Chenghao Zhang
ddf2d010e2
[TRTLLM-8814][feat] AutoDeploy: Use TRTLLM kernels for FP8 linear ( #8820 )
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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
DylanChen-NV
b275635a9a
[ https://nvbugs/5498478 ][fix] Fix eagle3 fp8 kv target model + bf16 draft model + chunked prefill ( #8910 )
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Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
2025-11-06 07:41:21 -08:00
shuyixiong
c73efe12e7
[None][chore] Use cached model in all ray tests ( #8962 )
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Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
2025-11-06 15:14:15 +01:00
yunruis
51545560da
[TRTLLM-8803][feat] Add rope and uk-bgemm overlap for mla generation ( #8495 )
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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 )
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Signed-off-by: nv-yilinf <206948969+nv-yilinf@users.noreply.github.com>
2025-11-06 15:27:18 +08:00
Lucas Liebenwein
7a552c450a
[ https://nvbugs/5606166 ][fix] AutoDeploy: unwaive test for use tuples for cudagraph shape lookup ( #8957 )
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also updated test waive for another nvbug
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
2025-11-05 16:27:00 -08:00
Lucas Liebenwein
b181568d6f
[TRTLLM-8201][feat] Nemotron H MoE Sharding ( #8744 )
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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
Emma Qiao
31116825b3
[None][infra] Waive failed cases on main 11/05 ( #8936 )
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Signed-off-by: qqiao <qqiao@nvidia.com>
2025-11-04 22:54:45 -08:00
Shiyu Li
eeb56c2848
[None][feat] MNNVLAllreduce Kernel Refactor ( #8018 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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Signed-off-by: CarstyYou <186021327+CarstyYou@users.noreply.github.com>
2025-11-04 18:10:36 +08:00
xiweny
ce23e24123
[ https://nvbugs/5565565 ] [fix] Remove waiver ( #8450 )
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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
Yukun He
2225745782
[TRTLLM-8129][feat] Allreduce tuning and benchmark script revising ( #7870 )
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Because we have encountered some perf regression due to using a one-shot kernel instead of NCCL on A100/H100, it will be beneficial if we can have a solid benchmarking of allreduce Op and analyze the data collected from it.
Implemented new AllreduceOp heuristic:
- Added Linear programming-based heuristic implementation.
- Added LUT-based heuristic implementation and corresponding code generation script.
AllreduceOp minor fixing:
- Fixed a minor issue in AllreduceOp, that the strategy can not be overridden when ONESHOT or TWOSHOT is set.
- Fixed a minor TWOSHOT kernel perf issue.
- Cleaned up Dispatching code in AllReduceOp.
This PR will fix the perf gaps reported in:
https://nvbugspro.nvidia.com/bug/5517023
For Deepseek-R1, it shows a performance gain of about 3-4% in concurrency levels of 256 and 512.
Signed-off-by: Yukun He <23156053+hyukn@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 )
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Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
2025-11-03 22:29:21 -08:00
Matthias Jouanneaux
d0f107e4dd
[TRTLLM-5966][feat] Helix: add full MLA support for Helix ( #8104 )
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Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
2025-11-04 09:06:58 +08:00
Yechan Kim
f48968b6cc
[TRTLLM-6928][fix] Refactor multimodal unittest ( #8453 )
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Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
2025-11-03 06:01:07 -08:00
Tailing Yuan
8303cfa477
[None][fix] Fix import issues in layer-wise benchmarks ( #8827 )
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Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
2025-11-03 02:32:48 -08:00
xinhe-nv
4873ca04cc
[ https://nvbugs/5521799 ][fix] add harmony channel validation ( #8837 )
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Signed-off-by: Xin He (SW-GPU) <200704525+xinhe-nv@users.noreply.github.com>
2025-11-03 02:31:54 -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
Yan Chunwei
1551ed8e5f
[ https://nvbugs/5437384 ][test] CHERRY-PICK: fix trtllm-llmapi-launch multi tests ( #8567 )
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Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
2025-11-01 06:49:33 -07:00
QI JUN
89e0117097
[TRTLLM-8836][chore] Create ModelEngine from LlmArgs ( #8600 )
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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 )
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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
dongfengy
0edba5a7e2
[ https://nvbugs/5474119 ][fix] Re-enable test ( #8809 )
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Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
2025-10-31 10:17:58 -07:00
Patrice Castonguay
afa75c9494
[ https://nvbugs/5614506 ][chore] Adding e+p+d e2e test ( #8801 )
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Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
2025-10-31 09:52:42 -07:00
Anthony Chang
852e5060aa
[ https://nvbugs/5558117 ][fix] Allow per-layer quant config from hf_quant_config.json ( #8617 )
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Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
2025-10-31 04:41:44 -07:00
Chang Liu
3a79d03874
[ https://nvbugs/5617275 ][fix] Extract py files from prebuilt wheel for editable installs ( #8738 )
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Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
2025-10-30 21:40:22 -07:00
HuiGao-NV
1a338e1a05
[None][chore] use cached vila model ( #8788 )
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Signed-off-by: Hui Gao <huig@nvidia.com>
2025-10-30 20:26:45 -07:00
Yilin Fan
f3224ccd32
[None][feat] Add disagg relay time to time breakdown tool ( #8465 )
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Signed-off-by: nv-yilinf <206948969+nv-yilinf@users.noreply.github.com>
2025-10-30 18:21:45 -07:00
Tailing Yuan
ec31363a86
[None][fix] Layer wise benchmarks: use local models, lint ( #8799 )
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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 )
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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 )
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Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
2025-10-30 13:11:25 +01:00
ChristinaZ
13cfd70f57
[None][feat] Add unit tests and revision in block_level kernel for invalid input ( #8718 )
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Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-10-30 16:42:18 +08:00
WeiHaocheng
cc286687c4
[None][feat] Refactor scaffolding streaming feature and fix openai wo… ( #8622 )
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Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
2025-10-30 16:02:40 +08:00
Leslie Fang
2072185d76
[ https://nvbugs/5608461 ][fix] exclude InductorSubproc from thread leak check ( #8704 )
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Signed-off-by: leslie-fang25 <leslief@nvidia.com>
2025-10-30 15:35:15 +08:00
Iman Tabrizian
ae6875fe10
[TRTLLM-8976][feat] Move indexer-k-cache to KVCacheManager ( #8699 )
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Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
2025-10-29 08:04:26 -07:00
kris1025
e2c5a38879
[ https://nvbugs/5534574 ][fix] disable spec decoding forever once the request spec decoding is disabled ( #8446 )
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Signed-off-by: linquanh <linquanh@nvidia.com>
2025-10-29 19:28:43 +08:00
Pengyun Lin
2aade46d18
[TRTLLM-8214][feat] Support Qwen3 tool parser ( #8216 )
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Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
2025-10-29 15:48:29 +08:00
Stefan Niebler
19ca7b15c7
[ https://nvbugs/5593199 ][test] Enhance beam search tests deterministic dummy model ( #8625 )
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Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
2025-10-29 06:12:22 +01:00
Chang Liu
5f737b8dbe
[None][perf] Use fp8 quant kernel in DS3.2 indexer module ( #8701 )
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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 )
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Signed-off-by: Cheng Hang <chang@nvidia.com>
2025-10-29 12:39:03 +08:00
Yechan Kim
cf8a1d2ef9
[ https://nvbugs/5596377 ][fix] Fix mm dummy calculation ( #8498 )
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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 )
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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 )
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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 )
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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 )
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Signed-off-by: Anish Shanbhag <ashanbhag@nvidia.com>
2025-10-28 09:17:26 -07:00