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46dccb5e2d
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1631 Commits

Author SHA1 Message Date
JunyiXu-nv
46dccb5e2d
[None][chore] Prevent negative max_tokens passed into tllm request (#9037) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-11-20 09:58:13 +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
Gal Hubara-Agam
36d3d8f608
[None][chore] Print device info in trtllm-bench report (#8584) 
Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
 2025-11-18 09:00:10 -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
Lucas Liebenwein
6d0a8edbbb
[None][chore] local imports for AutoDeploy in serve and bench (#9199) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-11-18 08:14:32 +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
Tailing Yuan
cc4c980e03
[None][feat] Add Qwen3-Next to layer-wise benchmarks (#9065) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-11-14 10:03:00 +08:00
JunyiXu-nv
fdb0787e85
[None][chore] Support json_schema in response_format (#8934) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-11-14 09:43:13 +08:00
Erin
44d1c75701
[TRTLLM-8988][feat] Unify MPI & Ray's req/response handling with RPC Client/Server (#8765) 
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-11-13 17:21:24 -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
William Zhang
121140cfec
[None][fixes] Add tool call parsing fixes and Qwen3 coder parser (#8817) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-11-13 04:34:38 -08:00
Kaiyu Xie
177ba7b0f1
[None] [fix] Disable UCC as WAR to MPI allgather issue before NGC PyTorch 25.12 upgrade (#9126) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-11-13 02:25:30 -08:00