Zongfei Jing
158ebb089c
Remove swizzle for wide ep ( #6328 )
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Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
Co-authored-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
2025-07-29 22:59:58 -07:00
Zhihan Jiang
ab6fb9f05d
Cherry-pick moe sort (and all its dependencies) ( #6127 )
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Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Li Min <11663212+limin2021@users.noreply.github.com>
Co-authored-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-07-27 23:13:18 -07:00
Zhihan Jiang
18c0333e96
[TRTLLM-5331] perf: Replace allgaher with AllToAllPrepare ( #5570 ) ( #6124 )
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Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
Co-authored-by: WeiHaocheng <20514172+WeiHaocheng@users.noreply.github.com>
2025-07-22 15:26:35 -07:00
Tin-Yin Lai
26a5587530
[Whisper] add whisper support ( #6083 )
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Signed-off-by: tinyinl <tinyinl@nvidia.com>
2025-07-16 12:14:11 -07:00
xavier-nvidia
7b818de700
Fix TMA error with GEMM+AR on TP=2 ( #6071 )
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Signed-off-by: Xavier Simmons <xsimmons@nvidia.com>
2025-07-16 10:27:32 -07:00
xavier-nvidia
ac0b3f8b66
GEMM+AR TP2 harness fix ( #6027 )
2025-07-14 15:52:53 -07:00
xavier-nvidia
60538df1b5
Fix GEMM+AR nvbugs 5219533,5127801,5072306 ( #5969 )
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Signed-off-by: xsimmons <xsimmons@nvidia.com>
2025-07-11 10:22:02 -07:00
Zhihan Jiang
1cf89e569b
[nvbugs/5321981] Cherrypick fix: Fix the Llama3.1 405B hanging issue. ( #5698 ) ( #5925 )
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Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-07-10 22:53:10 -07:00
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
Robin Kobus
8dfa31c71d
refactor: remove batch_manager::KvCacheConfig and use executor::KvCacheConfig instead ( #5384 )
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-26 19:45:52 +08:00
Yao Yao
0788c5d0d6
[perf] improve XQA-MLA perf ( #5468 )
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Signed-off-by: Yao Yao <lowsfer@users.noreply.github.com>
2025-06-26 18:09:13 +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
Alessio Netti
7e681fbe52
[chore] Allow configuring linking of NVRTC wrapper ( #5189 )
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Signed-off-by: Alessio Netti <netti.alessio@gmail.com>
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-26 07:26:10 +02:00
dongxuy04
490d2e5819
feat: large-scale EP(part 8: Online EP load balancer integration for PCIe fp8) ( #5226 )
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Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
2025-06-25 22:25:13 -07:00
Daniel Stokes
942841417e
opensource: Opensource MOE MXFP8-MXFP4 implementation ( #5222 )
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Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-06-26 12:18:19 +08:00
qsang-nv
e9cd810071
keep sm90 headsize 128 cubins ( #5320 )
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Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>
2025-06-26 12:14:01 +08:00
ChristinaZ
d135f5993d
Add unit test for routing kernels ( #5405 )
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Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-06-26 09:49:11 +08:00
jmydurant
578dbc8d9a
feat: chunked prefill for MLA (Blackwell) ( #4651 )
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Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
2025-06-26 09:01:00 +08:00
Perkz Zheng
1f292ff2a0
[ https://jirasw.nvidia.com/browse/TRTLLM-4645 ] support mutliCtasKvMode for high-throughput MLA kernels ( #5426 )
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Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
2025-06-25 16:31:10 +08:00
Enwei Zhu
fc7a81ceb0
test: Add LLGuidance test and refine guided decoding ( #5348 )
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-25 14:12:56 +08:00
Robin Kobus
e2a8cbc80b
refactor: manage cache indirection in decoder state ( #5315 )
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-24 09:15:59 +02:00
Robin Kobus
b3045c44b9
refactor: remove TrtGptModelOptionalParams ( #5165 )
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-20 10:31:40 +02:00
dongxuy04
4f0f17ac8a
feat: Misc Opt for large scale EP ( #5374 )
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Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
2025-06-20 13:11:31 +08:00
Fanrong Li
5d4ab47d5b
fix: refactor and fix mtp vanilla ( #4762 )
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Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
2025-06-20 05:23:39 +08:00
Kaiyu Xie
113f6fbadd
Fix: missing clientId when serialize and deserialize response ( #5231 )
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Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
2025-06-19 23:05:11 +08:00
Fanrong Li
c7af650d5a
Fix: fix the deterministic issue in the MTP Eagle path ( #5285 )
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Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
2025-06-19 18:08:40 +08:00
yunruis
b3e886074e
Fix CI build time increase ( #5337 )
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Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
2025-06-19 13:49:42 +08:00
jellysnack
0623ffe3bc
feat: Add LLGuidance Support for PyTorch Backend ( #5214 )
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Signed-off-by: jellysnack <oleg.jellysnack@gmail.com>
Signed-off-by: jellysnack <158609015+jellysnack@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-18 19:33:34 +08:00
Bo Li
d76bda7f2c
chore: Refine printed info of CHECK_TYPE. ( #5295 )
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Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
2025-06-18 15:35:41 +08:00
Yukun He
6711ad9cf3
[TRTLLM-5589] feat: Minor optimizations for tunable FP8 batched GEMM op. ( #5139 )
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Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-06-18 14:33:46 +08:00
Yao Yao
908463a5f5
[feat]: improve performance of XQA-MLA for sm120 ( #5087 )
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Signed-off-by: Yao Yao <lowsfer@users.noreply.github.com>
2025-06-18 14:19:22 +08:00
Robin Kobus
627062c265
refactor: Update decoder buffer and logits management ( #4450 )
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-18 08:10:32 +08:00
Emma Qiao
ff32caf4d7
[Infra] - Update dependencies with NGC PyTorch 25.05 and TRT 10.11 ( #4885 )
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Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Signed-off-by: Emma Qiao <qqiao@nvidia.com>
Co-authored-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
2025-06-17 23:48:34 +08:00
qsang-nv
5236bb9084
delete cubins ( #5274 )
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Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>
2025-06-17 22:10:49 +08:00
QI JUN
f899c4d294
Re-implement LlmResponse in Python to reduce host overhead of pybind ( #5224 )
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Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
2025-06-17 21:28:09 +08:00
Dom Brown
44fb3c1673
[TRTLLM-5770] feat: Integrate TRT-LLM Gen FP8 block scale MoE with Pytorch workflow kernel autotuner ( #5207 )
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- Adds a new Python custom op (fp8_block_scale_moe_runner) and a FP8BlockScaleMoERunner class for autotuning.
- Updates C++ MoE and batched GEMM kernels to accept a configIndex for workspace sizing and execution.
- Extends the unit test to run both autotuned and non-autotuned code paths.
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
2025-06-17 21:01:56 +08:00
amirkl94
8451a87742
chore: Mass integration of release/0.20 ( #5082 )
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Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Erin <14718778+hchings@users.noreply.github.com>
Co-authored-by: Frank <3429989+FrankD412@users.noreply.github.com>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
2025-06-17 14:32:02 +03:00
liji-nv
13eef642e6
[feat] Piecewise cuda graph support for MLA ( #4467 )
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Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-06-17 18:58:38 +08:00
Robin Kobus
dc3861b4aa
refactor: Unify decoder test with e2e worklfow ( #5239 )
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-17 12:04:58 +02:00
qsang-nv
faca19c2f0
update setup.py for special cases ( #5227 )
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Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>
2025-06-17 16:41:07 +08:00
qsang-nv
134cb66a53
fix mla test ( #5240 )
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Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>
2025-06-17 15:26:25 +08:00
Enwei Zhu
4b82b8b4c7
[TRTLLM-5330] perf: Optimize MoE supplementary kernels for large-scale EP ( #5215 )
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-17 15:23:24 +08:00
Tracin
a2e8ae1120
Update internal cutlass commit. ( #5228 )
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Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
2025-06-17 10:47:45 +08:00
Robin Kobus
b6ca677741
refactor: remove decoder request from decoder interface ( #5129 )
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-16 09:12:30 +02:00
Anthony Chang
4f9fa9f21d
feat: MoE trtllm backend kernel update ( #5183 )
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Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
2025-06-16 14:46:13 +08:00
Chuang Zhu
1d2b0d3d80
use file lock to avoid port conflict ( #5123 )
2025-06-16 14:15:37 +08:00
Robin Kobus
dda64166cd
refactor: Scheduling based on KV cache state ( #4865 )
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-16 08:14:58 +02:00
Tracin
ef3fdc8051
feat: Add w4a8_mxfp4_fp8 quantization recipe. ( #4867 )
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Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
2025-06-16 11:30:57 +08:00
qsang-nv
5a01ba5260
use cu for fmha_v2 ( #4694 )
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Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>
2025-06-15 18:40:44 +08:00
Aurelien Chartier
1389f5a4d3
feat: Add support for fp8 rowwise quantization ( #4876 )
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Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
Co-authored-by: aikitoria <151776613+aikitoria@users.noreply.github.com>
2025-06-14 06:37:48 -07:00