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650 Commits

Author SHA1 Message Date
Yechan Kim
60073a7ad9
[None][feat] Support SharedTensor on MultimodalParams (#6254) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-10 17:48:24 -07:00
shaharmor98
b6baa9ed9b
[TRTLLM-6823][doc] Add checkpoint refactor docs (#6592) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-08-10 19:47:39 -04:00
shaharmor98
14b36e07d7
[TRTLLM-6174][feat] Enable FP32 mamba ssm cache (#6574) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-08-10 16:27:51 -04:00
Gal Hubara-Agam
3c5aec19c2
[#5048][enhance] AutoDeploy: Optimize prepare_inputs (#6634) 
Optimize prepare_inputs routine in AutoDeploy, as part of the effort to reduce the performance gap compared to the default backend.
This PR includes two major fixes, and some other minor tweaks:
1. Avoid back and forth data copies
2. Optimize position ids update by separating the implementation for generation mode and context mode.

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-10 13:55:04 +03:00
Ziyi Xiong
de472828b9
[TRTLLM-6637][feat] Resolve KV cache divergence issue (#6628) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-08-09 23:15:04 +08:00
Yilin Fan
d643aef73c
[Perf] Improve Llama4 performance for small max_seqlen cases (#6306) 
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
 2025-08-09 02:58:31 -04:00
Ye Zhang
bcf5ec0c9a
[None][feat] Core Metrics Implementation (#5785) 
Signed-off-by: Ye Zhang <zhysishu@gmail.com>
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-08-09 02:48:53 -04:00
dongfengy
d06675071e
[None][fix] WAR GPT OSS on H20 with Triton MOE (#6721) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
 2025-08-08 19:47:09 -04:00
Mike Iovine
90145cf557
[None][feat] Optimize CUDA graph memory usage for spec decode cases (#6718) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-08-08 13:56:53 -04:00
Wanli Jiang
d45236b253
[TRTLLM-6308][feat] Support Aggregate mode for phi4-mm (#6184) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-08-08 20:09:26 +08:00
Stefan Niebler
b8f036f264
[TRTLLM-6650][fix] Enhance CUDA graph + Beam search to correctly handle padding (#6665) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-08-08 14:00:33 +02:00
Liao Lanyu
32ad7f3c12
[None][fix] Remove lock related typo in py_executor (#6653) 
Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
 2025-08-08 17:48:57 +08:00
JunyiXu-nv
5f45227a93
[https://nvbugs/5437106][fix] Fix llama4 scout TRTLLM attn_backend (#6690) 
Signed-off-by: Junyi Xu <junyix@nvidia.com>
 2025-08-08 17:48:23 +08:00
Yuxian Qiu
9ff4e75f14
[None][refactor] Combine resmooth_to_fp8_e8m0 and transform_sf_into_required_layout (#6654) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-08-08 17:11:41 +08:00
Li Min
d913955952
[TRTLLM-6898][feat] make fused_moe_cute_dsl work on blackwell (#6616) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-08-08 15:03:48 +08:00
2ez4bz
064eb7a70f
[TRTLLM-5252][fix] Propagate mapping to intermediate layers (#6611) 
This commit propagates the mapping to intermediate layers to enable
tensor parallelism (amongst other things) in them.

It also fixes issues with a unit test for TP for pixtral, and adds it to a
test list.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-08-08 01:50:36 -04:00
Enwei Zhu
aee828d98a
[TRTLLM-6854][feat] Enable guided decoding with disagg serving (#6704) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-08 12:10:36 +08:00
zhanghaotong
1cf669496a
[None][fix] Fix unnecessary GPU synchronization in torch sampler caused by incorrect tensor reference (#6626) 
Signed-off-by: 皓聪 <zhanghaotong.zht@alibaba-inc.com>
Co-authored-by: 皓聪 <zhanghaotong.zht@alibaba-inc.com>
 2025-08-07 23:44:47 -04:00
NVJiangShao
2f2f5cc72c
[TRTLLM-6744][feat] Remove input_sf swizzle for module WideEPMoE (#6231) 
Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
 2025-08-08 11:13:42 +08:00
Daniel Cámpora
efca359b66
[TRTLLM-6785][feat] BREAKING CHANGE Enable TRTLLM sampler by default (#6216) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-07 22:19:37 -04:00
Iman Tabrizian
82276167e6
[None][feat] Add NCCL Symmetric Integration for All Reduce (#4500) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-08-07 17:28:14 -07:00
Yuan Tong
db8dc97b7b
[None][fix] Migrate to new cuda binding package name (#6700) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-08-07 16:29:55 -04:00
Mike Iovine
e968f98b43
[None][feat] Clean up ngram auto mode, add max_concurrency to configs (#6676) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-08-07 12:51:47 -04:00
Emma Qiao
3c44b44e45
[None][infra] Fix guardwords (#6711) 
Signed-off-by: qqiao <qqiao@nvidia.com>
 2025-08-07 21:06:47 +08:00
pcastonguay
453a06e6ab
[TRTLLM-6881][feat] Include attention dp rank info with KV cache events (#6563) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-08-07 14:17:07 +02:00
Enwei Zhu
1b9781e8e7
[TRTLLM-6409][feat] Enable guided decoding with speculative decoding (part 1: two-model engine) (#6300) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-07 05:53:48 -04:00
hlu1
8207d5fd39
[None] [feat] Add model gpt-oss (#6645) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com>
 2025-08-07 03:04:18 -04:00
amitz-nv
85af62184b
[TRTLLM-6683][feat] Support LoRA reload CPU cache evicted adapter (#6510) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-07 09:05:36 +03:00
Izzy Putterman
7e0158b583
Qwen3: Fix eagle hidden states (#6199) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-08-06 17:05:18 -04:00
Zongfei Jing
0ff8df95b7
[https://nvbugs/5433581][fix] DeepGEMM installation on SBSA (#6588) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-08-06 16:44:21 +08:00
Netanel Haber
83ee91e17b
[None][fix] Fix 6522 mpi.pkl5.intracomm.Request has wait not Wait (#6646) 
Signed-off-by: Netanel Haber <nhaber@nvidia.com>
 2025-08-06 14:18:09 +08:00
JunyiXu-nv
13e0214fe0
[TRTLLM-6263][feat] Enable fp8 SwiGLU to minimize host overhead (#6540) 
Signed-off-by: Junyi Xu <junyix@nvidia.com>
 2025-08-06 10:42:19 +08:00
brb-nv
9a01934dbf
[None][feat] Switch to internal version of MMProjector in Gemma3 (#6572) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-08-05 21:48:23 -04:00
yunruis
3ff4f503ad
[None][opt] ADP schedule balance optimization (#6061) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
 2025-08-06 09:38:02 +08:00
Yechan Kim
c17f4984e2
[None][feat] Refactor Llava-Next (#6478) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-05 17:53:53 -07:00
Aurelien Chartier
6da95f29a9
[None][feat] Add support for fused gate_up_proj scales for FP8 blockwise (#6496) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-08-05 11:22:32 -07:00
ixlmar
1ebceb790d
[TRTLLM-5508][feat] check input tokens + improve error handling (#5170) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-08-05 18:27:43 +01:00
liji-nv
dcbfa7e509
[https://nvbugs/5252313][fix] Fix torch compile + MTP (#6554) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-08-05 10:31:29 -04:00
Venky
61da2daeb4
[TRTLLM-6761][refactor] Replace LogitBiasLogitsProcessor with embedding bias tensor system (#6464) 
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
 2025-08-05 07:14:24 -07:00
danielafrimi
ed801ff74b
[None][fix] Remove expand configuration from mamba2 mixer (#6521) 
Signed-off-by: Daniel Afrimi <danielafrimi8@gmail.com>
 2025-08-05 04:18:25 -04:00
Haohang Huang
c9eebcb454
[TRTLLM-6674][feat] (Breaking Change) Hopper SWA non-cyclic kernels + KV reuse + Spec Dec (#6379) 
Signed-off-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
Signed-off-by: symphonylyh <31998628+symphonylyh@users.noreply.github.com>
 2025-08-05 07:47:41 +00:00
Olya Kozlova
13cc1c4878
[TRTLLM-5271][feat] best_of/n for pytorch workflow (#5997) 
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
 2025-08-04 14:08:06 +02:00
brb-nv
87e4e9f468
[None][chore] Add unit test for Gemma3 lora (#6560) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-08-04 04:56:57 -04:00
Yuan Tong
a2f271c8e0
[TRTLLM-4406][feat] LLM sleep & wakeup Part 1: virtual device memory (#5034) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-08-04 13:51:01 +08:00
Yechan Kim
ee6ab5be96
chore: add EXAONE4 accuracy test (#6397) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-04 10:14:16 +08:00
Jinyang Yuan
df90202b51
[fix] Fix DeepSeek w4a8 weight loading (#6498) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-08-04 10:12:06 +08:00
Chuang Zhu
542f552d0b
use cudaSetDevice to create context ,fix nvbug 5394497 (#6403) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-08-03 13:32:55 -04:00
Shunkangz
67a3fd858b
[None][feat] Add support of scheduling attention dp request (#6246) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-08-01 20:38:01 -04:00
Lucas Liebenwein
5247df6ae2
[AutoDeploy] merge feat/ad-2025-07-22 (#6520) 
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Signed-off-by: Gal Agam <ghubaraagam@cw-dfw-cs-001-login-01.cm.cluster>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: haoguo <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Co-authored-by: Gal Agam <ghubaraagam@cw-dfw-h100-004-328-012.cm.cluster>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Co-authored-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-08-01 08:51:08 -07:00
brb-nv
7447d6ed85
[TRTLLM-6657][feat] Add LoRA support for Gemma3 (#6371) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-08-01 09:19:54 -04:00