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1428 Commits

Author SHA1 Message Date
Yukun He
39076410a8
[https://nvbugs/5676748][fix] Fix mismatched nvfp4 gemm sf shape. (#9336) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-11-24 12:16:32 +08:00
brb-nv
c045e359a7
[https://nvbugs/5637012][fix] Fix helix unit tests (#9369) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-11-23 19:34:22 -08:00
Yukun He
c3acf965a6
[TRTLLM-7963][fix] Several improvements of autotuning quality (#9348) 
* Skip the shape profile generating process if the profile has already been found in the cache under tuning mode. This is a prerequisite for nested autotuning because host overhead might be included during the profiling of the high-level op.
* Enable the profiling with CUDA graph as the default profiling method.
* Apply a heuristic method to cut off the number of repeat times of profiling according to a few-run time measurement.
 2025-11-24 10:38:45 +08:00
Bo Li
fcfec93cad
[TRTLLM-9389][chore] Rename AlltoAll backend names (#9329) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-11-23 13:52:57 -08:00
William Zhang
11a0b276fb
[#9230][feat] Slimmed down implementation of nemotron H (#9235) 
* Why?

The reference nemotron H code on HuggingFace is out of date,
and therefore bugged, and has several untested code paths.
This makes an already hairy patching system even hairier.

The proposal is to do away with those patches, and replace the
original implementation with one that is heavily slimmed down.

* What?

This PR sets the basis for an alternative path with such a 
slimmed down implementation that:
- fixes bugs in the current HF implementation
- adds no new dependencies to TensorRT-LLM
- does away with unnecessary features for TensorRT-LLM/
  AutoDeploy:
- no training related code (dropout, gradient checkpointing, etc.)
- no caching logic (we want to replace it with our own anyway)
- no attention masking where possible
- reuses existing AD custom ops for mamba SSM update /
   causal conv1d / attention

In order for the above to be usable in the AD apparatus,
`AutoModelForCausalLMFactory` is extended to allow registrations
of custom model implementations.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-11-23 03:13:32 -08:00
Neta Zmora
3952a61681
[#9388][fix] AutoDeploy: Fix cutlass BF16 MoE kernel invocation (#9339) 
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
 2025-11-21 17:05:03 -08:00
Chenghao Zhang
564989865c
[TRTLLM-9082][feat] AutoDeploy: Move the moe Align kernel to AOT (#9106) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-11-21 16:05:48 -08:00
Izzy Putterman
eb7792e875
[None][feat] Eagle: PostNorm and multilayer options (#9233) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-11-21 17:39:00 -05:00
Enwei Zhu
13fbd4366a
[TRTLLM-9370][feat] Integration of CuteDSL NVFP4 grouped GEMM (Part 2: SwiGLU Fusion and Finalize Fusion) (#9288) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-11-21 14:03:38 -08:00
Ziyi Xiong
5df907b388
[https://nvbugs/5590408][fix] Fallback to greedy sampling in two-model overlap scheduler (#9321) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-11-21 10:19:59 -05:00
HuiGao-NV
6dd2fcd7b3
[https://nvbugs/5629833][fix] Don't fill tensors with 0 (#9296) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-11-21 20:50:05 +08:00
mpikulski
095b6864a8
[TRTLLM-8650][fix] beam search request validation (#8433) (#9228) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-11-21 04:08:45 -08:00
xxi
cc0dc7c124
[TRTLLM-8957][feat] create communication related classes (#8968) 2025-11-20 22:32:42 -08:00
Yukun He
9a79f32f7a [https://nvbugs/5608489][fix] Fix output unpack issues for Llama3/4 NVFP4 models. (#8679) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-11-20 12:43:13 -05:00
Lizhi Zhou
33b0b945c7 [https://nvbugs/5582277][fix] rework DisaggPPTerminationHandler to fix hang issue (#8519) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-11-20 12:43:13 -05:00
Jin Li
3454eacd74 [https://nvbugs/5546510][fix] Move torch.cuda.Stream out of torch com… (#8494) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-11-20 12:43:13 -05:00
JunyiXu-nv
ee6944bfa2 [https://nvbugs/5569713][fix] Disable fp8 deep gemm for EXAONE-4.0-32B-FP8 (#8429) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-11-20 12:43:13 -05:00
Liao Lanyu
04ad9f96fa
[https://nvbugs/5667687][fix] Set correct lm_head_tp_size_upper_bound (#9300) 
Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
Co-authored-by: Lanyu Liao <lancelly@users.noreply.github.com>
 2025-11-20 00:41:00 -08:00
Neta Zmora
1d6fbbf45d
[#9236][feature] Make sharing of activation_type across SW layers more robust (#9238) 
C++, Python and Python MoE layer all share the definition of ActivationType.
Currently this is done thru redefinition which is fragile and can break when adding new activation function types.

tensorrt_llm/_torch/utils.py
cpp/tensorrt_llm/kernels/cutlass_kernels/include/common.h
=>
tensorrt_llm/layers/moe.py
cpp/tensorrt_llm/kernels/cutlass_kernels/moe_gemm/moe_kernels.cu

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-11-20 16:06:58 +08:00
Yechan Kim
d5622b2689
[None][fix] Multimodal InputProcessor dummy builder fix (#8916) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-11-19 22:32:21 -08:00
Chang Liu
79a6c9742b
[None][fix] Use fp32 for indexer weight_proj GEMM (#9243) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-11-19 21:52:38 -08:00
Neta Zmora
028fc877a5
[#9096][feature] Auto Deploy: configurable fused MoE backend (#9194) 
Allow configuring Auto Deploy's MoE/FP8-MoE backend from external yaml config file.

Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
 2025-11-19 21:50:22 -08:00
Yukun He
b6bced83c0
[TRTLLM-7963][feat] Use CUDAGraph to improve the tuning accuracy for AutoTuner. (#9089) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-11-20 08:54:29 +08:00
Fanrong Li
d4abb86f3e
[None][fix] fix EPLB for DeepSeek-V3.2-Exp (#9245) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-11-19 13:45:54 -08:00
Faraz
49c45ebef1
[None][fix] change logging for weight loading on unified memory (#9177) 
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: Simeng Liu <109828133+SimengLiu-nv@users.noreply.github.com>
Co-authored-by: Simeng Liu <109828133+SimengLiu-nv@users.noreply.github.com>
 2025-11-19 14:31:19 -05:00
NVShreyas
1eae941d77
[#9237][feat] enable iter stats in autodeploy (#9278) 
Signed-off-by: Shreyas Misra <shreyasm@nvidia.com>
 2025-11-19 19:29:29 +01:00
NVShreyas
a7c0b54ce7
[None][feat] add specdec to nemotron nas (#8985) 
Signed-off-by: Shreyas Misra <shreyasm@nvidia.com>
 2025-11-19 19:28:35 +01:00
Bo Li
d8b05894ee
[None][perf] Adjust select_alltoall_method_type. (#8950) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-11-19 07:43:55 -08:00
mpikulski
46dd9886bb
[https://nvbugs/5661877][fix] fix test regression in TestBatchedSampling::test_samples (#9215) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-11-19 01:44:44 -08:00
CarstyYou
ee941ac779
[https://nvbugs/5456493][feat] add fp8 dense for sm120 (#9174) 
Signed-off-by: CarstyYou <186021327+CarstyYou@users.noreply.github.com>
 2025-11-19 14:40:34 +08:00
ChristinaZ
941a54c66a
[None][feat] Update the indexer topK (#9255) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-11-19 11:49:00 +08:00
jellysnack
99ba723e20
[None][fix] logits device and shape issues in dynamic draft path (#9079) 
Signed-off-by: jellysnack <oleg.jellysnack@gmail.com>
 2025-11-18 19:22:47 -08:00
Grzegorz Kwasniewski
7905d6c0da
[#9098][feat] Simple sharding latent experts (#9099) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-11-18 21:14:22 -05:00
Grzegorz Kwasniewski
92f86a50d4
[#9137][feat] Factory sharding as default (#9144) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-11-18 21:12:03 -05:00
Patrice Castonguay
9b0f45298f
[None][feat] Have ability to cancel disagg request if KV cache resource are exhausted (#9155) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-11-18 20:59:17 -05:00
Enwei Zhu
7c4777a571
[TRTLLM-9286][feat] Integration of CuteDSL NVFP4 grouped GEMM (#8880) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-11-18 17:40:12 -08:00
Ziyi Xiong
7c4344b92e
[https://nvbugs/5590408][fix] Exclude num of draft tokens from mMaxSeqLenKv (#9210) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-11-18 15:41:56 -05:00
Eran Geva
3ac11a6180
[#9152][fix] AutoDeploy fused_allreduce_residual_rmsnorm to support demollm mode (#9197) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-11-18 22:15:29 +02:00
Chenghao Zhang
f0b68e4c66
[None][feat] AutoDeploy: Perf improvement for small batch size (#9163) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-11-18 12:11:12 -08:00
Zheyu Fu
c4e02d7f04
[TRTLLM-8136][feat] Dynamic draft length in spec decode (stage 1). (#8194) 
Signed-off-by: Zheyu Fu <zheyuf@NVIDIA.com>
 2025-11-18 11:13:39 -05:00
Robin Kobus
9913dc25ae
[None][refactor] decoding inputs, part 2 (#5799) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-11-18 14:38:51 +01:00
Chang Liu
8e001dd195
[None][fix] DeepSeek V3.2 indexer RoPE fix (#9232) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-11-18 20:35:27 +08:00
Lizhi Zhou
07343bb11c
[None][chore] fix a deepseekv3 error when debug mode is on (#9217) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-11-18 01:14:32 -08:00
ruodil
82480346aa
[https://nvbugs/5652552][fix] add printing for llm args (#9205) 
Signed-off-by: Ruodi Lu <ruodil@users.noreply.github.com>
Co-authored-by: Ruodi Lu <ruodil@users.noreply.github.com>
 2025-11-17 23:58:36 -08:00
Tri Dao
fc088e642c
[None][feat] Support Glm4MoeForCausalLM (#8256) 
Signed-off-by: Tri Dao <daominhtri0503@gmail.com>
Co-authored-by: Xuanyu Chen <xuanyuc@nvidia.com>
 2025-11-18 09:43:21 +08:00
Robin Kobus
df41f220a2
[TRTLLM-8831][feat] Enable early exit with overlap scheduler (#8587) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-11-17 18:07:13 +01:00
Mike Iovine
6151a4c9d6
[None][feat] Add simple optimizations for MTP 2-model (#9176) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-11-17 10:05:39 -05:00
Kaiyu Xie
04be5a704e
[None] [fix] Fix missing ActivationType issue (#9171) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
 2025-11-17 10:43:25 +08:00
Anthony Chang
86cfb3ea7e
[None][feat] Update TRTLLM MoE cubins; reduce mxfp4 weight padding requirement; tighten TMA bound (#9025) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-11-17 10:04:29 +08:00
Jinyang Yuan
6dc70aa0e5
[https://nvbugs/5613089][fix] Fix the rank to access all_rank_chunk_size_list when chunked MoE is used (#8723) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-11-17 10:01:08 +08:00
sunnyqgg
7862b15a65
[TRTLLM-8778][feat] Add tree attention support for blackwell arch (#8975) 
Signed-off-by: qgai <qgai@nvidia.com>
 2025-11-17 09:01:53 +08:00
Guoming Zhang
e0f69657c7
[None][fix] Update the attention layers counting for Qwen3-next. (#9072) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-11-16 11:52:56 -08:00
JadoTu
3cde84581d
[None][fix] Make the sliced nvfp4 output contiguous (#9123) 
Signed-off-by: jiant <107457950+JadoTu@users.noreply.github.com>
 2025-11-15 20:00:54 +08:00
Chenghao Zhang
f6f6e1f25d
[#9102][feat] AutoDeploy: Support fp8 kv cache (#9107) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-11-13 23:55:45 -08:00
Lizhi Zhou
8bd779171e
[https://nvbugs/5631254][fix] avoid torch.compile for multiple times (#9135) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-11-13 21:49:52 -08:00
Suyog Gupta
d12cb9436d
[None][feat] Autodeploy add triton configs and optimize mamba prefill (#9083) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-11-13 19:15:43 -08:00
heyuhhh
f07e9977c6
[None] [feat] Use triton kernels for RocketKV prediction module (#8682) 
Signed-off-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
 2025-11-13 18:51:09 -08:00
Neta Zmora
34dc6869f3
[#8732][feat] Update TRTLLM Cutlass MoE kernels with ReLU2 (#9011) 
Update TRTLLM Cutlass MoE kernels with ReLU2 activation.

Nemotron-6 requires ReLU2 (i.e. squared ReLU) MoE activation function.
The PR adds this and adds an API to set the activation function, in general.
The ReLU2 changes are based on this FlashInfer PR: https://github.com/flashinfer-ai/flashinfer/pull/1954.

The PR also updates the Auto Deploy MoE backend for 16-bit and FP8 from
Triton (`torch.ops.auto_deploy.triton_moe_fused`, `torch.ops.auto_deploy.triton_quant_fp8_moe`) to TRTLLM/Cutlass (`torch.ops.auto_deploy.trtllm_moe_fused`, `torch.ops.auto_deploy.trtllm_quant_fp8_moe_fused`).

Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-11-13 16:54:45 -08:00
dongxuy04
a370643b26
[None][fix] support topk autotuner input for expert slot per group larger than 32 (#9087) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-11-14 08:37:20 +08:00
Leslie Fang
daa31d78f4
[https://nvbugs/5652552][fix] Log the llm args for main branch (#9120) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-11-14 07:43:21 +08:00
Frida Hou
b51258acdd
[None][autodeploy] fix weight extraction for graph based quantized checkpoints (#9109) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-11-13 13:14:24 -08:00
Frida Hou
e96a3d294d
[None][autodeploy] minor refactor to rmsnorm transforms (#8657) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-11-13 13:13:58 -08:00
Jinyang Yuan
12f339f3bf
[None][fix] Fix the aux_stream in Llama4MinLatencyFusedMoE (#9035) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-11-13 09:09:52 -08:00
Ziyi Xiong
a7aaf50541
[TRTLLM-8084][feat] Enhance the overlap shceduler for two-model spec decoding (#8706) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-11-13 10:20:16 -05:00
Chang Liu
c37924f37b
[None][fix] Clear indexer k cache reference before release cuda memory (#9110) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-11-12 22:12:53 -08:00
Zhang Ge
49df731b96
[#6507][fix] Fix precision issue due to KV layout mismatch for split/concat kernels (#6917) 
Signed-off-by: ZhangGe6 <sjtu.zg123@gmail.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-11-13 12:14:58 +08:00
QI JUN
d1b003d31e
[TRTLLM-9212][chore] move MoeLoadBalancerConfig to llm_args.py (#9002) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-11-13 10:47:35 +08:00
Chenghao Zhang
f1d637ec69
[None][fix] AutoDeploy: Use tmp folder for the load_moe_align (#9101) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-11-12 14:59:49 -08:00
dongxuy04
9241ccaf27
[None][feat] Enable EPLB for trtllm-gen and cutlass backend (#8886) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-11-12 12:30:27 -08:00
Patrice Castonguay
8a751a0e56
[None][chore] Remove is_disaggregated param in executor request queue (#9049) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-11-12 13:37:15 -05:00
Fanrong Li
780d4f9dc5
[None][feat] Add MTP>1 support for DS-v3.2 (#9045) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-11-12 09:56:12 -08:00
Neta Zmora
53491ffdb1
[#9023][feat] reduce AD graph optimization time for non-participating passes (#9024) 
Shorten AD graph optimization by 30% (measured on Nemotron-6):

A bug in the transformation interface marked all passes as not clean, regardless of what was reported by the transformation
Fix how the optimization passes report the results of their actions. Many passes report that the graph is not clean even when they didn't participate in the optimization. Each graph cleaning invocation can take several seconds.

Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
 2025-11-12 09:05:53 -08:00
Chang Liu
0b81173efa
[TRTLLM-9259][perf] Use torch.compile to fuse copy + layernorm within the LayerNorm module (#9052) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-11-11 18:11:00 -08:00
Lucas Liebenwein
aca56097cb
[None][fix] AutoDeploy: update nano3 accuracy test (#9061) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-11-11 12:26:31 -08:00
QI JUN
524754b6fd
[TRTLLM-8521][chore] remove circular dependency between model engine and cuda graph runner (#7572) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-11-11 10:13:45 -08:00
Chenghao Zhang
ec9cf715a2
[None][feat] AutoDeploy: Perf improvement for mamba layers (#8991) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-11-11 08:27:07 -08:00
Wanli Jiang
ebdd1cc8e0
[TRTLLM-8119][feat] Update doc/tests/chat_template for nano-v2-vlm (#8840) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-11-11 07:48:23 -08:00
mpikulski
20fd305bb6
[None][fix] type annotation (#9071) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-11-11 07:20:20 -08:00
mpikulski
b151de4a8f
[TRTLLM-8377][test] unit tests for TorchSampler batched sampling (#9012) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-11-11 07:16:42 -08:00
Guoming Zhang
b894dc2d70
[None][fix] Display the GPU memory information in GiB unit. (#9070) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-11-11 06:24:59 -08:00
mpikulski
979b3ae9ce
[TRTLLM-7723][feat] sampling using FlashInfer.sampling (#8581) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-11-11 03:21:19 -08:00
Yuxian Qiu
7aeac97e4e
[https://nvbugs/5622938][fix] Use async send_requests_to_next_pp. (#9041) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-11-11 14:19:44 +08:00
Lucas Liebenwein
6bf4e59267
[#8763][feature] AutoDeploy: configurable dtype for caching (#8812) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-11-10 22:17:14 -08:00
Chang Liu
7ceb5e5ab6
[TRTLLM-9198][perf] Add torch.compile + multi-stream support for k-cache scatter and weight scaling (#8988) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-11-11 12:33:30 +08:00
Frida Hou
f40e1f7496
[https://nvbugs/5625972][fix] Add context manager to fix FakeTensorProp (#9047) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-11-10 16:25:58 -08:00
mpikulski
edc91ba819
[None][fix] Improve type annotations on ResourceManager.get_resource_manager (#9013) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-11-10 15:06:16 +01:00
ChristinaZ
2e7769d1e8
[None][feat] Add customized topk and related unit tests for DSA (#8882) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-11-10 03:35:35 -08:00
bhsueh_NV
e8d4a56dd0
[None][fix] fix eagle3 accuracy issue on sm120 (#8944) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-11-10 14:02:03 +08:00
Fanrong Li
a7033a9193
[TRTLLM-9001][feat] add TP support for DeepSeek-V3.2 (#8943) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-11-10 12:16:01 +08:00
Chang Liu
7081f254cf
[None][perf] Add custom indexer k cache scatter op (#8960) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-11-07 11:24:26 -08:00
Patrice Castonguay
d8ea0b967f
[None][fix] Moving transfer timeout test to test_llm_pytorch, fixing broken kv transfer timeout (#8892) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-11-07 07:33:51 -08:00
mpikulski
5ef65872a3
[None][fix] type annotations in fuse_input_embeds (#8976) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-11-07 09:04:08 +01:00
Stefan Niebler
326a201473
[https://nvbugs/5508536][fix] Take Over (#8627): Reintroduce: Move stop_criteria to sample_async (#7041) (#8794) 
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Co-authored-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
 2025-11-07 09:01:15 +01:00
QI JUN
1c6e490894
[TRTLLM-9065][chore] remove PyTorchConfig completely (#8856) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-11-06 22:37:03 -08:00
Eran Geva
990e674b71
[None][fix] Switch AD AllReduce strategy to NCCL (#8979) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-11-07 06:49:44 +02:00
xiweny
ee20e679a9
[https://nvbugs/5636986][fix] Fix DeepGemmMoe get_buffer calls (#8939) 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Signed-off-by: xiweny <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-11-06 19:57:19 -08:00
Cao Dong
b53961e972
[None][feat] Return logprobs incrementally in torch backend (#8785) 
Signed-off-by: Dong Cao <docao@nvidia.com>
 2025-11-07 10:23:39 +08:00
Chang Liu
1c19fd6868
[https://nvbugspro.nvidia.com/bug/5637012][fix] Bugfix when config is None for MLA (#8978) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-11-07 09:37:19 +08:00
jthomson04
fcae852cef
[None][fix] Fix KV cache clearing with KV Connector API (#8750) 
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
 2025-11-06 14:28:27 -08:00
Chenghao Zhang
1a78e7a3d6
[None][feat] AutoDeploy: Support Latent MOE for Nemotron (#8955) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-11-06 12:40:19 -08:00
Chenghao Zhang
ddf2d010e2
[TRTLLM-8814][feat] AutoDeploy: Use TRTLLM kernels for FP8 linear (#8820) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-11-06 11:00:10 -08:00
yunruis
51545560da
[TRTLLM-8803][feat] Add rope and uk-bgemm overlap for mla generation (#8495) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
 2025-11-06 17:39:57 +08:00
JadoTu
6bbb43f2b9
[None][feat] Add qwen3-next nvfp4 support (#8526) 
Signed-off-by: jiant <107457950+JadoTu@users.noreply.github.com>
 2025-11-06 09:45:44 +08:00
Frida Hou
fb7f9831d3
[#8924][fix] Fix AutoDeploy pattern matcher for torch 2.9 (#8920) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-11-05 13:29:20 -08:00
Lucas Liebenwein
b181568d6f
[TRTLLM-8201][feat] Nemotron H MoE Sharding (#8744) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Co-authored-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-11-05 12:35:29 -08:00
Chang Liu
e57d83c5dc
[TRTLLM-8768][chore] Fuse QK down_proj with indexer K + weight_proj for FP4 ckpt (#8771) 2025-11-05 07:57:09 -08:00
Yukun He
b9e5315dfb
[https://nvbugs/5623960][fix] Fix the logger once key issue and further compress log in AutoTuner. (#8873) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-11-05 15:25:43 +08:00
Shiyu Li
eeb56c2848
[None][feat] MNNVLAllreduce Kernel Refactor (#8018) 
Signed-off-by: Shiyu Li <timlee0212@outlook.com>
Co-authored-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-11-05 08:49:47 +08:00
Frida Hou
11ded113cd
[#8389][fix] Update group attention matching to first map to custom torch attention (#8638) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-11-04 12:00:43 -08:00
shuyixiong
70e4d72ffa
[TRTLLM-8511][feat] Add update_weights and sleep_wakeup support for rl integration (#8302) 
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
Co-authored-by: Liwei Ma <liweim@nvidia.com>
Co-authored-by: Jonas Yang CN <joyang@nvidia.com>
 2025-11-04 10:19:24 -08:00
Bo Li
e4bf29bc66
[None][feat] Integrate MnnvlThroughput into TRTLLM MoE. (#8728) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-11-04 21:36:29 +08:00
Cao Dong
dddfcdd3bf
[None][fix] Fix bug of undefined py_topk_logprobs_vals (#8789) 
Signed-off-by: Dong Cao <docao@nvidia.com>
 2025-11-04 19:32:59 +08:00
CarstyYou
4296c9553d
[TRTLLM-1234][feat] Add fp8 blockscaled Gemm for sm120 (#8844) 
Signed-off-by: CarstyYou <186021327+CarstyYou@users.noreply.github.com>
 2025-11-04 18:10:36 +08:00
danielafrimi
2b58dba0f6 [https://nvbugs/5524714][fix] Fix TP sharding of fused-QKV weight scales in W4A16 AWQ (#8432) 
Signed-off-by: Daniel Afrimi <dafrimi@nvidia.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-11-04 16:42:31 +08:00
Patrice Castonguay
65c138108e [https://nvbugs/5552889][fix] fix: Prevent empty batch when using attention DP with disagg (#8372) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-11-04 16:42:31 +08:00
xiweny
fcac2022e2 [https://nvbugs/5565565] [fix] fp8 wideep support sm103 (#8228) 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-11-04 16:42:31 +08:00
Yechan Kim
67208f1512
[None][fix] InputProcessor config naming convention fix (#8705) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-11-03 22:29:21 -08:00
HuiGao-NV
97674c3114
[TRTLLM-8690][feat] add more tensors to share buffers (#8691) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-11-03 21:08:01 -08:00
Yan Chunwei
ed297d7c2e
[None][chore] Optimize perf for the RPC executor and add some profile utilities to llm-api (#8415) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-11-03 17:59:49 -08:00
Matthias Jouanneaux
d0f107e4dd
[TRTLLM-5966][feat] Helix: add full MLA support for Helix (#8104) 
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
 2025-11-04 09:06:58 +08:00
Li Min
89336fbf07
[None][fix] Fix cute dsl nvfp4 gemm autotune issue (#8761) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-11-03 22:55:45 +08:00
Yechan Kim
f48968b6cc
[TRTLLM-6928][fix] Refactor multimodal unittest (#8453) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-11-03 06:01:07 -08:00
Eran Geva
f8778230e3
[#8781][fix] Cache the AllReduce wrapper to avoid re-allocating workspace which caused a hang (#8803) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-11-02 15:30:39 +02:00
Bo Li
4c5a8f4ec6
[None][fix] Rename: slot_count -> invalid_expert_id (#8783) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-11-01 21:36:59 +08:00
QI JUN
89e0117097
[TRTLLM-8836][chore] Create ModelEngine from LlmArgs (#8600) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-11-01 05:26:06 -07:00
Fanrong Li
f0dc746738
[TRTLLM-8541][feat] Add trtllm-gen sparse MLA kernels to support per-Tensor FP8 KV Cache (#8692) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Co-authored-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-10-31 14:38:31 -07:00
Suyog Gupta
3d0e38e074
[None][perf] AutoDeploy optimize _get_unique_value (#8822) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-10-31 04:57:10 -07:00
Anthony Chang
852e5060aa
[https://nvbugs/5558117][fix] Allow per-layer quant config from hf_quant_config.json (#8617) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-10-31 04:41:44 -07:00
Yukun He
1d4a186ace
[https://nvbugs/5623960][fix] Compress the warning log of AutoTuner when encountering tactic failures. (#8793) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-10-31 11:09:14 +08:00
Yuxian Qiu
025d2926df
[https://nvbugs/5599515][fix] Fix PP bubbles. (#8687) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-10-31 10:13:56 +08:00
Chenghao Zhang
71c5576a44
[TRTLLM-8734][feat] AutoDeploy: Enable the nvfp4 for Nemotron MOE (#8737) 
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-10-30 12:33:08 -07:00
Anthony Chang
f666ad2f6b
[None][feat] Autotuner can iterate through all tactics for test purposes (#8663) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-10-30 13:11:25 +01:00
Void
6b755fd9f8
[None][fix] fix runtime error that bf16 input is not quantized to nvfp4 when use bf16 dispatch (#8507) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-10-30 15:06:54 +08:00
Simeng Liu
834a780655
[https://nvbugs/5599086][fix] Fix FP8 Linear module for spark (#8707) 
Signed-off-by: Simeng Liu <simengl@nvidia.com>
 2025-10-29 13:58:19 -07:00
Iman Tabrizian
ae6875fe10
[TRTLLM-8976][feat] Move indexer-k-cache to KVCacheManager (#8699) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-10-29 08:04:26 -07:00
Leslie Fang
451959c60d
[TRTLLM-8763][chore] Deprecate pybind based GuidedDecodingConfig usage in torch backend (#8717) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-10-29 20:37:14 +08:00
Fanrong Li
a21697ead9
[None][fix] fix config loading for DeepSeek-V3.2 in trtllm-bench (#8729) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-10-29 05:17:16 -07:00
kris1025
e2c5a38879
[https://nvbugs/5534574][fix] disable spec decoding forever once the request spec decoding is disabled (#8446) 
Signed-off-by: linquanh <linquanh@nvidia.com>
 2025-10-29 19:28:43 +08:00
Yi Zhang
a69bd2a6fa
[https://nvbugs/5550409][fix] Disable torch compile in piecewise attention part to Avoid host overhead (#8708) 
Signed-off-by: yizhang-nv <187001205+yizhang-nv@users.noreply.github.com>
 2025-10-29 18:12:58 +08:00
Chang Liu
5f737b8dbe
[None][perf] Use fp8 quant kernel in DS3.2 indexer module (#8701) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-10-29 12:45:09 +08:00
Cheng Hang
15c293a90b
[None][feat] Enable nvfp4 cuda core for sm120 (#8620) 
Signed-off-by: Cheng Hang <chang@nvidia.com>
 2025-10-29 12:39:03 +08:00
Yechan Kim
bc26f4ce7c
[https://nvbugs/5549829][fix] Qwen2.5-VL TP > 1 + Quantized weight load fix (#8680) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-10-29 13:38:42 +09:00
Yechan Kim
cf8a1d2ef9
[https://nvbugs/5596377][fix] Fix mm dummy calculation (#8498) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-10-29 09:45:21 +09:00
Kaiyu Xie
227c288441
[TRTLLM-8827] [feat] Enable low precision alltoall for Cutlass and TRTLLMGen backends (#8675) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
 2025-10-29 07:56:48 +08:00
Mike Iovine
00161b315f
[https://nvbugs/5549111][fix] Fix 2-model overlap scheduler accuracy on very long prompts (#8076) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Michael Iovine <miovine@nvidia.com>
 2025-10-28 14:55:34 -07:00
Lucas Liebenwein
0ee71d95ec
[https://nvbugs/5606166][fix] AutoDeploy: use tuples for cudagraph shape lookup (#8658) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-28 10:52:43 -07:00
Anish Shanbhag
a09b38a862
[TRTLLM-8684][chore] Migrate BuildConfig to Pydantic, add a Python wrapper for KVCacheType enum (#8330) 
Signed-off-by: Anish Shanbhag <ashanbhag@nvidia.com>
 2025-10-28 09:17:26 -07:00
William Zhang
cdc9e5e645
[None][fix] Properly raise error for nemotron H models (#8697) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-10-28 08:59:42 -07:00
Eran Geva
e051a05e6c
[#8694][fix] fix AutoDeploy cuda memory access failure in nvidia/NVIDIA-Nemotron-Nano-31B-A3-v3 (#8696) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-10-28 13:21:43 +02:00
gramnarayan
88b0fbc8ff
[#8245][feat] Autodeploy: Guided Decoding Support (#8551) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: Govind Ramnarayan <105831528+govind-ramnarayan@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Co-authored-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Co-authored-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-28 09:29:57 +08:00
Bo Li
9c4432f8a4
[TRTLLM-7318][feat] MnnvlThroughput AlltoAll implementation. (#7499) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-10-27 13:23:06 -04:00
Chenghao Zhang
b9b2802599
[None][feat] Autodeploy: Update the ssm to use slice (#8667) 
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
 2025-10-27 09:45:20 -07:00
mpikulski
7c8ba71b49
[TRTLLM-8832][feat] fully async _select_generated_logits with tests (#8628) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-10-27 16:15:32 +01:00
QI JUN
4fd58137a1
[TRTLLM-8933][chore] remove unused update_executor_config function (#8678) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-10-27 10:00:47 -04:00
Kaiyu Xie
c9b08790c2
[None] [test] Add MNNVL AlltoAll tests to pre-merge (#8601) 2025-10-27 21:39:44 +08:00
Tailing Yuan
858d6437c1
[None][fix] Fix ModelConfig.from_pretrained get quant config file (#8647) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-10-27 11:02:24 +08:00
Jinyang Yuan
0a0f93d4a8
[None][fix] Fix the performance issue of FP8 blockwise grouped GEMM when using attention DP (#8501) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-10-27 10:18:19 +08:00
Chenghao Zhang
a6d20f6f9b
[None][feat] AutoDeploy: Add FP8 MOE for Nemotron (#8599) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-10-25 15:26:45 -04:00
Wanli Jiang
95be56e56b
[TRTLLM-8238][feat] Add EVS support for nano-v2-vlm (#8024) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Co-authored-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-10-25 05:43:27 -04:00
Simeng Liu
2b27810198
[https://nvbugs/5494718][fix] Fix Single GPU Multi-node issue and OOM on DGX Spark (#8514) 
Signed-off-by: Simeng Liu <simengl@nvidia.com>
 2025-10-24 19:09:07 -07:00
jthomson04
02081e2390
[None][feat] Support KV Connector with Disagg Prefill Worker (#8246) 
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
 2025-10-24 11:09:06 -07:00
Chang Liu
e47c787dd7
[TRTLLM-8535][feat] Support DeepSeek V3.2 with FP8 + BF16 KV cache/NVFP4 + BF16 KV cache (#8405) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-10-24 13:40:41 -04:00
Yechan Kim
2d86d6be40
[TRTLLM-8737][feat] Support media_io_kwargs on trtllm-serve (#8528) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-10-24 12:53:40 -04:00
Aurelien Chartier
cdf0403c64
[None][feat] Pass KvCacheRetentionConfig to torch LlmRequest (#8634) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-10-24 06:44:34 -07:00
Chuang Zhu
2420918e5b
[TRTLLM-7078][chore] optimal kvcache transfer for VWSA (#7952) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-10-24 08:58:16 -04:00
Suyog Gupta
f512ddaeef
[None][feat] add skip condition in AutoDeploy's triton fused moe kernel (#8632) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-10-24 08:46:17 -04:00
QI JUN
6ee1c87595
[TRTLLM-8817][chore] Set default value of KvCacheConfig.free_gpu_memory_fraction explicitly (#8561) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-10-24 08:55:49 +08:00
h-guo18
23920223ab
[#4585][feat] Replace unified attention before export (#8303) 
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
 2025-10-23 18:02:04 -04:00
QI JUN
cc81028547
[TRTLLM-8812][chore] Limit the scope of pybind based CacheTransceiverConfig (#8558) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-10-23 10:32:09 -04:00
Shijie
928247a3f9
[https://nvbugs/5451205][feat] Add cuBLASLt NVFP4 GEMM backend support (#7943) 
Signed-off-by: Shijie Wang <jaywan@nvidia.com>
 2025-10-23 15:55:10 +08:00
Suyog Gupta
2956978da3
[None][feat] Enable rms norm fusion for Nemotron MOE (#8563) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
Co-authored-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-23 00:09:42 -04:00
sunnyqgg
ea3e0eea51
[TRTLLM-7954][feat] Target model KV cache rellocation (#8421) 
Signed-off-by: qgai <qgai@nvidia.com>
 2025-10-23 09:36:50 +08:00
Anthony Chang
8a3b870e09
[None][feat] Update TRTLLM MoE MxFP4 cubins; autotune tileN (#8156) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-10-23 09:14:18 +08:00
Anish Shanbhag
15de45d782
[TRTLLM-8682][chore] Remove auto_parallel module (#8329) 
Signed-off-by: Anish Shanbhag <ashanbhag@nvidia.com>
 2025-10-22 20:53:08 -04:00
Leslie Fang
e5865de518
[TRTLLM-8754][chore] Refine PyTorchModelEngine with llm args (#8493) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-10-22 20:03:18 -04:00
Patrice Castonguay
879039f6d5
[https://nvbugs/5429636][feat] Kv transfer timeout (#8459) 
Signed-off-by: raayandhar <raayan.dhar@gmail.com>
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Co-authored-by: raayandhar <raayan.dhar@gmail.com>
 2025-10-22 09:29:02 -04:00
Yan Chunwei
f81caf5491
[None][chore] replace print_colored_debug with logger_debug (#8417) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-10-22 17:54:38 +08:00
sunnyqgg
90080e0e09
[https://nvbugs/5556020][fix] test_disaggregated_serving.py::TestLlama3_1_8BInstruct::test_eagle3 dimension mismatch (#8517) 
Signed-off-by: qgai <qgai@nvidia.com>
 2025-10-22 09:58:22 +08:00
Leslie Fang
50d4e5bc06
[TRTLLM-8483][chore] Refine scheduler_config and peft_cache_config in create_py_executor (#8451) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-10-22 08:33:48 +08:00
Chenghao Zhang
bac9e8c2ad
[None][feat] AutoDeploy: Add Nemotron MOE support for AutoDeploy (#8469) 2025-10-21 15:32:01 -07:00
Lucas Liebenwein
9b54b3bfaf
[None][chore] AutoDeploy: replace HF's deprecated keyword torch_dtype --> dtype (#8510) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-21 17:07:06 -04:00
YueWeng
8dc4aac5b6
[TRTLLM-8160][feat] Add max_total_draft_tokens (#8366) 
Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
 2025-10-21 11:11:04 -04:00
Bo Li
ebb62e17d8
[None][feat] Add alltoall to trtllm-gen MoE backend. (#8481) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-10-21 12:42:54 +08:00
mpikulski
87eb5086fb
[None][fix] restore list[list[list[int]]] in add_token (#8502) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-10-20 22:34:57 -04:00
Yechan Kim
85d5aa7763
[None][feat] Support kv_cahce_reuse for HyperCLOVAX-Vision model (#7789) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-10-21 11:11:24 +09:00
Suyog Gupta
7050b1ea49
[#8272][feat] Enable chunked prefill for SSMs in AutoDeploy (#8477) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-10-20 15:31:52 -07:00
Lucas Liebenwein
55c468b218
[#8461][feat] AutoDeploy: trtllm-serve bug fix + unit test (#8462) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-20 16:06:39 -04:00
Pamela Peng
b818a912d7
[https://nvbugs/5540752][fix] Support quantized Phi4 MM models (#8190) 
Signed-off-by: Pamela <179191831+pamelap-nvidia@users.noreply.github.com>
 2025-10-20 06:36:09 -04:00
mpikulski
97ce0ecefe
[TRTLLM-8436][feat] batched sampling and top-k logprobs improvements (#8398) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-10-20 11:15:41 +02:00
ChristinaZ
c8b9998acb
[TRTLLM-8637][feat] Optimize the routing kernel for DeepseekV3 (MoE CUTLASS backend); Add support for KimiK2 and Qwen-next (MoE TRTLLM backend) (#7761) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-10-20 10:08:31 +08:00
Bo Deng
dd25595ae8
[TRTLLM-7964][infra] Set nixl to default cache transceiver backend (#7926) 
Signed-off-by: Bo Deng <deemod@nvidia.com>
 2025-10-19 19:24:43 +08:00
jthomson04
852316886e
[None][fix] Fix KV event consumption (#6346) 
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
 2025-10-18 15:41:26 -07:00
Lucas Liebenwein
41169fb20c
[None][feat] AutoDeploy: chunked prefill support (#8158) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-18 00:47:35 -07:00
QI JUN
4a8ac8dd62
[TRTLLM-8480][chore] clean create_py_executor API (#8412) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-10-17 23:52:02 -04:00
Wanli Jiang
58b43a6dab
[None][fix] Fix get_num_tokens_per_image for nano-v2-vlm (#8425) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-10-18 08:51:35 +08:00
Kyle McGill
136e0e6882
[None][feat] Enable CUDA graph support for KvConnectorWorker API (#8275) 
Signed-off-by: Kyle McGill <kmcgill@nvidia.com>
Signed-off-by: Kyle McGill <101670481+nv-kmcgill53@users.noreply.github.com>
 2025-10-17 18:09:03 -04:00
h-guo18
55fed1873c
[None][chore] AutoDeploy: cleanup old inference optimizer configs (#8039) 
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: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-17 15:55:57 -04:00
Grzegorz Kwasniewski
bb7fdcebf4
[TRTLLM-8201][feat] Topological graph helpers (#8457) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-10-17 12:34:19 -04:00
Tracin
dd06612d0e
[https://nvbugs/5540138][fix] Fix shape error when duplicating kv. (#8390) 
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-10-17 10:07:29 +08:00
John Calderon
46ee7acb33
[TRTLLM-6780][fix] Add multimodal data to dummy requests during memory profiling (#7539) 
Signed-off-by: John Calderon <johncalesp@gmail.com>
Signed-off-by: John Calderon <jcalderon@nvidia.com>
Signed-off-by: john calderon <jcalderon@nvidia.com>
Signed-off-by: John Calderon <jcalderon@nvidia>
 2025-10-16 17:49:22 +02:00
Jin Li
d594c2d0ff [https://nvbugs/5537348][fix] Use device tensor index for MTP (#8062) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-10-16 22:46:19 +08:00
Yechan Kim
9587f099ac [https://nvbugs/5547434][fix] Fix Qwen2.5-VL device_path error (#8057) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-10-16 22:46:19 +08:00
Yukun He
179c7dc501 [https://nvbugs/5536131][fix] Fix illegal access issue when scale is not provided in Llama3/4. (#7960) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-10-16 22:46:19 +08:00
Enwei Zhu
57a4ef870a [None][fix] Fix chunked prefill state of draft request (#8067) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-10-16 22:46:19 +08:00
Wangjue Yao
9865d3d770
[None][feat] Support cached tokens for Openai server (#7637) 
Signed-off-by: wjueyao <wyao123@terpmail.umd.edu>
Co-authored-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-10-16 20:51:37 +08:00
chinamaoge
ee588a73ac
[None][fix] Fix the error where checkpoint_dir is assigned as NONE wh… (#8401) 
Signed-off-by: maoge <maoge23@qq.com>
Co-authored-by: maoge <maoge23@qq.com>
 2025-10-16 13:37:43 +08:00
Min Yu
0a0159fdd8
[https://nvbugs/5378031] [feat] W4A8 AWQ MoE supports Per Expert Pre-quant Scale Factor for PyT backend (#7286) 
Signed-off-by: Min Yu <171526537+yumin066@users.noreply.github.com>
 2025-10-16 11:07:48 +08:00
Wanli Jiang
ebf0e51206
[TRTLLM-8579][feat] Support quantized model for nano-v2-vlm (#8304) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-10-16 09:44:11 +08:00
Chuang Zhu
40d129a415
[None][fix] Fix cache buffer size for window (#8320) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-10-16 09:01:11 +08:00
HuiGao-NV
e265eb5fe9
[None][feat] reuse cudagraph memory pool in normal forward flow (#8095) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-10-16 07:08:44 +08:00
dongfengy
7a0aa64973
[None][fix] Refactor triton paddings (#6980) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
Signed-off-by: dongfengy <99041270+dongfengy@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
 2025-10-15 12:59:01 -07:00
QI JUN
65ec01b257
[TRTLLM-8532][chore] clean warmup method of ModelEngine (#8264) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-10-15 08:40:58 -07:00
Yukun He
56c20665a9
[TRTLLM-4501][feat] Add input tensor pre-hook function API for the tuning process. (#6924) 
Some tunable ops require a more realistic data distribution, for instance, a shape-associated tensor. Thus, a customizable pre-hook function can be declared in the tuning config to modify the input tensor before the tuning process.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-10-15 21:18:11 +08:00
mpikulski
93a4b7f1b6
[None][chore] update torch_dtype -> dtype in 'transformers' (#8263) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-10-15 17:09:30 +09:00
QI JUN
616d1df7a0
[None][chore] set the default value of max_num_tokens explicitly (#8208) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-10-14 23:03:02 -07:00
sychen52
6a6124dcb5
[OMNIML-2336][feat] w4a8 nvfp4 fp8 exports scale factor properly (#8180) 
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
Co-authored-by: Shiyang Chen <shiychen@omniml-a6.nvidia.com>
 2025-10-15 13:41:27 +08:00
Tailing Yuan
8444a50d3a
[None][fix] Fix is_post_quant_all2all_supported for MNNVL (#8355) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-10-14 11:49:21 -07:00
Fanrong Li
0d20a8fd61
[TRTLLM-8536][feat] Add the sparse attention framework and one use case--RocketKV support (#8086) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
Co-authored-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
 2025-10-14 08:23:16 -07:00
Yuxian Qiu
3450fe9944
[None][fix] Fix dummy load format for key models. (#7993) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-10-14 11:18:39 +08:00
Aurelien Chartier
9bc055faf1
[None][fix] Disable DeepGEMM for Qwen3 MoE Attention layers (#8087) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-10-13 18:38:47 -07:00
Lucas Liebenwein
22aa4ac08c
[None][feat] AutoDeploy: VLMs with subgraphs + cudagraph/compile (#8203) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-13 17:34:09 -07:00
Zheyu Fu
bac665e650
[TRTLLM-7412][feat] Turn off spec decode when the rolling average acceptance length drops below threshold. (#7283) 
Signed-off-by: Zheyu Fu <zheyuf@NVIDIA.com>
 2025-10-13 15:51:14 -07:00
Grzegorz Kwasniewski
ea4658197f
[TRTLLM-6342][feat] Factory TP sharding of quantized models (#8123) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-10-13 14:04:46 -07:00
Yuxian Qiu
bd740c9ba6
[None][fix] Avoid unnecessary concat in attn_output_gate case. (#8094) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-10-13 12:59:40 -07:00
Robin Kobus
db8c63b9b1
[TRTLLM-4517] [feat] Additional model outputs (#7206) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-10-13 15:33:18 +02:00
Po-Han Huang (NVIDIA)
6fc6f70a68
[https://nvbugs/5441729][test] Fix test_modeling_llama_min_latency.py failures (#7478) 
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
 2025-10-13 15:35:02 +08:00
Leslie Fang
8d1b068b1a
[TRTLLM-8477][chore] Replace KvCacheConfigCpp with KvCacheConfig inside PyExecutor (#8259) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-10-13 14:55:36 +08:00
DylanChen-NV
d6e315e9ff
[None][feat] Add torch compile support for cuda core GEMM OP (#8261) 
Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
 2025-10-12 20:57:17 -07:00
amitz-nv
fac47e2826
[https://nvbugs/5510879][fix] Fix pytorch & TRT-python flows fused LoRA adapter modules weight split with TP>1 (#8063) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-10-12 12:29:52 -07:00
kris1025
a7ea544dbe
[TRTLLM-7384][feat] enable rejection sampling for CDL (#7731) 
Signed-off-by: linquanh <linquanh@nvidia.com>
 2025-10-12 20:38:48 +08:00
Ziyi Xiong
efd4ffa03b
[https://nvbugs/5534705][fix] Skip unnecessary CUDA graph capture (#8050) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-10-11 13:26:55 +08:00
QI JUN
48c15d805c
[https://nvbugs/5558167][fix] update canceled_req_ids correctly for canceled requests (#8207) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-10-10 18:58:26 +08:00
HuiGao-NV
795a051765
[None][chore] Print log with time for starting to load safetensor weights (#8218) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-10-10 13:54:54 +08:00
mpikulski
7b6803b6e9
[TRTLLM-7769][chore] document the role of 'd2t' (#8174) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-10-09 13:13:50 -04:00
dongfengy
9f2a3ae88c
[None][fix] Restrict tinygemm use to certain SMs (#8182) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
Signed-off-by: dongfengy <99041270+dongfengy@users.noreply.github.com>
 2025-10-08 17:55:57 -07:00
mpikulski
8298e93bd8
[TRTLLM-8414][chore] BREAKING CHANGE: refine sampling strategy selection (#8132) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-10-08 15:46:50 +02:00
Sergey Klevtsov
017583a949
[https://nvbugs/5488576][fix] Propagate disable_finalize_fusion config flag in WIDEEP MoE backend (#8141) 
Signed-off-by: Sergey Klevtsov <sklevtsov@nvidia.com>
 2025-10-07 14:44:54 -07:00
Mike Iovine
7facac077b
[None][fix] Fix MTP illegal memory access (#8161) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-10-07 14:02:55 -04:00
Faraz
27a5091fcb
[None][feat] GPT-OSS Sm120/Sm121 Support (#7937) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Signed-off-by: list <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: Vincent Huang <vincenth@nvidia.com>
Co-authored-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Co-authored-by: Vincent Huang <vincenth@nvidia.com>
 2025-10-06 16:59:06 -04:00
Izzy Putterman
f2657c1ae9
[None][fix] Eagle: Attention DP (#7939) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-10-06 16:52:35 -04:00
Frida Hou
f6654f26a4
[#5255][autodeploy] Update FuseAllreduceResidualRMSNorm to use pattern matcher utility; remove fuse_collective (#7545) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-10-05 01:15:46 -07:00
Frida Hou
744246d316
[None][autodeploy] small refactors on attention matching (#8079) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-10-03 22:00:27 -07:00
Jonas Yang CN
88ea2c4ee9
[TRTLLM-7349][feat] Adding new orchestrator type -- ray (#7520) 
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-10-04 08:12:24 +08:00
Lucas Liebenwein
9d098e3142
[None][feat] AutoDeploy: graph/module inputs with kwargs instead of args (#8137) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-03 16:53:42 -07:00
Michal Guzek
38da871db3
[TRTLLM-6496][feat] Add LoRa Torch tests for the latest NIM model list (#6806) 
Signed-off-by: Michal Guzek <mguzek@nvidia.com>
 2025-10-03 12:10:48 -07:00
Mike Iovine
ca8291133a
[None][fix] Fix MTP 2-model (#8115) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-10-03 10:13:50 -07:00
Lucas Liebenwein
aaf2c3c2e5
[None][feat] AutoDeploy: compiler backends based on nn.Module (#8126) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-03 12:14:21 -04:00
Ziyi Xiong
7bc2d9e993
[https://nvbugs/5537878][fix] Reserve an extra slot for padded batch (#7998) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-10-03 08:42:52 -07:00
Suyog Gupta
d8215241d8
[None][feat] AutoDeploy add autotuning when capturing cudagraphs (#8120) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-10-03 08:33:21 -07:00
Aurelien Chartier
9db4366903
[None][fix] Fix Qwen3 FP8 per-tensor when requesting TRTLLM-GEN MoE backend (#8075) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-10-03 07:52:52 -07:00
Lucas Liebenwein
5faa5e9dd8
[None][feat] AutoDeploy: dive deeper into token generation bugs + enable_block_reuse (#8108) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-03 04:57:26 -07:00
Nikita Korobov
9b3d7cc3e6
[None][feat] Update TRT-LLM Gen MoE kernels (#7970) 
Signed-off-by: Nikita Korobov <14355239+nekorobov@users.noreply.github.com>
 2025-10-03 09:22:45 +08:00
Yilin Fan
01423ac183
[None][feat] perf_metrics endpoint functionality improvement (#8005) 
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
Signed-off-by: nv-yilinf <206948969+nv-yilinf@users.noreply.github.com>
 2025-10-02 17:43:25 -07:00
Grzegorz Kwasniewski
a5b59fd31d
[TRTLLM-6342][bug] Patched incorrect starcoder tp config (#8118) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-10-02 18:41:59 -04:00
Daniel Cámpora
ab433b7228
[None][fix] Fix access to new tokens in sampler. (#7958) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-10-02 15:41:21 -04:00
Patrice Castonguay
fefa7d8fa3
[None][feat] Support for cancelling requests with disaggregation (#8114) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-10-02 11:04:26 -07:00
dongfengy
6568e565db
[TRTLLM-7775][feat] Integrate tinygemm2 for gpt-oss (#7916) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
Signed-off-by: dongfengy <99041270+dongfengy@users.noreply.github.com>
Co-authored-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-10-02 10:47:04 -07:00
yifeizhang-c
34d158b6da
[TRTLLM-6589][feat] Support CUDA graph for DeepEP (#7514) 
Signed-off-by: Yifei Zhang <219273404+yifeizhang-c@users.noreply.github.com>
 2025-10-02 10:13:24 -07:00
Chang Liu
726ac07cc0
[https://nvbugs/5549081][fix] Fix device id assignment for some vision models (#8070) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-10-01 23:28:05 -04:00
brb-nv
bd3d0ad233
[TRTLLM-7733][feat] Executor changes to support helix parallelism (#7972) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-10-01 22:13:03 -04:00
Izzy Putterman
1ad7bc4c78
[None][feat] Draft: Save state first pass (#7012) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-10-01 18:40:55 -04:00
Frida Hou
de99e23696
[#5860][feat] Add ModelOPT INT4 awq fake quant support in AutoDeploy (#7770) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-10-01 13:13:45 -07:00
Yibin Li
d7581bb551
[TRTLLM-8031][feat] Add chunked return_generation_logits logic (#7831) 
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
 2025-10-01 12:47:07 -04:00
Grzegorz Kwasniewski
6fd225833c
[TRTLLM-6342][bug] Fix shape propagation after TP sharding (#7912) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-10-01 11:15:46 -04:00
sychen52
ba8abeab10
[OMNIML-2336][feat] add W4A8 NVFP4 FP8 fused moe (#7968) 
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
 2025-10-01 02:39:33 -04:00
peaceh-nv
808e556c79
[None][fix] : Fix OOM issue when dp padding is enabled (#8052) 
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
 2025-10-01 09:10:00 +08:00
brb-nv
84aa3c981e
[None][chore] Waive failing MNNVL alltoall multi-gpu test (#8106) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-09-30 20:05:42 -04:00
Guoming Zhang
b4be0d2e4c
[None][chore] Refine qwen3-next implementation. (#8064) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-09-30 15:05:13 -04:00
Yechan Kim
948b8b9569
[None][fix] Fix CUDA graph for Qwen2.5-VL (#8047) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-09-30 14:40:03 +08:00
Kaiyu Xie
b0cb9ca50e
[None] [test] Add MNNVL AlltoAll tests to pre-merge (#7466) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-09-29 23:12:24 -04:00
Lucas Liebenwein
dcfd3ef81c
[#4593][feat] AutoDeploy: Linear Attention Support (SSM + causal_conv + Bamba + Nemotron-H) (#8068) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-09-29 22:41:06 -04:00
Cao Dong
62010c0ab7
[None][feat] Return topk logprobs in torch backend (#7976) 
Signed-off-by: Cao Dong <87467313+dcaox@users.noreply.github.com>
 2025-09-30 09:32:37 +08:00
Cheng Hang
cdce68c3e0
[TRTLLM-6741][fix] Add heuristics for lm head tp size when enable_lm_head_tp_in_adp=True (#7891) 
Signed-off-by: Cheng Hang <chang@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-09-30 09:24:35 +08:00
bhsueh_NV
38d6e4e60b
[None][feat] Support Qwen3 next (#7892) 
Signed-off-by: mengw <12670782+wm2012011492@users.noreply.github.com>
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-09-29 21:16:07 +08:00
mpikulski
a0d489a8d5
[TRTLLM-7728][perf] improve batched sampling perf for contiguous batches (#7908) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-09-29 13:32:50 +01:00
Gal Hubara-Agam
b2095aa074
[#4674][bugfix] AutoDeploy Fix memory leak in fuse_moe (#7844) 
Delete the unstacked weights immediately to save GPU memory, cleanup occurs automatically after the transformation, but for large models we'll run out of memory during the transformation itself.

Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
 2025-09-29 11:01:07 +03:00
Void
7f1e2dba92
[None][fix] only support deepep post quant all2all on nvfp4 (#8041) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-09-29 14:37:50 +08:00
Tailing Yuan
985b79ca82
[TRTLLM-8348][feat] Speed up concat k and copy k_nope in context phase using torch.compile (#8044) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-09-29 13:28:12 +08:00
Eran Geva
9cea6bfb30
[#7288][feat] Added AutoDeploy backend support to test_perf.py (#7588) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-09-28 21:21:27 -07:00
Zongfei Jing
e9f26feeb6
[None][chore] Cherry-pick from (#7598) Make low_precision_combine as a llm arg (#7898) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-09-28 22:32:33 -04:00
Yukun He
28b9a81c58
[TRTLLM-4500][feat] Add serialization/deserialization options for AutoTuner profiling cache (#7738) 
To achieve determinism for the AutoTuner profiling cache, serialization and deserialization are introduced to store the cache on disk in JSON format. Use TLLM_AUTOTUNER_CACHE_PATH to indicate the path where the cache file should be stored:

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-09-29 07:40:51 +08:00
Guoming Zhang
3ba4bf6e70
[None][chore] Disable concurrent weights loading for _load_weights_im… (#8034) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-09-28 07:11:16 -04:00
ChristinaZ
95eac2cda7
[https://nvbugs/5537738][fix] Add fp8 post-quant allgather support (#8008) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-09-28 15:32:45 +08:00
Aurelien Chartier
77b68d9d7d
[https://nvbugs/5461712] [fix] Use DG for Qwen3 Linear layers (#8030) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-09-28 10:33:36 +08:00
Xianjie Qiao
c8f98b3065
[None] [feat] Update disagg gen-only benchmark. (#7917) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2025-09-28 09:56:56 +08:00
Iman Tabrizian
33282351a2
[TRTLLM-6106][feat] Add support for KVCache transfer from KVCache reuse path (#6348) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-09-27 19:29:30 -04:00
Frida Hou
a36b48bcab
[#5860][autodeploy] GPT-OSS MXFP4 support (#7451) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-09-26 15:36:06 -07:00
Jhao-Ting Chen
c33f43e13a
[https://nvbugs/5518713][fix] Trtllm-gen moe backend for blockwise fp8 ckpt (Qwen3-235B-A22B-FP8) (#7856) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-09-26 14:29:32 -07:00
Mike Iovine
d7087015f1
[TRTLLM-8271][fix] Fix CDL overlap scheduling performance (#7971) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-09-26 16:05:10 -04:00
YueWeng
a4243f0da5
[TRTLLM-6393][feat] add static tree sampling and verification (#7161) 
Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
 2025-09-26 13:16:16 -04:00
HuiGao-NV
f4d3be4bbc
[None][feat] Add a standalone buffer cache class and reuse buffers between cduagraph and no-graph flow (#7669) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-09-26 07:28:06 -07:00
HuiGao-NV
a9965d84e0
[None][chore] Report NCCL error message but not OOM when NCCL error happens (#8009) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-09-25 23:07:32 -07:00
peaceh-nv
55ce70060e
[https://nvbugs/5451740][fix] Add DP padding back on SM120 (#7965) 
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
 2025-09-26 13:59:54 +08:00
Lucas Liebenwein
3a96d75a3c
[https://nvbugs/5527956][fix] AutoDeploy: fix IMA due to outdated metadata (#8002) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-09-25 22:05:55 -07:00
sunnyqgg
2e5850c28a
[TRTLLM-7330][feat] Eagle3 cuda graph support for the first draft model inference (#7363) 
Signed-off-by: qgai <qgai@nvidia.com>
 2025-09-26 11:28:05 +08:00
dongfengy
1eb653146a
[https://nvbugs/5525951][fix] Clarify that PP is not supported for GPTOSS (#7911) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
 2025-09-25 12:54:18 -07:00
QI JUN
1529a6f22d
[None][chore] extract weights loading related logic to model loader (#7579) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-09-25 10:19:22 -07:00
xxi
57ff5f4c0d
[None][fix] fix a bug in wideEp use DeepEP with num_chunks > 1 (#7954) 
Signed-off-by: xxi <xxi@nvidia.com>
 2025-09-25 07:53:42 -07:00
Matthias Jouanneaux
eda1467061
[TRTLLM-5966][feat] Helix: add alltoall op (#6815) 
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
 2025-09-25 07:18:29 -07:00
Guoming Zhang
202bed4574 [None][chroe] Rename TensorRT-LLM to TensorRT LLM for source code. (#7851) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00