:56.457Z

Learnt from: farshadghodsian
Repo: NVIDIA/TensorRT-LLM PR: 7101
File: docs/source/blogs/tech_blog/blog9_Deploying_GPT_OSS_on_TRTLLM.md:36-36
Timestamp: 2025-08-21T00:16:56.457Z
Learning: TensorRT-LLM container release tags in documentation should only reference published NGC container images. The README badge version may be ahead of the actual published container versions.

Applied to files:

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md

📚 Learning: 2025-07-28T17:06:08.621Z

Learnt from: moraxu
Repo: NVIDIA/TensorRT-LLM PR: 6303
File: tests/integration/test_lists/qa/examples_test_list.txt:494-494
Timestamp: 2025-07-28T17:06:08.621Z
Learning: In TensorRT-LLM testing, it's common to have both CLI flow tests (test_cli_flow.py) and PyTorch API tests (test_llm_api_pytorch.py) for the same model. These serve different purposes: CLI flow tests validate the traditional command-line workflow, while PyTorch API tests validate the newer LLM API backend. Both are legitimate and should coexist.

Applied to files:

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md

📚 Learning: 2025-08-11T20:09:24.389Z

Learnt from: achartier
Repo: NVIDIA/TensorRT-LLM PR: 6763
File: tests/integration/defs/triton_server/conftest.py:16-22
Timestamp: 2025-08-11T20:09:24.389Z
Learning: In the TensorRT-LLM test infrastructure, the team prefers simple, direct solutions (like hard-coding directory traversal counts) over more complex but robust approaches when dealing with stable directory structures. They accept the maintenance cost of updating tests if the layout changes.

Applied to files:

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md

📚 Learning: 2025-09-09T09:40:45.658Z

Learnt from: fredricz-20070104
Repo: NVIDIA/TensorRT-LLM PR: 7645
File: tests/integration/test_lists/qa/llm_function_core.txt:648-648
Timestamp: 2025-09-09T09:40:45.658Z
Learning: In TensorRT-LLM test lists, it's common and intentional for the same test to appear in multiple test list files when they serve different purposes (e.g., llm_function_core.txt for comprehensive core functionality testing and llm_function_core_sanity.txt for quick sanity checks). This duplication allows tests to be run in different testing contexts.

Applied to files:

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md

📚 Learning: 2025-08-26T09:49:04.956Z

Learnt from: pengbowang-nv
Repo: NVIDIA/TensorRT-LLM PR: 7192
File: tests/integration/test_lists/test-db/l0_dgx_b200.yml:56-72
Timestamp: 2025-08-26T09:49:04.956Z
Learning: In TensorRT-LLM test configuration files, the test scheduling system handles wildcard matching with special rules that prevent duplicate test execution even when the same tests appear in multiple yaml files with overlapping GPU wildcards (e.g., "*b200*" and "*gb200*").

Applied to files:

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md

🪛 LanguageTool

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md

[style] ~237-~237: Three successive sentences begin with the same word. Consider rewording the sentence or use a thesaurus to find a synonym.
Context: ...l,e2el" done EOF chmod +x bench.sh ``` To achieve max through-put, with attention...

(ENGLISH_WORD_REPEAT_BEGINNING_RULE)

🪛 markdownlint-cli2 (0.18.1)

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md

27-27: Fenced code blocks should have a language specified

(MD040, fenced-code-language)

⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1)

GitHub Check: Pre-commit Check

🔇 Additional comments (5)

docs/source/deployment-guide/index.rst (1)

94-94: Index reference for Qwen3 deployment guide looks good.

The new guide is properly placed in logical sequence between the gpt-oss and qwen3-next guides.

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md (4)

11-11: Verify CUDA Driver 575 is the correct minimum for the target container.

CUDA 12.9.0 requires NVIDIA Driver release 575 or later, which aligns with the documented requirement. However, if the guide targets an earlier TensorRT-LLM container version, older data center GPUs may support earlier driver releases (e.g., 470.57, 525.85, 535.86). Please confirm this prerequisite matches the actual container image versions referenced in the guide. Based on learnings, ensure only published NGC container versions are referenced.

1-254: Comprehensive Qwen3 deployment guide with solid coverage.

The guide provides clear, practical instructions for deploying Qwen3 models on TensorRT-LLM, including setup, configuration, testing, and benchmarking workflows. The YAML configuration options are well-documented, and the troubleshooting tips and benchmarking template will be helpful for users. The overall structure and content align well with the existing deployment guides in the series.

49-49: I encountered an issue accessing the repository to verify the file path. Since I cannot directly examine the codebase to confirm whether examples/configs/qwen3.yaml exists at the expected location, manual verification is required.

Verify the literal include path resolves correctly.

The literalinclude directive uses a relative path ../../../examples/configs/qwen3.yaml to reference the YAML config. Confirm that this path resolves correctly relative to the documentation file location at docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md (resolving to examples/configs/qwen3.yaml from the repository root).

25-25: Docker guide reference path is valid and resolves correctly.

Based on web search results referencing the docker/README.md file in the TensorRT-LLM repository's deployment documentation, the relative path ../../../docker/README.md correctly resolves from docs/source/deployment-guide/ to the Docker guide at the repository root. The path calculation and reference are accurate.

docs/source/deployment-guide/deployment-guide-for-qwen3-on-trtllm.md

Signed-off-by: Lanyu Liao <[email protected]>

lancelly · 2025-11-26T11:19:23Z

/bot run

lancelly · 2025-11-26T12:04:03Z

/bot run

lancelly · 2025-11-27T01:19:29Z

/bot run

tensorrt-cicd · 2025-11-27T01:25:07Z

PR_Github #25912 [ run ] triggered by Bot. Commit: 875f2a4

tensorrt-cicd · 2025-11-27T02:05:19Z

PR_Github #25912 [ run ] completed with state SUCCESS. Commit: 875f2a4
/LLM/main/L0_MergeRequest_PR pipeline #19649 completed with status: 'SUCCESS'

…VIDIA#8779) The performance results of some kernels could be easily affected by the warm/cold L2 cache status. To achieve more precise profiling results, the L2 cache is cleared for every execution by the circular buffer method for better benchmarking during autotuning. Signed-off-by: Yukun He <[email protected]> [None][infra] Waive failed cases for main branch on 11/25 (NVIDIA#9429) Signed-off-by: qqiao <[email protected]> [NVIDIA#8391][chore] test_perf.py to lock clocks read from gpu_configs.yml instead of max freq (NVIDIA#9409) Signed-off-by: Eran Geva <[email protected]> [None][ci] Move more test stages to use OCI machines (NVIDIA#9395) Signed-off-by: Yanchao Lu <[email protected]> Co-authored-by: Matt Lefebvre <[email protected]> [None][feat] Improve TRTLLM MoE in small hidden size throughput cases (NVIDIA#9377) Signed-off-by: Anthony Chang <[email protected]> [https://nvbugs/5537996][fix] Let KV cache manager block initialization be aware whether it is doing a dry run or not (NVIDIA#9093) Before this commit, the kv cache manager does the same regardless, which causes a mis-calculation in free memory available to allocate for the KV cache manager, hence causing a crash. This commit fixes this by letting KV cache manager initialization be aware whether it is doing the dry run or not. If it is a dry run, use the max_tokens setting that is already pre-calculated and filled into kv_cache_config.max_tokens. Signed-off-by: eopXD <[email protected]> [https://nvbugs/5667922][fix] Update long context evaluation config (NVIDIA#9426) Signed-off-by: mni <[email protected]> [None][fix] Mitigate test timeout issues (NVIDIA#9445) Signed-off-by: Shixiaowei02 <[email protected]> [None][chore] Fix trtllm-eval for PyTorchLLM (NVIDIA#9427) Signed-off-by: Fanrong Li <[email protected]> [None][feat] Add a parser to layer-wise benchmarks (NVIDIA#9440) Signed-off-by: Tailing Yuan <[email protected]> [None][feat] Support custom chat template for tool calling (NVIDIA#9297) Signed-off-by: Pengyun Lin <[email protected]> [TRTLLM-8160][feat] Add draft token tree runtime on CDL (NVIDIA#8586) Signed-off-by: Yue Weng <[email protected]> [None][ci] waive a test (NVIDIA#9458) Signed-off-by: Yan Chunwei <[email protected]> [https://nvbugs/5680905][fix] Relax the MMLU accuracy requirement for DS-v3.2 (NVIDIA#9439) Signed-off-by: Fanrong Li <[email protected]> [TRTLLM-8376][feat] top-p optimization (removes redundant softmax) (NVIDIA#9411) Signed-off-by: ixlmar <[email protected]> [TRTLLM-9490][feat] use FlashInfer's top_k_sampling_from_probs (NVIDIA#9457) Signed-off-by: ixlmar <[email protected]> [https://nvbugs/5647400] [fix] Enlarged the AllReduce workspace size to 64MB. Added AllReduce strategy to AD config. (NVIDIA#9145) Signed-off-by: Eran Geva <[email protected]> [TRTLLM-909][feat] Overlap context chunks in pipeline parallel mode (NVIDIA#9308) Signed-off-by: Robin Kobus <[email protected]> [None][chore] AutoDeploy add multi stream moe pass to default.yaml (NVIDIA#9430) Signed-off-by: Suyog Gupta <[email protected]> [https://nvbugs/5685143][fix] avoid cudaFree overlap with cuda graph (NVIDIA#9438) Signed-off-by: Chuang Zhu <[email protected]> [None][chore] Bump version to 1.2.0rc5 (NVIDIA#9455) Signed-off-by: Yiqing Yan <[email protected]> [TRTLLM-8936][test] Add disagg and wideep multi-node multi-gpu test cases (NVIDIA#9356) Signed-off-by: FredricZ-2007 <[email protected]> [None][ci] move some slow test cases of DGX-B200 to post merge (NVIDIA#9467) Signed-off-by: junq <[email protected]> [TRTLLM-9293][feat] Enable partial weight loading to support streaming update weights (NVIDIA#9224) Signed-off-by: shuyix <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [TRTLLM-9264][fix] Add accuracy/unit tests/doc for phi4mm (NVIDIA#9246) Signed-off-by: Wanli Jiang <[email protected]> [https://nvbugs/5580099][fix] Cherry pick IMA issue fix from release/1.1 (NVIDIA#9032) Signed-off-by: Junyi Xu <[email protected]> [None][chore] Upgrade CuteDSL to 4.3.0 (NVIDIA#9444) Signed-off-by: Enwei Zhu <[email protected]> [None][feat] Support MLA chunked prefill for DeepSeek V3.2 model (NVIDIA#9376) Signed-off-by: Chang Liu (Enterprise Products) <[email protected]> [None][feat] Add environment variable to force spec-dec number of accepted tokens (NVIDIA#9371) Signed-off-by: Aurelien Chartier <[email protected]> [None][infra] Update allowed list 2025.11.25 (NVIDIA#9468) Signed-off-by: Yuanjing Xue <[email protected]> [None][infra] Fail the pipeline when slurm ssh dropped (NVIDIA#9157) Signed-off-by: Yuanjing Xue <[email protected]> [None][feat] AutoDeploy: Remove redundant copies in mamba layers (NVIDIA#9461) Signed-off-by: Chenghao Zhang <[email protected]> Co-authored-by: Suyog Gupta <[email protected]> [None][feat] AutoDeploy: Add A_log fusion for Mamba layers (NVIDIA#9422) Signed-off-by: Chenghao Zhang <[email protected]> [None][ci] Waive blackwell test on spec gate. (NVIDIA#9502) Signed-off-by: Zheyu Fu <[email protected]> [https://nvbugs/5608930][fix] Fix a typo (NVIDIA#9487) Signed-off-by: Shixiaowei02 <[email protected]> [NVIDIA#9463][feat] Add revision option to trtllm commands (NVIDIA#9498) Signed-off-by: Aurelien Chartier <[email protected]> [TRTLLM-9085][doc] fix math formula rendering issues (NVIDIA#9481) Signed-off-by: junq <[email protected]> [None][chore] update comments in llm_args.py (NVIDIA#9472) Signed-off-by: junq <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [https://nvbugs/5680310][fix] Fix ctx only timed out test (NVIDIA#9410) Signed-off-by: Patrice Castonguay <[email protected]> [https://nvbugs/5547414][fix] enable case after using local cache model (NVIDIA#9473) Signed-off-by: Hui Gao <[email protected]> [None][fix] Replace PYTORCH_CUDA_ALLOC_CONF with PYTORCH_ALLOC_CONF to fix deprecation warning (NVIDIA#9294) Signed-off-by: Jiagan Cheng <[email protected]> [https://nvbugs/5698581][fix] Init draft tokens for CUDA graph dummy request (NVIDIA#9505) Signed-off-by: ziyixiong-nv <[email protected]> [None][infra] Waive failed case in pre-merge on 11/27 (NVIDIA#9507) Signed-off-by: qqiao <[email protected]> [TRTLLM-9513][docs] Qwen3 deployment guide (NVIDIA#9488) Signed-off-by: Lanyu Liao <[email protected]> Co-authored-by: Lanyu Liao <[email protected]> [None][chore] revert batch_size=1 to prevent timeout and lower accuracy reference by 0.12% as a WAR (NVIDIA#9447) Signed-off-by: Lizhi Zhou <[email protected]> Co-authored-by: Shi Xiaowei <[email protected]> [TRTLLM-9279][infra] Use flexcache for gh200 nodes since they locate in Austin (NVIDIA#9405) Signed-off-by: qqiao <[email protected]> Signed-off-by: Emma Qiao <[email protected]> Co-authored-by: Yanchao Lu <[email protected]> [cherry-pick][https://nvbugs/5670793][fix] Solve trtllm-serve launch_disaggregated issue (NVIDIA#9346) Signed-off-by: xxi <[email protected]> [None][infra] Fix Slurm job script (NVIDIA#9508) Signed-off-by: Yuanjing Xue <[email protected]> [None][fix] change allreduce workspace dtype to torch.int64 to avoid overflow (NVIDIA#9479) Signed-off-by: Zhenhuan Chen <[email protected]> [None][feat] add qwen3-next CI test of accuracy on BF16 and NVFP4 (NVIDIA#9330) Signed-off-by: jiant <[email protected]> [None][fix] fix TP support for DeepSeek-V3.2 on hopper (NVIDIA#9484) Signed-off-by: Fanrong Li <[email protected]> [TRTLLM-9389][chore] Refactor AlltoallMethodType. (NVIDIA#9388) Signed-off-by: Bo Li <[email protected]> [https://nvbugs/5674665][chore] Add test coverage for https://nvbugspro.nvidia.com/bug/5674665 (NVIDIA#9518) Signed-off-by: eopXD <[email protected]> [TRTLLM-7288][infra] Download merged waive list in slurm script (NVIDIA#8999) Signed-off-by: Yiqing Yan <[email protected]> Signed-off-by: Yanchao Lu <[email protected]> Co-authored-by: Yanchao Lu <[email protected]> [https://nvbugs/5687820][fix] Remove self.abort() in DetokenizedGenerationResult (NVIDIA#9449) Signed-off-by: Enwei Zhu <[email protected]> [NVIDIA#9150][feat] AutoDeploy Nemotron-Flash support (NVIDIA#9504) Signed-off-by: Lucas Liebenwein <[email protected]> [None] [chore] Update to cutlass 4.3 (NVIDIA#8637) Signed-off-by: Kaiyu Xie <[email protected]> [https://nvbugs/5637037][chore] Update waive lists. (NVIDIA#9386) Signed-off-by: Bo Li <[email protected]> Signed-off-by: Enwei Zhu <[email protected]> Co-authored-by: Enwei Zhu <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [TRTLLM-8970][infra] Fix generate report when has isolation test result (NVIDIA#8861) Signed-off-by: qqiao <[email protected]> Signed-off-by: Emma Qiao <[email protected]> [https://nvbugs/5685015][fix] Update invalid max_token test (NVIDIA#9435) Signed-off-by: Junyi Xu <[email protected]> [None][fix] Fix on-disk cache and revise logger/statistics for AutoTuner. (NVIDIA#9211) Signed-off-by: Yukun He <[email protected]> [https://nvbugs/5689658][test] Fix gpu lock issue running on cluster (NVIDIA#9441) Signed-off-by: yufeiwu <[email protected]> [None][chore] add spec_decoding configs in perf benchmark scripts and fix typos (NVIDIA#9533) Signed-off-by: Lanyu Liao <[email protected]> Co-authored-by: Lanyu Liao <[email protected]> [None][fix] Remove FP8 K/V buffer from TRTLLM sparse MLA attention kernel (NVIDIA#9529) Signed-off-by: Chang Liu (Enterprise Products) <[email protected]> [None] [chore] Enhancements and clean up to slurm scripts (NVIDIA#9493) Signed-off-by: Kaiyu Xie <[email protected]> [None][chore] Revert "[None][fix] change allreduce workspace dtype to torch.int64 t… (NVIDIA#9538) Signed-off-by: Zhenhuan Chen <[email protected]> [None][infra] Waive failed cases for main branch on 11/28 (NVIDIA#9539) Signed-off-by: qqiao <[email protected]> [None][fix] Pass checkpoint_format to create_input_processor (NVIDIA#9521) Signed-off-by: Robin Kobus <[email protected]> [TRTLLM-9541][infra] Use artifactory mirror for download.pytorch.org (NVIDIA#9477) Signed-off-by: ZhanruiSunCh <[email protected]> Signed-off-by: Zhanrui Sun <[email protected]> Co-authored-by: Yanchao Lu <[email protected]> [TRTLLM-9488][feat] add 'disable_flashinfer_sampling' config option (NVIDIA#9454) Signed-off-by: ixlmar <[email protected]> [None][infra] Waive failed case in pre-merge on 11/28 (NVIDIA#9537) Signed-off-by: Wangshanshan <[email protected]> [None][perf] Helix: improve all-to-all perf for large CP size (NVIDIA#9494) Signed-off-by: Matthias Jouanneaux <[email protected]> Signed-off-by: Zheyu Fu <[email protected]> Co-authored-by: Zheyu Fu <[email protected]> [None][feat] support for more accurate AR calculation (NVIDIA#9323) Signed-off-by: binghanc <[email protected]> [TRTLLM-9488][fix] llmapi references (NVIDIA#9547) Signed-off-by: ixlmar <[email protected]> [NVIDIA#8948][feat] Support custom sharding config (NVIDIA#9143) Signed-off-by: greg-kwasniewski1 <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [None][chore] Weekly mass integration of release/1.1 -- rebase (NVIDIA#9522) Signed-off-by: yunruis <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Wangshanshan <[email protected]> Signed-off-by: qgai <[email protected]> Signed-off-by: Balaram Buddharaju <[email protected]> Signed-off-by: Yan Chunwei <[email protected]> Signed-off-by: Junyi Xu <[email protected]> Signed-off-by: Simeng Liu <[email protected]> Signed-off-by: nv-guomingz <[email protected]> Signed-off-by: Jin Li <[email protected]> Signed-off-by: Ivy Zhang <[email protected]> Signed-off-by: Vincent Zhang <[email protected]> Signed-off-by: peaceh <[email protected]> Signed-off-by: Michal Guzek <[email protected]> Signed-off-by: Michal Guzek <[email protected]> Signed-off-by: Chang Liu (Enterprise Products) <[email protected]> Signed-off-by: leslie-fang25 <[email protected]> Signed-off-by: Shunkang <[email protected]> Signed-off-by: junq <[email protected]> Co-authored-by: yunruis <[email protected]> Co-authored-by: sunnyqgg <[email protected]> Co-authored-by: brb-nv <[email protected]> Co-authored-by: Yan Chunwei <[email protected]> Co-authored-by: JunyiXu-nv <[email protected]> Co-authored-by: Simeng Liu <[email protected]> Co-authored-by: Guoming Zhang <[email protected]> Co-authored-by: Jin Li <[email protected]> Co-authored-by: Ivy Zhang <[email protected]> Co-authored-by: Vincent Zhang <[email protected]> Co-authored-by: peaceh-nv <[email protected]> Co-authored-by: Michal Guzek <[email protected]> Co-authored-by: Chang Liu <[email protected]> Co-authored-by: Leslie Fang <[email protected]> Co-authored-by: Shunkangz <[email protected]> Co-authored-by: Shunkang <[email protected]> Co-authored-by: QI JUN <[email protected]> [TRTLLM-5971][feat] Integrate helix parallelism (NVIDIA#9342) Signed-off-by: Balaram Buddharaju <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [None][infra] - Request idle time exemption for OCI jobs (NVIDIA#9528) Signed-off-by: Yanchao Lu <[email protected]> [None][infra] Wiave failed tests for main branch on 11/30 (NVIDIA#9555) Signed-off-by: qqiao <[email protected]> [None][fix] Fix port conflict in disagg tests (NVIDIA#9474) Signed-off-by: Junyi Xu <[email protected]> [None][ci] Split H100_PCIe-PyTorch-Post-Merge test stage (NVIDIA#9558) Signed-off-by: Yanchao Lu <[email protected]> [None][ci] Split H100_PCIe-PyTorch-Post-Merge test stage (NVIDIA#9559) Signed-off-by: Yanchao Lu <[email protected]> [TRTLLM-8958][feat] and [TRTLLM-8960]: create ConfigurableMoE and support TRTLLMGenFusedMoE as backend (NVIDIA#9486) [None] [feat] Optimize the algorithm part of RocketKV (NVIDIA#9333) Signed-off-by: yuhangh <[email protected]> [https://nvbugs/5690172][fix] Fix Qwen3-235B ATP accuracy issue with PDL (NVIDIA#9530) Signed-off-by: Enwei Zhu <[email protected]> [TRTLLM-6222][feat] Extend cute_dsl_nvfp4_gemm to sm103. (NVIDIA#9543) Signed-off-by: Mindy Li <[email protected]> [None][fix] Correct virtual memory allocation alignment (NVIDIA#9491) Signed-off-by: Yuan Tong <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [https://nvbugs/5684703][fix] Unwaive disagg guided decoding test (NVIDIA#9466) Signed-off-by: Enwei Zhu <[email protected]> [https://nvbugs/5503479][fix] Temporarily lower reference accuracy to stabilize CI (NVIDIA#9398) Signed-off-by: Pengbo Wang <[email protected]> [None][chore] remove qwen3-next accuracy tests (NVIDIA#9534) Signed-off-by: jiant <[email protected]> [None][doc] fix mtp.py typo (NVIDIA#9307) Signed-off-by: liugaoji <[email protected]> [None][feat] add chat template kwargs support to longbench-v2 (NVIDIA#9544) Signed-off-by: Fanrong Li <[email protected]> [NVIDIA#9496][fix] AutoDeploy: remove auto-tuner from nvfp4_gemm forward (NVIDIA#9497) Signed-off-by: Neta Zmora <[email protected]> [None][fix] Replace hash method with unique_id for cutedsl MoE runners. (NVIDIA#9569) Signed-off-by: Yukun He <[email protected]> [None][chore] refactor disaggregated scripts to use named arguments (NVIDIA#9581) Signed-off-by: Zhenhuan Chen <[email protected]> [TRTLLM-6222][feat] Several perf opt for cuteDSL nvf4 gemm (NVIDIA#9428) Signed-off-by: Yuhan Li <[email protected]> [None][chore] reduce the layers of the `devel` docker image (NVIDIA#9077) Signed-off-by: Martin Marciniszyn Mehringer <[email protected]> [https://nvbugs/5651854][infra] Enable perf metrics during accuracy testing (NVIDIA#9140) [None][fix] Skip Allreduce init for Attention DP (NVIDIA#9542) Signed-off-by: Enwei Zhu <[email protected]> [None][test] [None][test] Waive main branch test failures 12/1 (NVIDIA#9566) Signed-off-by: Yanchao Lu <[email protected]> [None][ci] Minor change for Slurm scripts (NVIDIA#9561) Signed-off-by: Yanchao Lu <[email protected]> [TRTLLM-6768][infra] Fix params for not updating github status (NVIDIA#6747) Signed-off-by: Yiqing Yan <[email protected]> [None][infra] Update the pytest options after MI (NVIDIA#9579) Signed-off-by: qqiao <[email protected]> [TRTLLM-6756][feat] Add Beam Search to TorchSampler (NVIDIA#8509) Signed-off-by: Stefan Niebler <[email protected]> [None][chore] Defer exposing context parallel configs (NVIDIA#9552) Signed-off-by: Balaram Buddharaju <[email protected]> [TRTC-1943][feat] Env vars override support in LLM API (NVIDIA#9104) Signed-off-by: Venky Ganesh <[email protected]> [None][feat] AutoDeploy: Use the router gemm op for nemotron MOE (NVIDIA#9500) Signed-off-by: Chenghao Zhang <[email protected]> [NVIDIA#9198][feat] Refactor dist ops in AutoDeploy (NVIDIA#9301) Signed-off-by: Eran Geva <[email protected]> [None][fix] Prevent YAML partial kv_cache_config from incorrectly overriding the complete kv_cache_config (NVIDIA#9262) Signed-off-by: Yuening Li <[email protected]> [TRTLLM-9085][doc] fix math formula rendering issues in github (NVIDIA#9605) Signed-off-by: junq <[email protected]> [None][feat] Unify nvfp4 gemm backend (NVIDIA#8963) Signed-off-by: Shijie Wang <[email protected]> Signed-off-by: Yukun He <[email protected]> Signed-off-by: Shijie <[email protected]> Co-authored-by: Yukun He <[email protected]> [None][feat] Add support for KVCache reuse for DSv32 (NVIDIA#9383) Signed-off-by: Iman Tabrizian <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [None][chroe] Polish qwen3-next modeling code. (NVIDIA#8902) Signed-off-by: nv-guomingz <[email protected]> [https://nvbugs/5703953][fix] Use random port for disagg tests (NVIDIA#9582) Signed-off-by: Junyi Xu <[email protected]> [None][fix] Waive gb200 (NVIDIA#9580) Signed-off-by: Xin He (SW-GPU) <[email protected]> [FMDL-1328][feat] Add support for nano-v3 and super-v3 with pytorch backend (NVIDIA#9261) Signed-off-by: Wanli Jiang <[email protected]> [https://nvbugs/5582091][test] increase warmup times in testing for multi-gpu cases (NVIDIA#9578) Signed-off-by: Ruodi Lu <[email protected]> Co-authored-by: Ruodi Lu <[email protected]> [None][chore] Add failed cases into waives.txt (NVIDIA#9588) Signed-off-by: xinhe-nv <[email protected]> [https://nvbugs/5702793][fix] Fix uncontiguous tensor view (NVIDIA#9576) Signed-off-by: shuyix <[email protected]> [None][infra] Waive failed cases for main branch (NVIDIA#9615) Signed-off-by: qqiao <[email protected]> [TRTLLM-9488][feat] use FlashInfer.sampling by default (NVIDIA#9545) Signed-off-by: ixlmar <[email protected]> [None][infra] Update allowlist 2025/12/01 (NVIDIA#9616) Signed-off-by: Yuanjing Xue <[email protected]> [None][infra] Remove an invalid test name in waives.txt (NVIDIA#9620) Signed-off-by: qqiao <[email protected]> Lock the gpu clocks in L0 perf tests (NVIDIA#9585) Signed-off-by: Eran Geva <[email protected]> [TRTLLM-9466][test] Evaluate helix parallelism with DSV3 Lite (NVIDIA#9597) Signed-off-by: Balaram Buddharaju <[email protected]> [None][fix] Extract GPU count from single-node stage names (NVIDIA#9599) Signed-off-by: Chang Liu (Enterprise Products) <[email protected]> [https://nvbugs/5667774][fix] Refine Piecewise Cuda Graph Condition for DP (NVIDIA#9393) Signed-off-by: Jin Li <[email protected]> [TRTLLM-9144][fix] enhance RPC robustness (NVIDIA#8711) Signed-off-by: Superjomn <[email protected]> Signed-off-by: Erin Ho <[email protected]> Signed-off-by: Yan Chunwei <[email protected]> Co-authored-by: Erin Ho <[email protected]> [https://nvbugs/5627710][fix] Fix synchronization bugs in KvCacheTransferManager that can cause corrupted blocks (NVIDIA#9056) Signed-off-by: thorjohnsen <[email protected]> Signed-off-by: Thor Johnsen <[email protected]> Co-authored-by: Iman Tabrizian <[email protected]> Co-authored-by: Robin Kobus <[email protected]> [TRTLLM-8980][test] Clean up spec dec tests in test_llm_api_pytorch (NVIDIA#8889) Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [NVIDIA#9150][feat] Add code for nano v3 to custom implementation in AD (NVIDIA#9465) * Why? We would like to show an alternative to monkey-patching in AutoDeploy. * What? This commit builds on the existing custom model implementation for NemotronH and adds the bits relevant for MoE layers. Part of NVIDIA#9150. Signed-off-by: William Zhang <[email protected]> [NVIDIA#9150][feat] AutoDeploy: reviewer comments for NVIDIA#9150 (NVIDIA#9527) Signed-off-by: Lucas Liebenwein <[email protected]> [https://nvbugs/5651854][fix] Fix dist-serving perf by clearing CPU affinity (NVIDIA#9549) Signed-off-by: Shixiaowei02 <[email protected]> [NVIDIA#9550][feat] AutoDeploy: Add NVFP4 Cutlass MoE kernels (NVIDIA#9551) Signed-off-by: Neta Zmora <[email protected]> [https://nvbugs/5688388][fix] fix: Reducing num request in disagg test to speed up (NVIDIA#9598) Signed-off-by: Patrice Castonguay <[email protected]> [TRTLLM-8946][feat] Improved heuristics to detect shardable regions (NVIDIA#9200) Signed-off-by: Lucas Liebenwein <[email protected]> Signed-off-by: greg-kwasniewski1 <[email protected]> Co-authored-by: Lucas Liebenwein <[email protected]> [NVIDIA#9632][feat] Support EXTRA_WHEEL_BUILD_ARGS during wheel build (NVIDIA#9633) Signed-off-by: Yu Chi Li <[email protected]> [None][chore] Waive test failing on pre-merge (NVIDIA#9638) Signed-off-by: Balaram Buddharaju <[email protected]> [None][chore] Remove traceback dump for multimodal input processor (NVIDIA#9634) Signed-off-by: Chang Liu (Enterprise Products) <[email protected]> [None][chore] Fix trtllm-eval and move GroupedGemmInputsHelper (NVIDIA#9612) Signed-off-by: Enwei Zhu <[email protected]> [https://nvbugs/5698434][fix] Use separate weight mapper for draft (NVIDIA#9607) Signed-off-by: Anurag Mukkara <[email protected]> [TRTLLM-7101][infra] Reuse passed tests (NVIDIA#6894) Signed-off-by: Yiqing Yan <[email protected]> Co-authored-by: Yanchao Lu <[email protected]> [None][test] Remove duplicate test cases (NVIDIA#9623) Signed-off-by: yufeiwu <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [None][feat] Add RocketKV usage doc and e2e accuracy test on LongBenchV2 (NVIDIA#9572) Signed-off-by: yuhangh <[email protected]> [TRTLLM-9242][doc] Add examples showcasing openai compatible APIs (NVIDIA#9520) Signed-off-by: Junyi Xu <[email protected]> [None][chore] AutoDeploy update cuda stream manager for multi-device (NVIDIA#9575) Signed-off-by: Suyog Gupta <[email protected]> [TRTLLM-9391][chore] Automatically estimate required workspace. (NVIDIA#9535) Signed-off-by: Bo Li <[email protected]> [https://nvbugs/5708475][fix] Fix e2e eval accuracy for helix parallelism (NVIDIA#9647) Signed-off-by: Balaram Buddharaju <[email protected]> [https://nvbugs/5561153][test] Fix log error for perf test (NVIDIA#9622) Signed-off-by: FredricZ-2007 <[email protected]> [TRTLLM-8241][feat] Aliasing to comply to LlmArgs (NVIDIA#9586) Signed-off-by: Pengyun Lin <[email protected]> [None][chore] Add failed cases into waives.txt (NVIDIA#9593) Signed-off-by: Jie Li <[email protected]> Co-authored-by: Jie Li <[email protected]> [TRTLLM-6842][feat] Support Response API for general purpose (NVIDIA#9392) Signed-off-by: Junyi Xu <[email protected]> [None][test] Update Qwen3-next accuracy testing by setting the cuda … (NVIDIA#9613) Signed-off-by: nv-guomingz <[email protected]> [None][feat] update trtllm-gen nvfp4 kernels with better performance (NVIDIA#9510) Signed-off-by: Perkz Zheng <[email protected]> [None][doc] Replace the tensorrt icon with torch icon on overview.md (NVIDIA#9644) Signed-off-by: nv-guomingz <[email protected]> [https://nvbugs/5705197][chore] Unwaive timeout disagg tests (NVIDIA#9637) Signed-off-by: Patrice Castonguay <[email protected]> [https://nvbugs/5552132][fix] Enable LoRa for GPT OSS Torch (NVIDIA#8253) Signed-off-by: Michal Guzek <[email protected]> [None][fix] Fix wide ep MoE error (NVIDIA#9642) Signed-off-by: Iman Tabrizian <[email protected]> [https://nvbugs/5702795][fix] Remove the warning message for aten.log. (NVIDIA#9665) Signed-off-by: nv-guomingz <[email protected]> [https://nvbugs/5693853][fix] Fix error handling when querying machin… (NVIDIA#9483) Signed-off-by: Gal Hubara Agam <[email protected]> [OMNIML-2932] [feat] nvfp4 awq support (NVIDIA#8698) Signed-off-by: weimingc <[email protected]> [NVIDIA#9643][fix] AutoDeploy: fix nano sharding config (NVIDIA#9668) Signed-off-by: Lucas Liebenwein <[email protected]> [NVIDIA#9147][feat] AutoDeploy: Draft Target Speculative Decoding (NVIDIA#9275) Signed-off-by: Govind Ramnarayan <[email protected]> [None][feat] Update Qwen3CodeToolParser to align tool-calling parameters (NVIDIA#9540) Signed-off-by: Wanli Jiang <[email protected]> [TRTLLM-7181][infra] Generate test results when pytest timeout happens (NVIDIA#9396) Signed-off-by: Yiqing Yan <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [TRTLLM-9522][fix] restore `trtllm-serve mm_embedding_serve` (NVIDIA#9669) [TRTLLM-5093][infra] Write env variables to a file in the interactive debug session (NVIDIA#6792) Signed-off-by: Yiqing Yan <[email protected]> [None][fix] fix error when processing batches containing both text and mm data (NVIDIA#8381) Signed-off-by: Nekofish-L <[email protected]> [TRTLLM-7073][feat] Support torch compile for PP for Llama and DeepSeekV3 (NVIDIA#7838) Signed-off-by: Jin Li <[email protected]> [None][feat] Add weights initialization and context phase parser to layer-wise benchmarks (NVIDIA#9667) Signed-off-by: Tailing Yuan <[email protected]> [TRTLLM-8274][feat] Check if executor is shutdown in /health entrypoint (NVIDIA#9057) Signed-off-by: Junyi Xu <[email protected]> [NVIDIA#8733][feat] Add Llama4 MoE handling to AutoDeploy (NVIDIA#9556) Signed-off-by: Tal Cherckez <[email protected]> Signed-off-by: tcherckez-nvidia <[email protected]> Co-authored-by: Neta Zmora <[email protected]> [None][ci] unwaive tests (NVIDIA#9651) Signed-off-by: Yan Chunwei <[email protected]> [None][feat] Add NIXL-LIBFABRIC support (NVIDIA#9225) Signed-off-by: Yoray Zack <[email protected]> Signed-off-by: zackyoray <[email protected]> [None][test] rename wide ep and disagg metric name in perf test (NVIDIA#9704) Signed-off-by: Ruodi Lu <[email protected]> Co-authored-by: Ruodi Lu <[email protected]> [https://nvbugs/5467531][fix] Unwaive fused_moe all to all test with … (NVIDIA#9617) Signed-off-by: Jin Li <[email protected]> [None][fix] Recover TRTLLM MoE Perf for DEP (NVIDIA#9562) Signed-off-by: Anthony Chang <[email protected]> [None][chore] Add failed cases into waives.txt (NVIDIA#9662) Signed-off-by: Xin He (SW-GPU) <[email protected]> Signed-off-by: xinhe-nv <[email protected]> Signed-off-by: Yanchao Lu <[email protected]> Co-authored-by: Yanchao Lu <[email protected]> [None][fix] Fix TLLM_SPEC_DECODE_FORCE_NUM_ACCEPTED_TOKENS for MTP/EAGLE (NVIDIA#9608) Signed-off-by: Aurelien Chartier <[email protected]> [None][infra] Add container notices and documentation (NVIDIA#9185) Signed-off-by: Parker Drake <[email protected]> [TRTLLM-5312][infra] Add triton trigger rules (NVIDIA#6440) Signed-off-by: Yiqing Yan <[email protected]> [None][doc] Add feature docs for helix parallelism (NVIDIA#9684) Signed-off-by: Balaram Buddharaju <[email protected]> [TRTLLM-9579][infra] Set mergeWaiveList stage UNSTABLE when there is any issue (NVIDIA#9692) Signed-off-by: Yiqing Yan <[email protected]> [None][doc] Added line about partial reuse (NVIDIA#7846) Signed-off-by: thorjohnsen <[email protected]> [TRTLLM-8920][feat] decouple disagg service from fastapi (NVIDIA#8714) Signed-off-by: Lizhi Zhou <[email protected]> [https://nvbugs/5633340][fix] start disagg workers and servers on free ports (NVIDIA#9694) Signed-off-by: Lizhi Zhou <[email protected]> [TRTLLM-9562] [doc] Add Deployment Guide for Kimi K2 Thinking on TensorRT LLM - Blackwell (NVIDIA#9711) Signed-off-by: Kaiyu Xie <[email protected]> [NVIDIA#9602][feat] AutoDeploy: Support TRTLLM Sampler (NVIDIA#9641) Signed-off-by: Govind Ramnarayan <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [None] [tests] Unwaive EPLB tests (NVIDIA#9625) Signed-off-by: Kaiyu Xie <[email protected]> [https://nvbugs/5518713][test] Refactor core test lists by merging with llm_perf_cluster.yml (NVIDIA#9714) Signed-off-by: yufeiwu <[email protected]> [TRTLLM-7136][feat] Update load_weights method to include mapping parameter in checkpoint loaders (NVIDIA#9583) Signed-off-by: Robin Kobus <[email protected]> [None][refactor] Improve request processing function in sampler (NVIDIA#9671) Signed-off-by: Robin Kobus <[email protected]> [https://nvbugs/5670672][fix] Fix flaky KV connector tests (NVIDIA#9676) Signed-off-by: jthomson04 <[email protected]> [None][infra] Update allowed list 20251204 (NVIDIA#9718) Signed-off-by: Yuanjing Xue <[email protected]> [None][feat] AutoDeploy: Perf optimization for Attention and rmsnorm (NVIDIA#9719) Signed-off-by: Chenghao Zhang <[email protected]> [None][chore] Waive flakey disagg tests (NVIDIA#9749) Signed-off-by: Mike Iovine <[email protected]> [https://nvbugs/5601682][fix] Fix cacheTransceiver hang (NVIDIA#9311) Signed-off-by: Iman Tabrizian <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [TRTLLM-9199][docs] KV Connector Docs (NVIDIA#9325) Signed-off-by: jthomson04 <[email protected]> Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [TRTLLM-9160][doc] add doc to llm_runtime.py (NVIDIA#9482) Signed-off-by: Yan Chunwei <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [None][doc] VDR 1.0 trtllm-serve doc enhancement (NVIDIA#9443) Signed-off-by: Pengyun Lin <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [TRTLLM-9086][doc] Clean up TODOs in documentation (NVIDIA#9292) Signed-off-by: junq <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [TRTLLM-9157][doc] Guided decoding doc improvement (NVIDIA#9359) Signed-off-by: Enwei Zhu <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [None][infra] Updated Linux installation guide (NVIDIA#9485) Signed-off-by: Yiqing Yan <[email protected]> Co-authored-by: Yanchao Lu <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [TRTLLM-9075][doc] refine the slurm examples (NVIDIA#9548) Signed-off-by: Yan Chunwei <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [TRTLLM-9093][doc] update hyper links in overview (NVIDIA#9568) Signed-off-by: junq <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [TRTLLM-9092][doc] link to modelopt checkpoints in quick start guide (NVIDIA#9571) Signed-off-by: junq <[email protected]> Signed-off-by: Mike Iovine <[email protected]> Signed-off-by: Mike Iovine <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [None][fix] Fix triton moe load_weight (NVIDIA#9649) Signed-off-by: shuyix <[email protected]> [None][fix] fix a bug: deepseek_fp8_block_scales in TRTLLMGEN-MoE use 2D x_sf instead of 1D (NVIDIA#9658) Signed-off-by: xxi <[email protected]> [TRTLLM-9372][feat] Enable CuteDSL MoE with Large EP (NVIDIA#9592) Signed-off-by: Enwei Zhu <[email protected]> [TRTLLM-9522][chore] implement default `attach_multimodal_embeddings` (NVIDIA#9664) Signed-off-by: ixlmar <[email protected]> [TRTLLM-9660][feat] Convert cuteDSL GEMM to opt-in feature (NVIDIA#9682) Signed-off-by: Jonas Li <[email protected]> Co-authored-by: Kaiyu Xie <[email protected]> [None][fix] enable hmac in RPC (NVIDIA#9745) Signed-off-by: Superjomn <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [https://nvbugs/5703953][fix] Preserving ip:port for trtllm-serve before initializing llm (NVIDIA#9646) Signed-off-by: Junyi Xu <[email protected]> [None][infra] Waive failed cases for main branch on 12/07 (NVIDIA#9769) Signed-off-by: qqiao <[email protected]> [None][fix] Several minor fixes to CI setting (NVIDIA#9765) Signed-off-by: Yanchao Lu <[email protected]> [OMNIML-3036][doc] Re-branding TensorRT-Model-Optimizer as Nvidia Model-Optimizer (NVIDIA#9679) Signed-off-by: Chenjie Luo <[email protected]> [None][feat] Enable NCCL_SYMMETRIC as default fallback for AllReduce (NVIDIA#9314) Signed-off-by: Ludwig Schneider <[email protected]> [TRTLLM-9000][feat] Add multi-node Perf Tests into CI (NVIDIA#8800) Signed-off-by: Chenfei Zhang <[email protected]> [None][test] add ntp tolerance in time metrics verification (NVIDIA#9741) Signed-off-by: zhengd-nv <[email protected]> [TRTLLM-9603][feat] Enable ConfigurableMoE test in the CI (NVIDIA#9645) [https://nvbugs/5422621][test] Add GB 200 WIDEEP test case for RCCA 5422621 (NVIDIA#9506) Signed-off-by: FredricZ-2007 <[email protected]> [None][fix] Fix two tuning cache miss issues. (NVIDIA#9743) Signed-off-by: Yukun He <[email protected]> [None][infra] Check in most recent lock file from nightly pipeline Signed-off-by: TensorRT LLM <[email protected]> [TRTLLM-9706] [doc] Update wide EP documents (NVIDIA#9724) Signed-off-by: Kaiyu Xie <[email protected]> [https://nvbugs/5666804][test] only adding sampler config for limited models (NVIDIA#9512) Signed-off-by: Ruodi Lu <[email protected]> Co-authored-by: Ruodi Lu <[email protected]> Co-authored-by: yufeiwu-nv <[email protected]> Co-authored-by: Larry Xu <[email protected]> [None][infra] Waive failed cases for main on 12/08 (NVIDIA#9773) Signed-off-by: qqiao <[email protected]> [None][chore] Move the rocketkv e2e test to post-merge (NVIDIA#9768) Signed-off-by: Fanrong Li <[email protected]> [None][chore] Enable tvm_ffi for cute dsl nvfp4_gemm to reduce host overhead. (NVIDIA#9690) Signed-off-by: Mindy Li <[email protected]> [TRTLLM-9431][perf] Enable multistream for Linear Attention in Qwen3-… (NVIDIA#9696) Signed-off-by: nv-guomingz <[email protected]> [None][chore] Remove closed bugs (NVIDIA#9770) Signed-off-by: xinhe-nv <[email protected]> [None][infra] update mooncake in docker images (NVIDIA#9584) Signed-off-by: zhengd-nv <[email protected]> Signed-off-by: Zheng Duan <[email protected]> [None][test] Add Kimi k2 WIDEEP perf and accuracy cases (NVIDIA#9686) Signed-off-by: FredricZ-2007 <[email protected]> Signed-off-by: Kaiyu Xie <[email protected]> Co-authored-by: Kaiyu Xie <[email protected]> [https://nvbugs/5527655][test] Add test case for RCCA 5527655 (NVIDIA#9511) Signed-off-by: FredricZ-2007 <[email protected]> [http://nvbugs/5649010][fix] fix test_auto_scaling.py::test_worker_restart timeout (NVIDIA#9775) Signed-off-by: Lizhi Zhou <[email protected]> [None][fix] Switch AutoDeploy's default allreduce strategy to NCCL (NVIDIA#9666) Signed-off-by: Eran Geva <[email protected]> [TRTLLM-9506][fix] Fix AR for DeepSeek-R1 2 model path (NVIDIA#9661) Signed-off-by: qgai <[email protected]> ray + updatew works trtllm works in async env trtllm works in sync and async env ray + updatew works rebase to the updated verl server mode still cherry pick still cherry pick still cherry pick integrated http interface hang at RyExecutor create workers ray.remote clean code use tensorrt_llm.rlhf_utils Signed-off-by: Liwei Ma <[email protected]> placement, asyncllm, and basic tests Signed-off-by: Erin Ho <[email protected]> connect sleep and wakeup; Add support to pass None to update_weights Signed-off-by: Erin Ho <[email protected]> Batching ctx for IFB scheduler Signed-off-by: Yuan Tong <[email protected]> accuracy WAR for TP>1: always use AllReduceStrategy.NCCL, refactored Signed-off-by: Erin Ho <[email protected]> fix e2e integration Signed-off-by: Superjomn <[email protected]> update asyncllm, other nits Signed-off-by: Erin Ho <[email protected]> fix init setup Signed-off-by: Erin Ho <[email protected]> Fix TRTLLMSampler logprobs perf Signed-off-by: Yuan Tong <[email protected]> fix and cleanup Signed-off-by: Erin Ho <[email protected]> fix server Signed-off-by: Erin Ho <[email protected]> Revert "Batching ctx for IFB scheduler" This reverts commit b51aac0 Signed-off-by: Yuan Tong <[email protected]> update & address comments Signed-off-by: Erin Ho <[email protected]>

Signed-off-by: Lanyu Liao <[email protected]> Co-authored-by: Lanyu Liao <[email protected]>

qwen3 deployment doc

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[TRTLLM-9513][docs] Qwen3 deployment guide (NVIDIA#9488)

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