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2106 Commits

Author SHA1 Message Date
Zongfei Jing
bb2f883296
[None] [feat] Add test script and raster M for gather fc1 kernel (#10429) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2026-01-07 09:31:49 +08:00
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
Lizhi Zhou
6a4bebcd01
[None][chore] remove redundant retries while binding to arbitrary port (#10452) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2026-01-06 10:39:15 -05:00
Kaiyu Xie
2eaabd7461
[None] [fix] Fix undefined tokens_per_block (#10438) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2026-01-06 02:42:37 -05:00
Karthik
617f728903
[#8460][feat] Revive and simplify Model Explorer visualization integration (#10150) 
Signed-off-by: Karthik Vetrivel <kvetrivel@nvidia.com>
 2026-01-05 22:15:25 -05:00
Xiao Xuan
46f035befe
[#2511][fix] eagle: qwen2 capture hidden states (#10091) 
Signed-off-by: SpicyNoodle <522169030@qq.com>
 2026-01-05 21:46:41 -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
JadoTu
82aaf98070
[None][feat] add the eos tokens in generation config to stop words in the sampler (#10389) 
Signed-off-by: jiant <107457950+JadoTu@users.noreply.github.com>
 2026-01-06 09:24:03 +08:00
Karthik
4e50cb5708
[#10170][fix] Add export patch for GraniteMoe MoE models to enable torch.export compatibility (#10169) 
Signed-off-by: Karthik Vetrivel <kvetrivel@nvidia.com>
 2026-01-05 16:13:45 -05:00
Grzegorz Kwasniewski
ea380ff45c
[TRTLLM-9767][feat] Fixed recursive node traversals (#10379) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2026-01-05 18:42:06 +02:00
Mike Iovine
db2614ef10
[https://nvbugs/5772414][fix] Fix draft token tree depth=1 corner case (#10385) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2026-01-05 17:20:14 +01:00
Mike Iovine
bedfff4f00
[https://nvbugs/5772521][fix] Fix draft token tree chain crash (#10386) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2026-01-05 17:18:44 +01:00
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
Eran Geva
3749a2ce1c
[#10374][fix] fixed race condition in AutoDeploy's mp tests port acquisition (#10366) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2026-01-05 13:33:01 +02:00
Fanrong Li
4931c5eb3a
[None][feat] update deepgemm to the DeepGEMM/nv_dev branch (#9898) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2026-01-05 16:43:42 +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
HuiGao-NV
2f768b76f8
[https://nvbugs/5715568][fix] Force release torch memory when LLM is destroyed (#10314) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2026-01-05 15:30:18 +08:00
Pengyun Lin
c04cf4334e
[TRTLLM-8242][feat] Add stability tags for serve subcommand (#10012) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2026-01-05 14:16:15 +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
Cheng Hang
656c705ff1
[None][feat] sm100 weight-only kernel (#10190) 
Signed-off-by: Cheng Hang <chang@nvidia.com>
 2026-01-05 09:44:36 +08:00
Fanrong Li
b5a1e10bc0
[https://nvbugs/5779534][fix] fix buffer reuse for CUDA graph attention metadata (#10393) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2026-01-05 09:43:44 +08:00
Wanli Jiang
da0830670a
[TRTLLM-10065][feat] Add accuracy tests for super-v3 with multiple-gpus (#10234) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2026-01-05 09:41:49 +08:00
Lizhi Zhou
82c1ba84a7
[https://nvbugs/5649010][fix] use 0 port as arbitrary port when disagg service discovery is enabled (#10383) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2026-01-05 09:40:40 +08:00
bhsueh_NV
0517b62789
[https://nvbugs/5772363][fix] fix bug of Mistral-Small-3.1-24B-Instruct-2503 (#10394) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2026-01-05 09:04:13 +08:00
Faraz
8e2065b4d9
[https://nvbugs/5670469][fix] Filter 0s and choose min of kv_head for Nemotron model (#10206) 
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
 2026-01-05 08:42:53 +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
Grzegorz Kwasniewski
0d1f5ad7a2
[TRTLLM-10358][feat] Added proper rescaling of FP4 weights (#10378) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2026-01-03 16:26:16 -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
Gal Hubara-Agam
f3dd6da080
[#10056][chore] AutoDeploy: Enable Nemo SuperV3 accuracy test (#10308) 
Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
 2026-01-02 11:20:19 +02:00
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
Gal Hubara-Agam
5845951538
[#10056][fix] AutoDeploy: Handle deletion of nested params in sharding (#10376) 
Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
 2026-01-01 08:11:11 -05:00
tcherckez-nvidia
4868772ad7
[None][feat] Add export data to build and run script for AD (#10299) 
Signed-off-by: Tal Cherckez <127761168+tcherckez-nvidia@users.noreply.github.com>
 2026-01-01 04:54:47 -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
Mike Iovine
9085021aa4
[None][feat] Implement sampling for MTP 1-model (#10019) 
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-12-31 13:48:34 -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
Jin Li
ef1d4a40b5
[https://nvbugs/5727475][fix] Avoid use property with setter in nn.Mo… (#10212) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-12-31 06:21:36 -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
Pengyun Lin
fad000589d
[None][chore] Unify DS tool parser names (#10239) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-12-31 14:40:07 +08:00
Jin Li
34c2fd50a9
[https://nvbugs/5707359][fix] Unwaive OOM case that should be fixed by #9446 (#10334) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-12-31 10:41:39 +08:00
Yuxian Qiu
1f3afb8e6f
[None][feat] Implement send_object for TorchDist. (#10213) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-12-31 10:40:52 +08:00
Eran Geva
74832a1895
[https://nvbugs/5766986][fix] fixed the shard_all_unprocessed default value to align with the default.yml (#10271) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-12-30 08:54:13 -05:00
Bo Li
1f0365da36
[None][infra] Add LongBenchV1 to trtllm-eval. (#10265) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-12-30 21:39:34 +08:00
binghanc
692d8f2023
[TRTLLM-9455][feat] support for new checkpoint (#10082) 
Signed-off-by: binghanc <176802681+binghanc@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
 2025-12-30 14:46:39 +08:00
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
Ziyi Xiong
c59aa8bec5
[TRTLLM-9962][feat] Some optimizations for two-model spec dec (#10208) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-12-28 12:52:04 +08:00
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
Guoming Zhang
1865020b6f
[TRTLLM-8577][feat] Clean the Qwen3-next code by removing Qwen3NextCo… (#10228) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-12-27 22:49:55 +08:00
Olya Kozlova
55f3cda66d
[None][fix] Fix request_id for best_of/n case (#8368) 
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
 2025-12-26 22:20:24 +01:00
Jin Li
c04563657e
[TRTLLM-7735][feat] Attention NVFP4 out support for torch compile (#9740) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-12-27 00:07:20 +08:00
Pengyun Lin
c5b0f9e436
[https://nvbugs/5633700][fix] Cache tiktoken vocab for gpt-oss (#10219) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-12-26 18:39:03 +08:00
Wanli Jiang
14554ab3f3
[None][feat] Support multi-gpu running for nemotron-v3-nano and super (#10118) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-12-26 11:23:14 +08:00
Enwei Zhu
13ffe52ad0
[None][fix] Allow YAML config overwriting CLI args for trtllm-eval (#10296) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-25 15:08:15 -05:00
Neta Zmora
f3f02315df
[None][chore]: small refactoring to auto-deploy MoE operator (#10300) 
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
 2025-12-25 12:27:11 -05:00
bhsueh_NV
db3430f589
[None][feat] Support VLM part for Mistral Large 3 (#10188) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-12-25 11:20:58 -05:00
Jin Li
7e4cef9def
[None][fix] Cherry-pick conflict changes for PR 7999 PR 8515 (#9446) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-12-25 10:23:04 -05:00
Ziyi Xiong
d8b5aeb061
[https://nvbugs/5652062][fix] Rewind kv_cache and reset draft tokens (#10160) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-12-25 09:13:51 -05:00
ZhichenJiang
46e4af5688
[TRTLLM-9831][perf] Enable 2CTA with autotune for CuteDSL MoE and Grouped GEMM optimizations (#10201) 
Signed-off-by: zhichen jiang <zhichenj@NVIDIA.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-25 09:04:20 -05:00
Zhenhuan Chen
8462cf6c96
[TRTLLM-9578][feat] make PDL enabled by default (#9695) 
Signed-off-by: Zhenhuan Chen <zhenhuanc@nvidia.com>
 2025-12-25 07:15:24 -05:00
Xianjie Qiao
53b81783b1
[None][fix] Fix pageable H2D memcopy issue on GB200 (#10289) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2025-12-25 18:15:57 +08:00
gramnarayan
a9eb5afc9f
[#9241][feat] AutoDeploy: Support Eagle3 Speculative Decoding (#9869) 
Support two model flow with no overlap scheduler or chain drafter. Drafting model is in PyTorch backend.

Signed-off-by: Govind Ramnarayan <105831528+govind-ramnarayan@users.noreply.github.com>
 2025-12-24 23:30:42 -05:00
Ziyi Xiong
43178590d1
[TRTLLM-10143][feat] Reuse previous draft requests if possible (#10263) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-12-24 17:48:38 -08:00
Neta Zmora
c4b36d31ff
[#10137][feat] AutoDeploy FP8 MoE refactor (#10138) 
The trtllm (cutlass) fp8 moe operator performs W3+W1 fusion (concat) during inference and we want to move this fusion to the model optimization time.

The Cutlass MoE kernel is used thru a trtllm torch operator.
Its implementation uses two FC operations (fc1 and fc2) while the canonical MoE API defines three GEMM operations and their associated weights (W1, W2, W3) so when we switch from the torch.moe op to the trtllm.moe op we also change terminology from w1, w2, w3 to fc1, fc2.

Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
 2025-12-24 18:58:10 +02:00
Necofish
8614cd3439
[None][fix] fix: resolve GPU memory imbalance in concurrent weight loading (#6472) 
Signed-off-by: Necofish <liuxiangyang@mail.ustc.edu.cn>
Signed-off-by: Nekofish-L <liuxiangyang@mail.ustc.edu.cn>
Signed-off-by: Jie Li <lijie@nvidia.com>
Co-authored-by: Jie Li <lijie@nvidia.com>
 2025-12-24 09:43:09 -05:00
Suyog Gupta
e2891a6c77
[#10052][feat] AutoDeploy enable cudagraphs for flashinfer BatchDecode (#10193) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-12-24 05:55:09 -08:00
shuyixiong
f4f0fe85e9
[TRTLLM-9737][chore] Add rl perf reproduce script and enhance the robustness of Ray tests (#9939) 
Signed-off-by: Shuyi Xiong <219646547+shuyixiong@users.noreply.github.com>
 2025-12-24 15:27:01 +08:00
Yukun He
595daa5089
[TRTLLM-9615][feat] Support synchronization through PP ranks in the distributed tuning system (#10011) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-24 15:03:10 +08:00
Fanrong Li
156f6453dc
[TRTLLM-9798][feat] Change to use new DeepGEMM MQA sm100 kernel for MTP-3 (#10226) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-12-24 14:39:12 +08:00
Balaram Buddharaju
8c1cfc872b
[TRTLLM-9493][feat] Custom AllToAll for helix parallelism (#9986) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-23 18:14:30 -08:00
Grzegorz Kwasniewski
06900a7f19
[TRTLLM-9565][fix] Fix deepseek sharding (#9984) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-12-23 10:28:14 -05:00
Xianjie Qiao
871c6b435c
[None] [feat] skip batch_tokenize_prompts in CustomDataset (#10214) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2025-12-23 17:40:57 +08:00
Yiqing Yan
59b05dc0a8
[None][chore] Bump version to 1.2.0rc7 (#10216) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-12-23 15:07:47 +08:00
Harshini Komali
d691371eaf
[TRTLLM-9091] [feat] Replace GenAI-Perf with AIPerf (#9310) 
Signed-off-by: lkomali <lkomali@nvidia.com>
Signed-off-by: Harshini Komali <157742537+lkomali@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-12-23 13:25:55 +08:00
Li Min
1e82ff7a0c
[TRTLLM-9989][fix] Fix tvm_ffi aaarch64 issue. (#10199) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-12-23 10:20:40 +08:00
Yuxian Qiu
696f754ef4
[None][fix] avoid implicit cudaStreamSynchronize in sample_async. (#10120) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-12-23 10:15:40 +08:00
Tailing Yuan
648196f8ae
[TRTLLM-9432][feat] Reduce synchronization and recompilation for qwen3-next (#9691) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-12-23 10:14:29 +08:00
Faraz
f05af48bca
[https://nvbugs/5747674][fix] Add contiguous() before view() in load_expert_w3_w1_weight and load (#10136) 
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
 2025-12-22 21:03:34 -05:00
Fanrong Li
0d2500c631
[TRTLLM-9677][feat] Support DeepSeek-V3.2 tool parser (#10126) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-12-23 08:46:47 +08:00
Grzegorz Kwasniewski
ccc64da287
[TRTLLM-9847][fix] WAR fix hanging fused allreduce. (#10087) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-12-23 00:03:32 +01:00
tcherckez-nvidia
12e1cb8d7e
[#9717][chore] Refactor MoE code to use enums (#9910) 
Signed-off-by: Tal Cherckez <127761168+tcherckez-nvidia@users.noreply.github.com>
 2025-12-22 15:14:56 -05:00
JunyiXu-nv
aaa87abf41
[TRTLLM-7906][feat] Support multiple post process for Responses API (#9908) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-22 11:33:34 -05:00
William Zhang
a6a88985cf
[TRTLLM-9409][feat] Pass MRoPE tensors for EPD disagg (#9758) 
* Why?

Certain VLMs like the Qwen family need more than just the multimodal
embeddings in the language model, and need MRoPE position IDs and
deltas. Prior to this commit, only the embeddings could be communicated
from the encoder worker to the prefill worker.

* What?

This commit extends the `DisaggregatedParams` to include the MRoPE
information. It also adjusts several pieces of code required to
communicate that between E, P and D workers.

Closes TRTLLM-9409.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-12-22 06:32:49 -05:00
Yan Chunwei
ea6cd76c55
[None][refactor] simplify get_stats and get_kvcache_events with rpc (#9980) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-12-22 18:23:43 +08:00
JadoTu
7421224d69
[None][fix] NVFP4 linear method's weight and weight_scale padding (#10148) 
Signed-off-by: jiant <107457950+JadoTu@users.noreply.github.com>
 2025-12-22 15:00:31 +08:00
Fanrong Li
f0bd60a395
[https://nvbugs/5684820][fix] fix the detokenizer issue for DeepSeek-v3.2 (#10106) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-12-22 10:56:33 +08:00
Balaram Buddharaju
5266475014
[None][feat] Cudagraph updates for helix parallelism (#10141) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-21 15:21:52 -05:00
shuyixiong
4fc6036276
[https://nvbugs/5702793][fix] Fix view operation on uncontiguous tensor (#10147) 
Signed-off-by: Shuyi Xiong <219646547+shuyixiong@users.noreply.github.com>
 2025-12-21 11:47:20 -05:00
bhsueh_NV
cd4b4f43fa
[None][feat] Support Eagle3 on Mistral Large3 (#9971) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-12-21 10:25:45 -05:00
xxi
5ae154022a
[TRTLLM-9872][fix] clear the failed test at CI when enalbe_configurab… (#10067) 
Signed-off-by: xxi <xxi@nvidia.com>
 2025-12-21 08:14:50 -05:00
Bo Li
a66eeab537
[TRTLLM-9805][feat] Skip Softmax Attention. (#9821) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Co-authored-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
 2025-12-21 02:52:42 -05:00
Enwei Zhu
21a93fbf9d
[TRTLLM-9992][perf] Enable PDL for CuteDSL kernels and overlap MoeOutputMemset (#10043) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-20 03:12:41 -05:00
Yuxian Qiu
e75331480f
[None][fix] fix draft_lengths for CUDA graph capture. (#10004) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-12-20 09:04:48 +08:00
Pengyun Lin
ac03915dc3
[TRTLLM-9604][feat] DS R1 & V3.1 tool parser (#10010) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-12-19 17:20:03 +08:00
Chang Liu
31bc14b350
[TRTLLM-9654][feat] Support DeepSeek-V32 chat template (#9814) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-12-19 17:05:38 +08:00
Ziyi Xiong
70b4d282c6
[TRTLLM-7736][feat] Incrementally update the inputs of target and draft models (#9708) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-12-19 15:11:25 +08:00
William Zhang
478b6b20a1
[#9230][refactor] Replace nemotron patches with custom model implementation (#9751) 
[#9230][refactor] Replace nemotron patches with custom model implementation

* Why?

Patching for nemotron H models was growing out of hand, and made certain
optimizations more complex than they needed to be.

* What?

This commit finally gets rid of them, and replaces them with the custom
model implementation in `modeling_nemotron_h.py`.

Closes #9230
Closes NvBug 5747867

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-12-18 19:36:27 -08:00
Wangjue Yao
9f283f330b
[None][feat] Support Mooncake transfer engine as a cache transceiver backend (#8309) 
Signed-off-by: wjueyao <wyao123@terpmail.umd.edu>
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-12-19 10:09:51 +08:00
Lizhi Zhou
f02782a6f2
[https://nvbugs/5726066][fix] fix auto-scaling related failures (#9845) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
Co-authored-by: Emma Qiao <qqiao@nvidia.com>
 2025-12-18 16:37:48 -05:00
Enwei Zhu
6fe89ea00f
[TRTLLM-9819][perf] Reuse alltoall workspace for CuteDSL MoE output (#9840) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-18 10:36:38 -08:00
CarstyYou
0b279f4ad4
[https://nvbugs/5456493][feat] Add fp8 bmm on sm120 (#9687) 
Signed-off-by: CarstyYou <186021327+CarstyYou@users.noreply.github.com>
 2025-12-18 22:57:20 +08:00
ZhichenJiang
4e55b83101
[None][perf] Add more optimization options for MOE CuteDSL finalized kernel (#10042) 
Signed-off-by: zhichen jiang <zhichenj@NVIDIA.com>
 2025-12-18 22:49:28 +08:00
Lucas Liebenwein
76ec820465
[#7532][feat] AutoDeploy: gather logits before lm head (#9962) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-12-17 19:50:13 -08:00
Yuan Tong
f7e245668b
[TRTLLM-9680][perf] Optimize TRTLLMSampler log_probs performance (Core fix has been merged via #9353) (#9655) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-12-17 17:56:01 +08:00
Yukun He
00c0564334
[None][chore] Remove unnecessary warning log for tuning. (#10077) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-17 01:51:17 -08:00
Yukun He
18b335d584
[TRTLLM-9989][fix] Disable tvm_ffi for CuteDSL nvFP4 dense GEMM. (#10040) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-17 00:41:26 -08:00
Yukun He
2fd1a23e4c
[TRTLLM-9998][fix] Change trtllm-gen MoE distributed tuning strategy back to INDEPENDENT (#10036) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-17 00:35:22 -08:00
Void
47404196fa
[None][fix] Enabled simultaneous support for low-precision combine and MTP. (#9091) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-12-17 13:37:08 +08:00
Aurelien Chartier
7175d89b48
[None][fix] Fix iteration stats for spec-dec (#9855) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-12-16 14:11:38 -08:00
ruodil
07f307d131 [https://nvbugs/5652552][fix] cherry-pick add printing for llm args (#9206) 
Signed-off-by: Ruodi Lu <ruodil@users.noreply.github.com>
Co-authored-by: Ruodi Lu <ruodil@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-12-16 13:33:20 -05:00
Lizhi Zhou
bd13957e70
[TRTLLM-9181][feat] improve disagg-server prometheus metrics; synchronize workers' clocks when workers are dynamic (#9726) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-12-16 05:16:32 -08:00
Enwei Zhu
609d1d0383
[None][fix] Fix Illegal Memory Access for CuteDSL Grouped GEMM (#10008) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-16 04:06:49 -08:00
Wanli Jiang
8af51211c1
[FMDL-1222][feat] Support weight and weight_scale padding for NVFP4 MoE cutlass (#9358) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-12-16 12:41:17 +08:00
Yechan Kim
8ba8699f66
[TRTLLM-8310][feat] Add Qwen3-VL-MoE (#9689) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-12-15 20:05:20 -08:00
ChristinaZ
dff77efa2a
[None][feat] Add routing support for the new model for both cutlass and trtllm moe backend (#9792) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-12-15 19:59:08 -08:00
Michal Guzek
e6187d8109
[https://nvbugs/5708810][fix] Fix TRTLLMSampler (#9710) 
Signed-off-by: Michal Guzek <mguzek@nvidia.com>
 2025-12-15 23:26:52 +01:00
Faraz
0c31502fbc
[None][feat] disable fused gemm for sm121 (#9916) 
Signed-off-by: list <58580514+farazkh80@users.noreply.github.com>
 2025-12-15 12:07:06 -05:00
Kaiyu Xie
44b0f8c3ed
[None] [fix] Revert "[None] [feat] add eos_token_id in generation_config to sampling params" (#10002) 2025-12-15 08:52:52 -08:00
arekay-nv
4f75a31a45
[https://nvbugs/5540979][fix] Potential fix for 5540979 (#9716) 
Signed-off-by: Rashid Kaleem <230885705+arekay-nv@users.noreply.github.com>
 2025-12-15 10:49:31 -05:00
Wanli Jiang
3230fbe79a
[None][feat] Update reasoning parser for nano-v3 (#9944) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-12-15 05:39:37 -08:00
Yukun He
9e7182b603
[TRTLLM-9615][feat] Implement a distributed tuning system (#9621) 
Four distinct strategies are implemented to accommodate different distributed tuning scenarios, including BROADCAST, INDEPENDENT, MERGE, PARALLEL.

* Distributed tuning is disabled by default, with the INDEPENDENT strategy as the fallback. This conservative approach prevents unexpected behavior in standard use cases.
* Only operations with significant tuning time overhead have been assigned the PARALLEL strategy, which allows the same tensor parallelism (TP) rank to tune tactics concurrently across different ranks. This targeted approach balances performance gains with stability.
* Operations with nested tuning structures, such as NVFP4GemmUnifiedRunner, currently support only the INDEPENDENT strategy. This restriction exists because the synchronization mechanism is optimized only for leaf operations and doesn't yet handle nested hierarchies.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-15 21:08:53 +08:00
Grzegorz Kwasniewski
83885c69e7
[TRTLLM-9136][feat] 2D parallel EP TP support (#9459) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-12-15 09:52:29 +01:00
Yuxian Qiu
7588029763
[None][feat] Async pp send for PPCommTorch. (#9976) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-12-15 14:03:46 +08:00
Ziyi Xiong
f2aee0db03
[TRTLLM-9854][feat] Optimize the host overhead of _sample_async (#9935) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-12-15 13:28:54 +08:00
Fanrong Li
8f144d9282
[TRTLLM-9416][feat] Skip DS-v3.2 indexer MQA and Top-K for short sequences. (#9524) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-12-15 12:42:25 +08:00
xxi
f5696df285
[TRTLLM-8961][feat] ConfigurableMoE support DeepGemm (#9858) 2025-12-15 10:47:15 +08:00
Yan Chunwei
355e06d66d
[None][doc] update readme for rpc (#9972) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-12-15 10:16:50 +08:00
Zongfei Jing
bf923a1074
[None] [chore] Comments cleanup (#9978) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-12-15 09:46:37 +08:00
Simeng Liu
f21e2b3329
[TRTLLM-9601][feat] Expose mmKeys for multimodal to integrate with dynamo. (#9604) 
Signed-off-by: SimengLiu-nv <simengl@nvidia.com>
 2025-12-15 08:42:30 +08:00
Yuxian Qiu
fcda1a1442
[None][fix] disable async pp send for ray cases. (#9959) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-12-13 20:22:36 -08:00
nvxuanyuc
a5a37227d6
[None][feat] Fused kernels (qknormrope + moe routing) and two-model MTP support for glm4moe (#9852) 
Signed-off-by: Xuanyu Chen <xuanyuc@nvidia.com>
 2025-12-14 10:47:24 +08:00
Mike Iovine
383b13e0e5
[None][feat] Implement sampling on 1-model EAGLE3 (#9885) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-12-13 07:38:22 -08:00
jellysnack
079ef8ae77
[None][feat] Graceful Error Handling for Guided Decoder (#9078) 
Signed-off-by: jellysnack <oleg.jellysnack@gmail.com>
Signed-off-by: jellysnack <158609015+jellysnack@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-13 19:57:59 +08:00
Yan Chunwei
85406f9dda
[https://nvbugs/5720482][fix] Fix test rpc streaming (#9902) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-12-13 01:14:43 -08:00
Balaram Buddharaju
6a6e41f802
[TRTLLM-9468][chore] Update disagg benchmarking scripts to support context parallelism (#9720) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-12 22:29:41 -08:00
shuyixiong
7fc720a397
[TRTLLM-9784][fix] Resolve port conflicts (#9780) 
Signed-off-by: Shuyi Xiong <219646547+shuyixiong@users.noreply.github.com>
 2025-12-12 22:10:01 -08:00
bhsueh_NV
e49c70f6df
[None][feat] Support Mistral Large3 LLM part (#9820) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-12-13 11:44:27 +08:00
Faraz
98d72c7648
[None][feat] spark cublas LUT table for llama-8b-bf16 perf (#9811) 
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
 2025-12-12 22:37:56 -05:00
Balaram Buddharaju
461446045e
[TRTLLM-9493][feat] Add helixPostProcessNative kernel for cp_dim=2 (#9924) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-12 16:49:25 -08:00
tburt-nv
6147452158
[https://nvbugs/4141427][chore] Add more details to LICENSE file (#9881) 
Signed-off-by: Tyler Burt <195370667+tburt-nv@users.noreply.github.com>
 2025-12-13 08:35:31 +08:00
Yuxian Qiu
cd4e639536
[None][feat] Async pp send. (#9952) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-12-13 00:52:30 +08:00
JunyiXu-nv
2fec53dfa5
[TRTLLM-9637][feat] Support tool parser for Kimi K2 (#9830) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-12 23:32:39 +08:00
Yihan Wang
9df4dad3b6
[None][fix] Introduce inline namespace to avoid symbol collision (#9541) 
Signed-off-by: Yihan Wang <yihwang@nvidia.com>
 2025-12-12 23:32:15 +08:00
Balaram Buddharaju
af315d8ef1
[TRTLLM-5972][chore] Load balance decode token KV cache with helix parallelism (#9757) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-12 22:29:05 +08:00
Lucas Liebenwein
e767fc649a
[None][feat] AutoDeploy: prepare_metadata revisited (#9764) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-12-12 20:14:14 +08:00
yufeiwu-nv
fd3d3a553d
[None][chore] Modify python ipc_util to align with C++ path (#9894) 
Signed-off-by: yufeiwu <230315618+yufeiwu-nv@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
 2025-12-12 15:55:22 +08:00
Yifei Wang
9d1f2a9925
[#6425][fix] address CUDA stream sync issue in ModelRunnerCPP (#6426) 
Signed-off-by: yifei.w <yifei.w@bytedance.com>
 2025-12-12 13:33:22 +08:00
JunyiXu-nv
710c592d7c
[https://nvbugs/5727517][fix] Preserve ip:port for disagg (#9859) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-12 09:45:34 +08:00
jthomson04
4f6d4da035
[None][perf] Fix TPOT when min_tokens set (#9862) 
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
 2025-12-11 13:55:31 -08:00
Venky
fd1270b9ab
[TRTC-43] [feat] Add config db and docs (#9420) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-12-12 04:00:03 +08:00
Erin
89dabf5aa1
[TRTLLM-9736][feat] AsyncLLM and verl integ (#9353) 
Signed-off-by: Liwei Ma <liweim@nvidia.com>
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Liwei Ma <liweim@nvidia.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-12-11 09:33:25 -08:00
JadoTu
02edb19f43
[None] [feat] add eos_token_id in generation_config to sampling params (#9514) 
Signed-off-by: jiant <107457950+JadoTu@users.noreply.github.com>
 2025-12-12 00:52:03 +08:00
xxi
488d38f88d
[TRTLLM-8959][feat] ConfigurableMoE support CUTLASS (#9772) 2025-12-12 00:22:13 +08:00
Zongfei Jing
c76b428e2e
[TRTLLM-9685] [feat] Add gather fc1 kernel by cuteDSL (#9618) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-12-11 16:21:32 +08:00
Kanghwan
d147ad053e
[#2730][fix] Fix circular import bug in medusa/weight.py (#9866) 
Signed-off-by: Kanghwan Jang <861393+karljang@users.noreply.github.com>
 2025-12-11 13:51:08 +08:00
Ziyi Xiong
81222c3670
[None] Fix warning when capturing CUDA graph (#9746) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-12-10 19:22:38 -08:00
Yiqing Yan
1c11cae54d
[None][chore] bump version to 1.2.0rc6 (#9874) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-12-10 04:53:26 -08:00
Yukun He
072f236002
[None][fix] Fully resolve the tactic recovery issues in AutoTuner serialized cache (#9835) 
Restrict tactic types to those compatible with AutoTuner cache serialization and deserialization.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-10 20:41:04 +08:00
Yukun He
979f37e443
[None][fix] Fix nvfp4 gemm allowed backends arg passing (#9837) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-09 20:09:53 -08:00
dhansen-nvidia
2d33ae94d5
[https://nvbugs/5508301][feat] Move D->H copies to a worker thread whe… (#8463) 
Signed-off-by: Dan Hansen <1+dhansen-nvidia@users.noreply.github.com>
Signed-off-by: dhansen-nvidia <218031328+dhansen-nvidia@users.noreply.github.com>
Co-authored-by: Dan Hansen <1+dhansen-nvidia@users.noreply.github.com>
 2025-12-09 18:51:31 -05:00
Mike Iovine
07c76a5fac
[None][feat] Make 2-model spec dec use the 1-model kernels (Hopper) (#8810) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-12-09 11:06:31 -05:00
Stefan Niebler
d600b9f851
[TRTLLM-6756][feat] Update BeamSearch for TorchSampler (#9660) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-12-09 10:44:01 +01:00
Robin Kobus
76f49c903b
[None][fix] Additional model outputs for pipeline parallelism (#9794) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-12-09 10:41:22 +01:00
Jiagan Cheng
4a3a66b124
[https://nvbugs/5677746][fix] Use first PP rank's schedule result in other PP ranks to fix PP hang (#9659) 
Signed-off-by: Jiagan Cheng <jiaganc@nvidia.com>
 2025-12-08 18:43:52 -08:00
bhsueh_NV
d6f961d3fe
[None][feat] Add llama4 scaling (#9771) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-12-09 10:27:39 +08:00
Chenghao Zhang
75f5446d67
[#9753][feat] AutoDeploy: Implement add rms_norm fusion (#9754) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-12-08 14:24:27 -08:00
Jhao-Ting Chen
da074be037
[None][fix] Fix #8383 introduced TRTLLM backend python error (#9804) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-12-08 13:31:37 -08:00
Eran Geva
23cf72b0f8
[#8921][feat] Added symetric memory AllReduce strategy (#8919) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-12-08 13:12:56 -08:00
Thor Johnsen
f9380581c5
[https://nvbugs/5508267][fix] Proper handling of inactive canceled requests (#9280) 
Signed-off-by: thorjohnsen <41591019+thorjohnsen@users.noreply.github.com>
 2025-12-08 13:11:44 -08:00
Jhao-Ting Chen
0a09465089
[https://nvbugs/5567586][feat] Ampere xqa swa specdec for GPT-OSS Eagle3-one-model (#8383) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-12-08 11:16:05 -08:00
Frank
f6df9eb2a6
[TRTLLM-9089][chore] Port prepare_dataset into trtllm-bench (#9250) 2025-12-08 10:37:40 -08:00
sunnyqgg
1c7b7cdd47
[TRTLLM-9506][fix] Fix AR for DeepSeek-R1 2 model path (#9661) 
Signed-off-by: qgai <qgai@nvidia.com>
 2025-12-08 10:12:32 -05:00
Eran Geva
98db262a67
[None][fix] Switch AutoDeploy's default allreduce strategy to NCCL (#9666) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-12-08 03:26:21 -08:00
Guoming Zhang
448bb1a44f
[TRTLLM-9431][perf] Enable multistream for Linear Attention in Qwen3-… (#9696) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-12-08 13:39:12 +08:00
Li Min
a422d70be6
[None][chore] Enable tvm_ffi for cute dsl nvfp4_gemm to reduce host overhead. (#9690) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-12-08 13:28:11 +08:00
Yukun He
8b9ab9a701
[None][fix] Fix two tuning cache miss issues. (#9743) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-08 10:47:21 +08:00
xxi
8e27ce7084
[TRTLLM-9603][feat] Enable ConfigurableMoE test in the CI (#9645) 2025-12-08 10:19:40 +08:00
Ludwig Schneider
41ce14ab04
[None][feat] Enable NCCL_SYMMETRIC as default fallback for AllReduce (#9314) 
Signed-off-by: Ludwig Schneider <lschneider@nvidia.com>
 2025-12-07 09:43:26 -08:00
JunyiXu-nv
b210f22c7e
[https://nvbugs/5703953][fix] Preserving ip:port for trtllm-serve before initializing llm (#9646) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-06 20:13:48 -08:00
Yan Chunwei
e4c707845f
[None][fix] enable hmac in RPC (#9745) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-12-07 08:24:46 +08:00
Jonas Li
2645a78f34
[TRTLLM-9660][feat] Convert cuteDSL GEMM to opt-in feature (#9682) 
Signed-off-by: Jonas Li <6110159+longlee0622@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-12-06 02:24:51 -08:00
mpikulski
8d2178d321
[TRTLLM-9522][chore] implement default attach_multimodal_embeddings (#9664) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-12-05 22:12:16 -08:00
Enwei Zhu
7cd5a67e25
[TRTLLM-9372][feat] Enable CuteDSL MoE with Large EP (#9592) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-05 22:08:52 -08:00
xxi
c2f2add6df
[None][fix] fix a bug: deepseek_fp8_block_scales in TRTLLMGEN-MoE use 2D x_sf instead of 1D (#9658) 
Signed-off-by: xxi <xxi@nvidia.com>
 2025-12-05 21:01:39 -08:00
shuyixiong
df5b32966d
[None][fix] Fix triton moe load_weight (#9649) 
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
 2025-12-06 11:17:04 +08:00
QI JUN
0915c4e3a1 [TRTLLM-9086][doc] Clean up TODOs in documentation (#9292) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-12-05 17:50:12 -05:00
Chenghao Zhang
d6f95a4363
[None][feat] AutoDeploy: Perf optimization for Attention and rmsnorm (#9719) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-12-05 12:59:04 -08:00
Robin Kobus
eb0b426e5d
[None][refactor] Improve request processing function in sampler (#9671) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-12-05 16:41:49 +01:00
Robin Kobus
faf682b8bc
[TRTLLM-7136][feat] Update load_weights method to include mapping parameter in checkpoint loaders (#9583) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-12-05 16:07:20 +01:00
gramnarayan
74df9b180b
[#9602][feat] AutoDeploy: Support TRTLLM Sampler (#9641) 
Signed-off-by: Govind Ramnarayan <105831528+govind-ramnarayan@users.noreply.github.com>
 2025-12-04 19:24:11 -08:00
Lizhi Zhou
0d0a16fff4
[TRTLLM-8920][feat] decouple disagg service from fastapi (#8714) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-12-05 10:44:16 +08:00
Aurelien Chartier
041bb32151
[None][fix] Fix TLLM_SPEC_DECODE_FORCE_NUM_ACCEPTED_TOKENS for MTP/EAGLE (#9608) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-12-04 08:23:57 -08:00
Anthony Chang
60cdca3740
[None][fix] Recover TRTLLM MoE Perf for DEP (#9562) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-12-04 22:10:25 +08:00
Jin Li
e5d4305c04
[https://nvbugs/5467531][fix] Unwaive fused_moe all to all test with … (#9617) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-12-04 18:17:24 +08:00
tcherckez-nvidia
f9aa86dbdd
[#8733][feat] Add Llama4 MoE handling to AutoDeploy (#9556) 
Signed-off-by: Tal Cherckez <127761168+tcherckez-nvidia@users.noreply.github.com>
Signed-off-by: tcherckez-nvidia <127761168+tcherckez-nvidia@users.noreply.github.com>
Co-authored-by: Neta Zmora <nzmora@nvidia.com>
 2025-12-04 08:03:33 +02:00
JunyiXu-nv
6d2daec5d0
[TRTLLM-8274][feat] Check if executor is shutdown in /health entrypoint (#9057) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-04 13:49:40 +08:00
Tailing Yuan
4eed648e22
[None][feat] Add weights initialization and context phase parser to layer-wise benchmarks (#9667) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-12-04 13:41:15 +08:00