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6bf4e59267
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1096 Commits

Author SHA1 Message Date
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