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1061 Commits

Author SHA1 Message Date
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