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7bf4dd9f63
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1127 Commits

Author SHA1 Message Date
Grzegorz Kwasniewski
7bf4dd9f63
[TRTLLM-10318][feat] Fixing Nemotron sharding: support for sharding buffers (#10319) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Signed-off-by: Lucas <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Grzegorz Kwasniewski <213329731+greg-kwasniewski1@users.noreply.github.com>
Co-authored-by: Lucas <11156568+lucaslie@users.noreply.github.com>
 2026-01-17 04:02:06 -05:00
Yukun He
3d16daf696
[None][fix] Fix tmp dir being deleted too early in unit test. (#10740) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2026-01-17 13:49:10 +08:00
Frida Hou
069ad68d3c
[None][fix] AutoDeploy: skip mxfp4_moe test unless on Hopper (#10729) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2026-01-16 16:24:37 -05:00
Chenghao Zhang
b6acd96616
[None][fix] AutoDeploy: Fix the nvfp4 fused_moe (#10727) 
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
 2026-01-16 12:04:40 -08:00
Stefan Niebler
0cfd08745c
[TRTLLM-9735][feat] Add processed logprobs functionality to TorchSampler (#9675) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2026-01-16 10:52:41 -08:00
xxi
ce561b6a8e
[TRTLLM-9111][feat] MoE test refactor: Extend MoE quantization test utilities with comprehensive quant algorithm support (#10691) 
Signed-off-by: xxi <xxi@nvidia.com>
 2026-01-16 10:26:33 +08:00
heyuhhh
e3f27e06c7
[None][chore] Waive star attention unittests (#10439) 
Signed-off-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
 2026-01-16 10:12:32 +08:00
Perkz Zheng
71ccc07d2b
[None][feat] update trtllm-gen to support groupsTokensHeadsQ (#10261) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2026-01-15 02:24:25 -05:00
Anish Shanbhag
faa80e73fd
[None][feat] Auto download speculative models from HF for pytorch backend, add speculative_model field alias (#10099) 
Signed-off-by: Anish Shanbhag <ashanbhag@nvidia.com>
 2026-01-14 21:06:07 -08:00
Lucas Liebenwein
15b43e8a14
[https://nvbugs/5777041][fix] fix AutoDeploy ep sharding test (#10460) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2026-01-14 21:53:56 -05:00
Tzu-Ling Kan
c99faaed06
[#9760][fix] Use RequestError for validation errors to prevent engine shutdown (#9761) 
Signed-off-by: tzulingk@nvidia.com <tzulingk@nvidia.com>
 2026-01-14 10:22:36 -05:00
HuiGao-NV
b10704428d
[https://nvbugs/5787566][fix] Only keep a limited number of performance statistic data (#10569) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2026-01-14 07:53:01 -05:00
shuyixiong
babd5ecacc
[https://nvbugs/5760740][fix] Enable ray tests (#10272) 
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
 2026-01-14 19:25:46 +08:00
mpikulski
052c36ddd2
[TRTLLM-9522][feat] support image_embeds in OpenAI API (#9715) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2026-01-14 10:31:03 +01:00
Yuxian Qiu
39cefd6125
[None][refactor] Unify the usage of MPIDist and TorchDist. (#10380) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2026-01-14 14:05:47 +08:00
Leslie Fang
bc119f5644
[None][chore] Add test configurable moe module (#10575) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2026-01-14 07:25:57 +08:00
Frida Hou
bf16fbd86c
[#9283][feat] AutoDeploy: separate rms pattern detection from fusion (#9969) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2026-01-13 14:57:27 -05:00
benzh-2025
6df2c8a074
[None][feat] add fp4 gemm + allreduce (#9729) 
Signed-off-by: benzh 
Signed-off-by: benzh-2025
 2026-01-13 21:11:13 +08:00
Tailing Yuan
38296a472b
[None][feat] Layer-wise benchmarks: make model init more general and support weights loading (#10562) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2026-01-13 19:17:03 +08:00
JunyiXu-nv
e291a834db
[TRTLLM-8462][feat] Support GET/DELETE v1/responses/{response_id} (#9937) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2026-01-13 03:57:14 -05:00
mpikulski
bf7998f1b8
[TRTLLM-9522][test] cover LLM API multi_modal_embeddings (#9963) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2026-01-12 11:38:22 +01:00
Yechan Kim
8e0d20d901
[TRTLLM-10195][feat] K-EXAONE support (#10355) 
Signed-off-by: Jaedeok Kim <jaedeokk@nvidia.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: Jaedeok Kim <jaedeokk@nvidia.com>
 2026-01-12 00:29:51 +09:00
Chenghao Zhang
38f249b479
[https://nvbugs/5548861][fix] AutoDeploy: Fix the test (#10521) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2026-01-09 13:30:24 -08:00
Yechan Kim
7295af68ba
[None][fix] Enable AttentionDP on Qwen3-VL and fix test (#10435) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2026-01-10 00:13:26 +09:00
William Zhang
c0ae6bbdbe
[None][feat] EPD for Qwen3 VL (#10470) 
* Why?

We would like to support EPD disaggregated serving for Qwen3 VL.

* What?

This commit adds such support, and extends existing unit tests for
correctness checks.

Some minor (protected) interface changes had to be made to the
weight mapper as a side-effect.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2026-01-08 06:45:54 -05:00
Lucas Liebenwein
30f8455d29
[https://nvbugs/5747878][fix] unwaive llama4 scout tests (#10468) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2026-01-07 23:33:45 -05:00
Yuxian Qiu
b85c447ceb
[https://nvbugs/5784543][fix] Setup dist before using autotuner. (#10491) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2026-01-08 10:32:50 +08:00
Lucas Liebenwein
d736c7f290
[https://nvbugs/5761665][fix] AutoDeploy: handle bugs for 25.12 dlfw upgrade (#10511) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2026-01-07 20:16:53 -05:00
Lucas Liebenwein
6095c80e56
[https://nvbugs/5721907][fix] AutoDeploy: improve numerical stability of flashinfer attention test (#10467) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2026-01-06 21:11:06 -05:00
Lucas Liebenwein
bb6a3973aa
[https://nvbugs/5732942][fix] AutoDeploy: handle transformers 4.57.1 upgrade fixes (#10466) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2026-01-06 19:55:49 -05:00
Mike Iovine
77be1b7572
[https://nvbugs/5749988][fix] Remove redundant qwen3 spec dec test (#10387) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2026-01-06 11:46:34 -05:00
alel
6b8ae6fa81
[None][feat] CuteDSL MOE FC1 Enhancement (#10088) 
Signed-off-by: Yuhan Li <51736452+liyuhannnnn@users.noreply.github.com>
 2026-01-06 09:30:43 +08:00
Chuang Zhu
536a8f6a9c
[TRTLLM-9527][feat] Add transferAgent binding (step 1) (#10113) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2026-01-06 08:40:38 +08:00
Yan Chunwei
6b71b03947
[TRTLLM-9551][infra] Partition test_llm_pytorch.py for parallel execution (#10400) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2026-01-05 13:58:03 -05:00
Anthony Chang
225d3a9001
[None][perf] TRTLLM MoE maps to lower tuning buckets when ep>1 (#9998) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2026-01-05 17:16:12 +01:00
Balaram Buddharaju
a792c23dcf
[TRTLLM-9465][fix] Swap TP-CP grouping order (#10350) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2026-01-05 20:08:03 +08:00
Yukun He
d272f1a9bc
[TRTLLM-8821][feat] Apply AutoTuner to AllReduce Op for strategy tuning. (#8531) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2026-01-05 15:44:37 +08:00
Yukun He
0937df2c68
[TRTLLM-10185][feat] AutoTuner Cache: Support cache file lock and merge all ranks into one (#10336) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2026-01-05 13:44:09 +08:00
Tailing Yuan
a7fe043b13
[None][feat] Layer-wise benchmarks: support TEP balance, polish slurm scripts (#10237) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2026-01-05 11:23:04 +08:00
dongfengy
afc533193d
[None][feat] Support nvfp4 for gptoss (#8956) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
 2026-01-04 08:57:44 -05:00
Jaedeok Kim
a4dcc6a711
[TRTLLM-10171][fix] Correct attention handling in ModelConfig and KVCacheManager (#10330) 
Signed-off-by: Jaedeok Kim <jaedeokk@nvidia.com>
 2026-01-04 06:07:30 -05:00
Izzy Putterman
bdf6953ddc
[None][feat] Eagle: MLA Based Eagle (#9677) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2026-01-02 13:45:07 -05:00
Balaram Buddharaju
4a1b742aa0
[TRTLLM-9467][fix] Fix PP+CP combination with helix parallelism (#10312) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2026-01-01 13:42:53 -05:00
Lucas Liebenwein
1bbe71b3ed
[#10244][feat] AutoDeploy: separate prefill/decode in flashinfer (#10252) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-12-31 17:01:24 -05:00
Simeng Liu
84d107b2f0
[https://nvbugs/5717993][fix] Add execution_stream across PyExecutor, KVCacheManager, PeftCacheManager to ensure proper CUDA stream synchronization between KV cache transfer operations and model forward kernels. (#10060) 
Signed-off-by: SimengLiu-nv <simengl@nvidia.com>
 2025-12-31 09:22:54 -08:00
tcherckez-nvidia
464847c6be
[#9717][chore] Standardize MoE weights interface (#10295) 
Signed-off-by: Tal Cherckez <127761168+tcherckez-nvidia@users.noreply.github.com>
 2025-12-31 07:37:18 -05:00
Necofish
73870ae4ad
[None][feat] support Qwen3-VL dense model in pytorch backend (#9060) 
Signed-off-by: Nekofish-L <liuxiangyang@mail.ustc.edu.cn>
 2025-12-31 17:54:26 +09:00
Neta Zmora
966231d29c
[#9626][feat] Add an auto-deploy transform for using cutlass FP4 MoE kernels (#10304) 
Add a transform to relace torch.ops.auto_deploy.torch_quant_nvfp4_moe
with the optimized torch.ops.auto_deploy.trtllm_quant_nvfp4_moe_fused.

Currently generates the wrong results when the number of rows in MoE FC1 weights is not divisible by 128,
so torch.ops.auto_deploy.trtllm_quant_nvfp4_moe_fused is not set as the default FP4 MoE implementation (i.e. the transform is disabled).

Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
 2025-12-29 23:18:15 +02:00
JunyiXu-nv
55bc6a5ff8
[https://nvbugs/5753250][fix] Fix undefined local variable in responses utils (#10154) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
Signed-off-by: JunyiXu-nv <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-28 06:59:32 +08:00
shivghai
ee07a7c55e
[None][fix] [Gemma3] Fix RoPE for local attention for Gemma3 (#9961) 
Signed-off-by: Shiv Ghai <8965168+shivghai@users.noreply.github.com>
 2025-12-27 11:50:59 -08:00