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371 Commits

Author SHA1 Message Date
彭晋韬(jtao peng)
211c44b951
[None][feat] Adding torch ext API for FusedAddRMSNormQuant kernel (#9905) 
Signed-off-by: jintaop <jintaop@nvidia.com>
 2026-01-15 07:29:15 +08:00
Emma Qiao
01083b56bf
[TRTLLM-9849][infra] Update dependencies to 25.12 (#9818) 
Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Emma Qiao <qqiao@nvidia.com>
Signed-off-by: xxi <xxi@nvidia.com>
Signed-off-by: xxi <95731198+xxi-nv@users.noreply.github.com>
Co-authored-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: xxi <xxi@nvidia.com>
Co-authored-by: xxi <95731198+xxi-nv@users.noreply.github.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2026-01-14 21:54:04 +08:00
xxi
d8862505b9
[None][chore] enable EPLB for DEEPGEMM (#10617) 
Signed-off-by: xxi <xxi@nvidia.com>
 2026-01-14 05:28:08 -05:00
jmydurant
e7882d5c74
[None][feat] MiniMax M2 support (#10532) 
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
 2026-01-14 17:38:58 +08:00
Leslie Fang
795e690bca
[https://nvbugs/5753788][chore] Padding empty chunk for configurable moe (#10451) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2026-01-14 10:42:17 +08:00
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
Guoming Zhang
bdaee87895
[TRTLLM-10060][feat] Enable attention dp for Nemotron Super v3. (#10347) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2026-01-13 17:13:55 +08:00
Xianjie Qiao
3a9a00b544
[None][feat] Add ExpertStatistic and DUMMY_ALLREDUCE for configurable_moe (#10401) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2026-01-12 14:10:31 +08:00
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
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
Kaiyu Xie
1c69aad850
[TRTLLM-10309] [feat] Optimize qk rope/nope concat for DSA (#10571) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2026-01-09 09:50:57 -05:00
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
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
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
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
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
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
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
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
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
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
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
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
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
xxi
f5696df285
[TRTLLM-8961][feat] ConfigurableMoE support DeepGemm (#9858) 2025-12-15 10:47:15 +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
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
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
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
xxi
8e27ce7084
[TRTLLM-9603][feat] Enable ConfigurableMoE test in the CI (#9645) 2025-12-08 10:19:40 +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
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
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
Jin Li
87e0c8a749
[TRTLLM-7073][feat] Support torch compile for PP for Llama and DeepSeekV3 (#7838) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-12-04 13:32:11 +08:00
Wei-Ming Chen
d9fba85396
[OMNIML-2932] [feat] nvfp4 awq support (#8698) 
Signed-off-by: weimingc <17592131+meenchen@users.noreply.github.com>
 2025-12-03 19:47:13 +02:00
Iman Tabrizian
09beaa5933
[None][fix] Fix wide ep MoE error (#9642) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-12-03 23:11:06 +08:00
Bo Li
8b5ededc83
[TRTLLM-9391][chore] Automatically estimate required workspace. (#9535) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-12-03 12:49:38 +08:00
shuyixiong
1a2118b8fe
[https://nvbugs/5702793][fix] Fix uncontiguous tensor view (#9576) 
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
 2025-12-02 15:41:32 +08:00
Wanli Jiang
5657a00ec0
[FMDL-1328][feat] Add support for nano-v3 and super-v3 with pytorch backend (#9261) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-12-02 13:40:20 +08:00