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fcae852cef
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1541 Commits

Author SHA1 Message Date
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
dhansen-nvidia
ada93f1187
[https://nvbugs/5527655][feat] Add NUMA-aware CPU affinity autoconfig (#8805) 
Signed-off-by: Dan Hansen <1+dhansen-nvidia@users.noreply.github.com>
Co-authored-by: Dan Hansen <1+dhansen-nvidia@users.noreply.github.com>
 2025-11-06 11:59:46 -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
Yilin Fan
b7798bfab8
[None][feat] Add trtllm_ prefix for exposed metrics (#8845) 
Signed-off-by: nv-yilinf <206948969+nv-yilinf@users.noreply.github.com>
 2025-11-06 15:27:18 +08:00
Yi Sun
cc12d33393
[None][feat] Deep Research Implemented with Scaffolding (#8452) 
Signed-off-by: Yi Sun <yisun0618@gmail.com>
 2025-11-06 10:33:28 +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
Zhanrui Sun
4de31bece2
[TRTLLM-8994][infra] upgrade to DLFW 25.10 and pytorch 2.9.0 / triton 3.5.0 (#8838) 
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-11-04 18:59:34 +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
Yechan Kim
00c0e6c440
[https://nvbugs/5523315][fix] Fix serve benchmark test (#8255) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-11-03 00:30:13 -08:00
Cao Dong
2ff772ef71
[None][feat] Add benchmark to DeepConf (#8776) 
Signed-off-by: Dong Cao <docao@nvidia.com>
 2025-11-03 16:05:50 +08:00
yufeiwu-nv
b4d17d1a4c
[TRTLLM-8991][test] Add Llama 3.3 70B model with different performance config (#8753) 
Signed-off-by: yufeiwu-nv <230315618+yufeiwu-nv@users.noreply.github.com>
Co-authored-by: Larry Xu <197874197+LarryXFly@users.noreply.github.com>
 2025-11-03 13:34:06 +08:00
Chang Liu
f57dc01e6f
[https://nvbugs/5625380][chore] Remove multimodal related fields from decoder llm input (#8846) 2025-11-02 17:44:08 -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
Yan Chunwei
1551ed8e5f
[https://nvbugs/5437384][test] CHERRY-PICK: fix trtllm-llmapi-launch multi tests (#8567) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-11-01 06:49:33 -07:00
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
Yilin Fan
f3224ccd32
[None][feat] Add disagg relay time to time breakdown tool (#8465) 
Signed-off-by: nv-yilinf <206948969+nv-yilinf@users.noreply.github.com>
 2025-10-30 18:21:45 -07:00
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
Tailing Yuan
ec31363a86
[None][fix] Layer wise benchmarks: use local models, lint (#8799) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-10-30 09:47:46 -07:00
Tailing Yuan
f9c7786dc8
[None][feat] Add layer wise benchmarks (#8777) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-10-30 20:29:34 +08:00
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
WeiHaocheng
cc286687c4
[None][feat] Refactor scaffolding streaming feature and fix openai wo… (#8622) 
Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
 2025-10-30 16:02:40 +08:00
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
Yi Zhang
496b419791
[None][doc] Add doc for torch.compile & piecewise cuda graph (#8527) 
Signed-off-by: yizhang-nv <187001205+yizhang-nv@users.noreply.github.com>
 2025-10-29 21:15:46 -07:00
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