Yao Yao
942e080415
[fix] Fix missing fields in xqa kernel cache key ( #6282 )
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2025-08-01 10:41:26 +08:00
Yukun He
93a0fd0a23
[TRTLLM-6445] feat: Enable AllReduce-associated fusion patterns in Llama3/4. ( #6205 )
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2025-07-28 09:36:26 +08:00
Jhao-Ting Chen
54f68287fc
fix precompiled multi_query_token kernel not having is_fp8_out hash key ( #6279 )
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2025-07-25 20:45:53 -04:00
Shiyu Li
375f74ecb2
[fix][nvbugs/5399355] Fix Lamport buffer clear issue for MNNVL TwoShot Allreduce and add FP16 support. ( #6237 )
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2025-07-25 08:01:40 +08:00
Perkz Zheng
706f421cb0
[Fix] the bug in the trtllm-gen heurisitcf for MLA kernels. ( #6284 )
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2025-07-24 23:40:27 +08:00
Zhou Yuxin
0ffcf9a863
Update fmhaRunner.cpp to fix guardwords scan error ( #6327 )
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2025-07-24 18:32:36 +08:00
Zhou Yuxin
fca13b8c95
hopper-style context MLA ( #5713 )
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2025-07-23 14:37:20 +08:00
WeiHaocheng
fddb7f1141
feat: moe prepare support topk % 4 != 0 ( #5742 )
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Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
2025-07-22 10:42:46 +08:00
Stefan Niebler
d475c97c82
[nvbugs/5354884][fix] Update beam search workspace estimation to new upper bound ( #5926 )
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Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
2025-07-19 01:54:51 +08:00
QI JUN
a95f31e72a
chore: add more log in FmhaDispatcher ( #6170 )
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Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-07-18 16:53:02 +08:00
xavier-nvidia
200ea9ee81
fix TMA error with GEMM+AR on TP=2 ( #6075 )
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Signed-off-by: Xavier Simmons <xsimmons@nvidia.com>
2025-07-18 10:26:08 +08:00
Daniel Stokes
ae28b3a664
feat: Add support for benchmarking individual gemms in MOE benchmark ( #6080 )
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Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-07-18 09:00:12 +12:00
ChristinaZ
7e033c392e
Feat: Add vectorized loading for finalize kernel in MoE Trtllm backend ( #5919 )
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Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-07-17 12:38:29 +08:00
Shiyu Li
6e1aee6fd6
[fix] Performance Optimization for MNNVL TwoShot Kernel ( #5934 )
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Signed-off-by: Shiyu Li <shili@nvidia.com>
Co-authored-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2025-07-17 10:49:51 +08:00
Daniel Stokes
f277afdd93
perf: Enable 128x256 tile shapes for FP4 MOE CUTLASS backend ( #5986 )
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Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-07-14 14:04:15 -07:00
Robin Kobus
6d4b045d1f
refactor: Remove enforced sorted order of batch slots ( #3502 )
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2025-07-14 17:23:02 +02:00
Perkz Zheng
4a0b7a0cf1
[ https://nvbugspro.nvidia.com/bug/5355054 ] fallback to cubins for fp8 fmha kernels on Ada. ( #5779 )
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2025-07-14 17:17:30 +08:00
Yuan Tong
a36ac45c4d
fix: fast redux detection in trtllm gen routing kernel ( #5941 )
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Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
2025-07-13 16:35:07 +08:00
Enwei Zhu
bc1d4fb5da
[NvBug 5378370] fix: Fix alltoall for llama4 (apply_router_weight_on_input=True) ( #5902 )
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-07-12 15:50:31 +09:00
ChristinaZ
c5fb692a7d
Refactor the rest routing part for the routing kernels in the MoE TRT-LLM backend ( #5771 )
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Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-07-11 16:37:56 +08:00
CarstyYou
dc32f9ae73
[fix] fix tileN cannot % 16==0 & support sm89 deepgemm bmm ( #5531 )
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Signed-off-by: CarstyYou <186021327+CarstyYou@users.noreply.github.com>
2025-07-10 15:16:18 +08:00
Anthony Chang
7d21b55b5a
[feat] Add TRTLLM MoE nvfp4 cubins for mid-high concurrency; attention_dp for TRTLLM MoE ( #5723 )
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Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
2025-07-10 14:06:50 +08:00
peaceh-nv
76c3a12bcb
[fix] WAR to fix the illegal memory access issue in moe gemm on SM120 ( #5636 )
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Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
2025-07-10 09:20:30 +08:00
DylanChen-NV
74dca0aa7b
[NVBUG-5304516/5319741]Qwen2.5VL FP8 support ( #5029 )
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Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
2025-07-09 23:16:42 +08:00
peaceh-nv
52684d79f7
Fix : fix moe regression for sm120 ( #5823 )
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Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
2025-07-09 21:25:11 +08:00
Jhao-Ting Chen
e4c777df7d
Add is_fp8_output key to XQA kernel cubin hashing (solves Eagle3-one-engine Hopper fp8 bug) ( #5813 )
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Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
2025-07-09 09:26:27 +08:00
xavier-nvidia
b6013da198
Fix GEMM+AR fusion on blackwell ( #5563 )
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Signed-off-by: xsimmons <xsimmons@nvidia.com>
2025-07-09 08:48:47 +08:00
Pamela Peng
da8c7372d4
[TRTLLM-5366][feat]Add support for sm121 ( #5524 )
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Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
Initial CI run failed a single step A30-CPP-3 due to timeout. Rerunning that step succeeded.
2025-07-08 14:27:00 -07:00
davidclark-nv
a1235ee978
[feat] Adds optional module cache for TRT-LLM Gen Gemm interfaces ( #5743 )
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Signed-off-by: David Clark <215764518+davidclark-nv@users.noreply.github.com>
Co-authored-by: Nikita Korobov <14355239+nekorobov@users.noreply.github.com>
2025-07-07 13:34:55 -07:00
ChristinaZ
12d8c7d129
Refactor the topk parallelization part for the routing kernels ( #5567 )
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Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-07-07 15:53:25 +08:00
Daniel Stokes
ec6c7dff1a
feat: Add support for MXFP8xMXFP4 in pytorch ( #5535 )
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Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-07-06 15:32:06 -07:00
Julien Debache
6bddaf6df6
chore: Improve documentation of Kv_block_array ( #5765 )
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Signed-off-by: Julien Debache <julien.debache@hotmail.com>
2025-07-05 22:25:27 +02:00
Yuan Tong
32b244af38
feat: reduce unnecessary kernel generation ( #5476 )
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Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
2025-07-04 14:37:49 +08:00
WeiHaocheng
dccbfc8b1e
fix: Set init value for moe expert id ( #5660 )
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Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
2025-07-03 07:05:31 -04:00
Xiaowei Wang
32dfdfba30
feat: fuse w4a8 moe pre-quant scale on Hopper ( #5613 )
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Signed-off-by: Xiaowei Wang <100599594+xiaoweiw-nv@users.noreply.github.com>
2025-07-01 23:02:41 -04:00
Void
7992869798
perf: better heuristic for allreduce ( #5432 )
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Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
2025-07-01 22:56:06 -04:00
Yan Chunwei
a5eff139f1
[TRTLLM-5277] chore: refine llmapi examples for 1.0 (part1) ( #5431 )
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Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
2025-07-01 19:06:41 +08:00
danielafrimi
7a617ad1fe
feat: W4A16 GEMM ( #4232 )
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Signed-off-by: Daniel Afrimi <danielafrimi8@gmail.com>
2025-07-01 10:36:05 +03:00
Li Min
16fc99391f
refactor: [TRTLLM-6150] Refactor moe permute and finalize op by removing duplicated code ( #5557 )
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Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
2025-06-30 08:48:04 -07:00
WeiHaocheng
42a9385d02
[TRTLLM-5331] perf: Replace allgaher with AllToAllPrepare ( #5570 )
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Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
2025-06-30 13:06:09 +08:00
Cheng Hang
64db7d27f6
[feat] Optimizations on weight-only batched gemv kernel ( #5420 )
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Signed-off-by: Cheng Hang <chang@nvidia.com>
2025-06-30 10:20:16 +08:00
Enwei Zhu
b4dab23e7b
[TRTLLM-5965] perf: Optimize MoE sort kernels for large-scale EP ( #5435 )
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-30 01:02:07 +08:00
Li Min
6021a439ab
Make moe permute and final as custom op ( #5412 )
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Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
2025-06-27 15:48:33 -07:00
Daniel Stokes
5773cfdcf2
feat: Add support for per expert activation scaling factors ( #5013 )
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Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-06-28 09:10:35 +12:00
peaceh-nv
cb58073ab7
Fix : fix build for sm120 ( #5265 )
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Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
2025-06-27 20:42:47 +08:00
ChristinaZ
a608b00d38
Fix mPtrExpertCounts allocation in MoE TRT-LLM backend (nvfp4) ( #5519 )
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Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-06-27 20:17:40 +08:00
Tailing Yuan
ef43b95aa1
Fix execute_process: check results using EQUAL ( #5481 )
2025-06-27 11:57:04 +08:00
Anthony Chang
de7cd0de05
fix: MoE autotune fallback failed to query default heuristic ( #5520 )
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Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
2025-06-26 17:28:48 +01:00
jmydurant
8836990bde
[TRTLLM-3602][feat] support nvfp4 model and fp8 kv cache for MLA chunked prefill (Blackwell) ( #5475 )
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Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
2025-06-26 22:18:08 +08:00
Bo Li
1bab9000a6
perf: Optimize swizzle_sf, unswizzle_sf, reswizzle_sf ( #5318 )
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Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
2025-06-26 14:03:56 +08:00
