Commit Graph

281 Commits

Author SHA1 Message Date
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
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
Void
6b755fd9f8
[None][fix] fix runtime error that bf16 input is not quantized to nvfp4 when use bf16 dispatch (#8507)
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
2025-10-30 15:06:54 +08:00
Simeng Liu
834a780655
[https://nvbugs/5599086][fix] Fix FP8 Linear module for spark (#8707)
Signed-off-by: Simeng Liu <simengl@nvidia.com>
2025-10-29 13:58:19 -07:00
Yi Zhang
a69bd2a6fa
[https://nvbugs/5550409][fix] Disable torch compile in piecewise attention part to Avoid host overhead (#8708)
Signed-off-by: yizhang-nv <187001205+yizhang-nv@users.noreply.github.com>
2025-10-29 18:12:58 +08:00
Cheng Hang
15c293a90b
[None][feat] Enable nvfp4 cuda core for sm120 (#8620)
Signed-off-by: Cheng Hang <chang@nvidia.com>
2025-10-29 12:39:03 +08:00
Kaiyu Xie
227c288441
[TRTLLM-8827] [feat] Enable low precision alltoall for Cutlass and TRTLLMGen backends (#8675)
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
Bo Li
9c4432f8a4
[TRTLLM-7318][feat] MnnvlThroughput AlltoAll implementation. (#7499)
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-10-27 13:23:06 -04:00
Kaiyu Xie
c9b08790c2
[None] [test] Add MNNVL AlltoAll tests to pre-merge (#8601) 2025-10-27 21:39:44 +08:00
Jinyang Yuan
0a0f93d4a8
[None][fix] Fix the performance issue of FP8 blockwise grouped GEMM when using attention DP (#8501)
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
2025-10-27 10:18:19 +08:00
Simeng Liu
2b27810198
[https://nvbugs/5494718][fix] Fix Single GPU Multi-node issue and OOM on DGX Spark (#8514)
Signed-off-by: Simeng Liu <simengl@nvidia.com>
2025-10-24 19:09:07 -07:00
Chang Liu
e47c787dd7
[TRTLLM-8535][feat] Support DeepSeek V3.2 with FP8 + BF16 KV cache/NVFP4 + BF16 KV cache (#8405)
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
2025-10-24 13:40:41 -04:00
Shijie
928247a3f9
[https://nvbugs/5451205][feat] Add cuBLASLt NVFP4 GEMM backend support (#7943)
Signed-off-by: Shijie Wang <jaywan@nvidia.com>
2025-10-23 15:55:10 +08:00
Anthony Chang
8a3b870e09
[None][feat] Update TRTLLM MoE MxFP4 cubins; autotune tileN (#8156)
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
2025-10-23 09:14:18 +08:00
Bo Li
ebb62e17d8
[None][feat] Add alltoall to trtllm-gen MoE backend. (#8481)
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
2025-10-21 12:42:54 +08:00
Min Yu
0a0159fdd8
[https://nvbugs/5378031] [feat] W4A8 AWQ MoE supports Per Expert Pre-quant Scale Factor for PyT backend (#7286)
Signed-off-by: Min Yu <171526537+yumin066@users.noreply.github.com>
2025-10-16 11:07:48 +08:00
dongfengy
7a0aa64973
[None][fix] Refactor triton paddings (#6980)
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
Signed-off-by: dongfengy <99041270+dongfengy@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
2025-10-15 12:59:01 -07:00
sychen52
6a6124dcb5
[OMNIML-2336][feat] w4a8 nvfp4 fp8 exports scale factor properly (#8180)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
Co-authored-by: Shiyang Chen <shiychen@omniml-a6.nvidia.com>
2025-10-15 13:41:27 +08:00
Tailing Yuan
8444a50d3a
[None][fix] Fix is_post_quant_all2all_supported for MNNVL (#8355)
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
2025-10-14 11:49:21 -07:00
Fanrong Li
0d20a8fd61
[TRTLLM-8536][feat] Add the sparse attention framework and one use case--RocketKV support (#8086)
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
Co-authored-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
2025-10-14 08:23:16 -07:00
Yuxian Qiu
3450fe9944
[None][fix] Fix dummy load format for key models. (#7993)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-10-14 11:18:39 +08:00
Yuxian Qiu
bd740c9ba6
[None][fix] Avoid unnecessary concat in attn_output_gate case. (#8094)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-10-13 12:59:40 -07:00
Sergey Klevtsov
017583a949
[https://nvbugs/5488576][fix] Propagate disable_finalize_fusion config flag in WIDEEP MoE backend (#8141)
Signed-off-by: Sergey Klevtsov <sklevtsov@nvidia.com>
2025-10-07 14:44:54 -07:00
Faraz
27a5091fcb
[None][feat] GPT-OSS Sm120/Sm121 Support (#7937)
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Signed-off-by: list <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: Vincent Huang <vincenth@nvidia.com>
Co-authored-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Co-authored-by: Vincent Huang <vincenth@nvidia.com>
2025-10-06 16:59:06 -04:00
Aurelien Chartier
9db4366903
[None][fix] Fix Qwen3 FP8 per-tensor when requesting TRTLLM-GEN MoE backend (#8075)
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
2025-10-03 07:52:52 -07:00
yifeizhang-c
34d158b6da
[TRTLLM-6589][feat] Support CUDA graph for DeepEP (#7514)
Signed-off-by: Yifei Zhang <219273404+yifeizhang-c@users.noreply.github.com>
2025-10-02 10:13:24 -07:00
sychen52
ba8abeab10
[OMNIML-2336][feat] add W4A8 NVFP4 FP8 fused moe (#7968)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2025-10-01 02:39:33 -04:00
peaceh-nv
808e556c79
[None][fix] : Fix OOM issue when dp padding is enabled (#8052)
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
2025-10-01 09:10:00 +08:00
brb-nv
84aa3c981e
[None][chore] Waive failing MNNVL alltoall multi-gpu test (#8106)
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
2025-09-30 20:05:42 -04:00
Guoming Zhang
b4be0d2e4c
[None][chore] Refine qwen3-next implementation. (#8064)
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
2025-09-30 15:05:13 -04:00
Kaiyu Xie
b0cb9ca50e
[None] [test] Add MNNVL AlltoAll tests to pre-merge (#7466)
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2025-09-29 23:12:24 -04:00
Cheng Hang
cdce68c3e0
[TRTLLM-6741][fix] Add heuristics for lm head tp size when enable_lm_head_tp_in_adp=True (#7891)
Signed-off-by: Cheng Hang <chang@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
2025-09-30 09:24:35 +08:00
bhsueh_NV
38d6e4e60b
[None][feat] Support Qwen3 next (#7892)
Signed-off-by: mengw <12670782+wm2012011492@users.noreply.github.com>
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
2025-09-29 21:16:07 +08:00
Void
7f1e2dba92
[None][fix] only support deepep post quant all2all on nvfp4 (#8041)
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
2025-09-29 14:37:50 +08:00
Tailing Yuan
985b79ca82
[TRTLLM-8348][feat] Speed up concat k and copy k_nope in context phase using torch.compile (#8044)
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
2025-09-29 13:28:12 +08:00
Zongfei Jing
e9f26feeb6
[None][chore] Cherry-pick from (#7598) Make low_precision_combine as a llm arg (#7898)
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2025-09-28 22:32:33 -04:00
ChristinaZ
95eac2cda7
[https://nvbugs/5537738][fix] Add fp8 post-quant allgather support (#8008)
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-09-28 15:32:45 +08:00
HuiGao-NV
f4d3be4bbc
[None][feat] Add a standalone buffer cache class and reuse buffers between cduagraph and no-graph flow (#7669)
Signed-off-by: Hui Gao <huig@nvidia.com>
2025-09-26 07:28:06 -07:00
xxi
57ff5f4c0d
[None][fix] fix a bug in wideEp use DeepEP with num_chunks > 1 (#7954)
Signed-off-by: xxi <xxi@nvidia.com>
2025-09-25 07:53:42 -07:00
Void
336c2ef540
[None][feat] DeepEP LL fp8 dispatch/combine (#7927)
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
2025-09-25 09:20:24 +08:00
Yuxian Qiu
48fda86c56
[None][fix] Fix dummy load format for DeepSeek. (#7874)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-09-24 23:03:16 +08:00
mpikulski
9970345919
[TRTLLM-7728][feat] batched sampling by strategy (supersedes enable_mixed_sampler, cf. TRTLLM-7156) (#7294)
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
2025-09-23 16:05:05 -07:00
xxi
d471655242
[TRTLLM-7831][feat] Cherry-pick from #7423 Support fp8 block wide ep cherry pick (#7712) 2025-09-23 08:41:38 +08:00
ChristinaZ
be576a3152
[None] [feat] Enable run_post_quant_allgather for MoE TRTLLM backend (#6794)
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-09-23 08:24:21 +08:00
Jin Li
b5391b4ac6
[https://nvbugs/5516665][fix] Fix CUTLASS moe fake impl errors (#7714)
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-09-22 11:08:39 -07:00
Yechan Kim
f77aca9f2c
[TRTLLM-7385][feat] Optimize Qwen2/2.5-VL performance (#7250)
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
2025-09-22 03:40:02 -07:00
dongxuy04
9eb8084ca9
[TRTLLM-7008][fix] cherrypick to main Add automatic shared memory delete if already exist (#7727)
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
2025-09-21 11:01:51 -07:00
HuiGao-NV
a6370fd143
[https://nvbugs/5481434][feat] cherry-pick fix to reuse pytorch memory segments occupied by cudagraph (#7747)
Signed-off-by: Hui Gao <huig@nvidia.com>
2025-09-19 10:25:21 +08:00
Yuxian Qiu
d6ebcf7c4a
[TRTLLM-6994][feat] FP8 Context MLA integration (Cherry-pick https://github.com/NVIDIA/TensorRT-LLM/pull/6059 from release/1.1.0rc2) (#7610)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-09-19 09:40:49 +08:00
Stefan Niebler
a55251bf75
[None][fix] Add TP information in weight scale loading in WeightOnlyQuantLinearMethod (#7732)
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
2025-09-18 10:30:50 +02:00