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a55251bf75
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1215 Commits

Author SHA1 Message Date
Stefan Niebler
a55251bf75
[None][fix] Add TP information in weight scale loading in WeightOnlyQuantLinearMethod (#7732) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-09-18 10:30:50 +02:00
Wanli Jiang
a7ca0fff54
[TRTLLM-6577][feat] Support nano_v2_vlm in pytorch backend (#7207) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-09-18 16:26:20 +08:00
Leslie Fang
870cfcf9a0
[None][chore] Remove executor config in create_py_executor (#7599) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-18 14:24:58 +08:00
mpikulski
1c7f601265
[https://nvbugs/5508890][fix] gen. result cleanup when using PostprocWorker (#7771) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-09-18 14:01:18 +08:00
Li Min
14e455da3e
[None][fix] Fix CI issue for dsl pkg install (#7784) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-09-18 13:58:20 +08:00
Barry Kang
4f0e6b5f96
[None][feat] Cherry-pick DeepGEMM related commits from release/1.1.0rc2 (#7716) 
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-09-18 13:51:48 +08:00
Ziyi Xiong
28469dbf27
[https://nvbugs/5523080][fix] Correct the batch index in device tensors (#7803) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-09-18 13:45:37 +08:00
Guoming Zhang
e0423bfaab
[https://nvbugs/5519544][fix] fix invalid expression for disabling pa… (#7806) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-09-18 12:54:52 +08:00
Yanchao Lu
f8e811d134
[None][chore] Version bump for 1.1.0rc6 (#7824) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-09-18 11:13:56 +08:00
Yukun He
cd80e0a7f1
[None][fix] Make tile_tokens_dim calculation just in time before kernel launching. (#7529) 
tile_tokens_dim directly depends on the num_token, which is a dynamic shape during tuning and inference. When AutoTuner prepares dummy tensors with different num_tokens, it does not update the value of tile_tokens_dim automatically. Therefore, the value stored in the AutoTuner cache is misaligned, which will introduce a lot of cache misses during inference, which hurts perf a lot.

To avoid this issue, we move the calculation of tile_tokens_dim right before kernel launching, so that the value of tile_tokens_dim is always up to date with the num_tokens of the current input tensor used for the kernel runner.

Also, the tile_tokens_dim is calculated based on the number of tokens of a tuned bucket, instead of the original token number. Because we only tune the value for the buckets, not for the raw input token number, to avoid unexpected misalignment between tile_tokens_dim and the token number.

This PR also removes the warmup requests with the extra input shapes, which are triggered in the CUDA graph warmup phase.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-09-18 10:58:52 +08:00
Lucas Liebenwein
39eb120b96
[#7308] [feat] AutoDeploy: graph-less transformers mode for HF (#7635) 
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
 2025-09-18 10:44:24 +08:00
Netanel Haber
a5cfc8368f
[https://nvbugs/5508536][fix] Revert #7041: Move stop_criteria to sample_async (#7041) (#7796) 
Signed-off-by: Netanel Haber <nhaber@nvidia.com>
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Mike Iovine <miovine@nvidia.com>
 2025-09-17 21:27:01 -04:00
William Zhang
2614d71994
[TRTLLM-7410][feat] Enable KV cache reuse and chunked prefill for mistral3.1 (#7628) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-09-17 08:11:16 -07:00
Zhenhuan Chen
6983e8a00d
[https://nvbugs/5517260][fix] move scaffolding contrib module's import to subdirectory (#7758) 
Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
 2025-09-17 11:36:33 +08:00
Kaiyu Xie
62042a9733
[TRTLLM-6741] [feat] enable LM tp for MTP, under attention dp case (cherry-pick #7128) (#7571) 
Signed-off-by: Cheng Hang <chang@nvidia.com>
Co-authored-by: Cheng Hang <chang@nvidia.com>
 2025-09-17 09:41:32 +08:00
Yukun He
6313c9799c
[https://nvbugs/5488582][fix] Cherry-pick 7495: Avoid unexpected Triton recompilation in DG fused_moe (#7708) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-09-17 09:00:28 +08:00
Shiyu Li
8bdbb48264
[https://nvbugs/5489015][fix] Support communicator split in MNNVL allreduce and fix the binding issues. (#7387) 
Signed-off-by: Shiyu Li <shili@nvidia.com>
 2025-09-17 07:43:20 +08:00
HuiGao-NV
a49cfb3e68
[https://nvbugs/5516666][fix] cherrypick fix to the CUDA graph warmup issue when using speculative decoding (#7737) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
Co-authored-by: Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-09-17 06:24:20 +08:00
Aurelien Chartier
471723bce1
[None][chore] Remove unused get_quant_scales methods (#7687) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-09-16 12:56:11 -07:00
Lucas Liebenwein
9befd1a72f
[None][chore] AutoDeploy: neat disablement of transforms in pipeline (#7736) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-09-16 23:31:48 +08:00
bhsueh_NV
8226ef23dc
Revert "[None][feat] support attention dp for qwen3 dense model" (#7765) 2025-09-16 19:09:04 +08:00
Kaiyu Xie
6eef19297f
[None] [chore] cherry pick changes on slurm scripts from release/1.1.0rc2 (#7750) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-09-16 16:07:13 +08:00
Li Min
b278d06481
[TRTLLM-6898][feat] Add Cute DSL nvfp4 linear op (#7632) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-09-16 14:25:26 +08:00
Bo Li
3f4e160cba
[None][chore] Fix error when running trtllm-bench without cuda graph. (#7725) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-09-15 20:30:23 -07:00
Void
103b554734
[None][fix] Ensure that the W4A8 custom input scale remains aligned across all ranks (#7614) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-09-16 11:04:26 +08:00
Yanchao Lu
e5cead1eb9
[TRTLLM-6295][test] Exit as early as possible and propagate exit status correctly for multi-node testing (#7739) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-09-16 09:59:18 +08:00
xiweny
c076a02b38
[TRTLLM-4629] [feat] Add support of CUDA13 and sm103 devices (#7568) 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Signed-off-by: Daniel Stokes <dastokes@nvidia.com>
Signed-off-by: Zhanrui Sun <zhanruis@nvidia.com>
Signed-off-by: Xiwen Yu <xiweny@nvidia.com>
Signed-off-by: Jiagan Cheng <jiaganc@nvidia.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
Signed-off-by: xiweny <13230610+VALLIS-NERIA@users.noreply.github.com>
Co-authored-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Co-authored-by: Daniel Stokes <dastokes@nvidia.com>
Co-authored-by: Zhanrui Sun <zhanruis@nvidia.com>
Co-authored-by: Jiagan Cheng <jiaganc@nvidia.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Bo Deng <deemod@nvidia.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-09-16 09:56:18 +08:00
Necofish
96f11b10ae
[None][feat] support attention dp for qwen3 dense model (#7618) 
Signed-off-by: Nekofish-L <liuxiangyang@mail.ustc.edu.cn>
 2025-09-16 09:33:22 +08:00
Ziyi Xiong
536e8776cd
[TRTLLM-6668][feat] Enable overlap scheduler for two-model spec decoding (#7651) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-09-16 07:33:44 +08:00
Izzy Putterman
8097be7e9c
[None][feat] Eagle, use last hidden post norm (#7546) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-09-15 12:23:57 -04:00
jmydurant
7deefb3d2b
[TRTLLM-7192][feat] optimize MLA chunked prefill && support fp8 mla chunked prefill (#7477) 
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
 2025-09-15 21:43:49 +08:00
Zheng Duan
24fc1f9acf
[None][fix] using arrival time in llmapi when creating LlmRequest in pytorch workflow (#7553) 
Signed-off-by: zhengd-nv <200704041+zhengd-nv@users.noreply.github.com>
 2025-09-15 07:26:01 -04:00
Wanli Jiang
e080294725
[TRTLLM-7918][feat] Revert "Support kvcache reuse for phi4mm (#7563)" (#7722) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-09-15 17:19:44 +08:00
Wanli Jiang
fc9f4c9295
[TRTLLM-7918][feat] Support kvcache reuse for phi4mm (#7563) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-09-15 15:47:00 +08:00
DylanChen-NV
d5df0af017
[https://nvbugs/5467981][fix] Fix Qwen2.5-VL fails with cuda graph padding (#7122) 
Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
 2025-09-15 15:02:34 +08:00
Chang Liu
47e37755a3
[TRTLLM-6903][feat] Support chunked prefill for multimodal models (#6843) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-14 20:10:10 -07:00
Pengyun Lin
c2bc39af63
[TRTLLM-1302][feat] Topk logprobs for TRT backend and top1 logprob for PyT backend (#6097) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-09-12 15:32:34 +08:00
Chang Liu
3a9847eb84
[https://nvbugs/5498165][fix] fix permission error for config file lock (#7656) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-09-11 10:36:51 +08:00
Dom Brown
fc9d426589
[https://nvbugs/5505402] [fix] Disable deep_gemm for Qwen3 QKNormRoPEAttention and Linear layers due to accuracy issues (#7616) 
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
 2025-09-10 18:30:48 +01:00
Leslie Fang
d219a4f225
[None][chore] remove executor config in kv cache creator (#7526) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-10 21:14:44 +08:00
Yiqing Yan
76c5e1a12f
[None][infra] Bump version to 1.1.0rc5 (#7668) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-09-10 16:06:54 +08:00
Kanghwan
758c22f832
[#7208][fix] Fix config type of MedusaConfig (#7320) 
Signed-off-by: Kanghwan Jang <861393+karljang@users.noreply.github.com>
 2025-09-09 23:25:17 -07:00
Frida Hou
bbb5ae3349
[#5861][autodeploy] Refactor: Quantization Transforms with Inheritance (#7227) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-09-10 13:00:06 +08:00
Zheyu Fu
c353ff342e
[None][feat] Make the should_use_spec_decode logic a bit smarter (#7112) 
Signed-off-by: Zheyu Fu <zheyuf@NVIDIA.com>
 2025-09-10 12:53:59 +08:00
Chang Liu
faa2f46554
[TRTLLM-5059][feat] Enable KV-cache reuse and add E2E tests for llava-next (#7349) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-09 14:51:36 -04:00
Jin Li
d49374bc45
[TRTLLM-7408][feat] Wrap MOE with custom op. (#7277) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-09-09 12:18:56 -04:00
Richard Huo
dcd110cfac
[None][chore] add TorchLlmArgs to the connector api (#7493) 
Signed-off-by: richardhuo-nv <rihuo@nvidia.com>
 2025-09-09 09:05:59 -04:00
NVJiangShao
cc7593987b
[https://nvbugs/5434424][fix] A quick fix for the wrong output issue of SM89 blocked scaling batched GEMM when the input tensor is non-contiguous. (#7615) 
Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
 2025-09-09 08:58:15 -04:00
tomeras91
6e712dd1cc
[None][fix] enable NvFP4/FP8 quantization for Nemotron-H architecture (#7589) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-09-09 11:42:22 +03:00
Linda
9cb5410067
[https://nvbugs/5454559][fix] handle bias term in fuse_gate_mlp (#7449) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
 2025-09-09 10:26:17 +02:00