Commit Graph

467 Commits

Author SHA1 Message Date
ChristinaZ
a608b00d38
Fix mPtrExpertCounts allocation in MoE TRT-LLM backend (nvfp4) (#5519)
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-06-27 20:17:40 +08:00
Daniel Stokes
83a1f60556
feat: Expose bias and FP8_MXFP4 MOE CUTLASS backend features to pytorch (#5410)
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-06-27 12:29:34 +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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
- 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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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
Robin Kobus
443b2eb51f
refactor: Speculative decoding buffers (#5091)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-14 11:39:32 +02:00
yunruis
b99c5ce8c1
Feat/ds r1 min latency opt round3, add router gemm, fused a gemm, PDL (#4560)
Signed-off-by: yunruis <yunruis@nvidia.com>
Signed-off-by: kduan <176893526+Kefeng-Duan@users.noreply.github.com>
Signed-off-by: Kefeng-Duan <176893526+Kefeng-Duan@users.noreply.github.com>
Co-authored-by: kduan <176893526+Kefeng-Duan@users.noreply.github.com>
2025-06-14 17:36:22 +08:00
dongxuy04
97657bfda2
optimize memset before alltoall communication (#5188)
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
2025-06-14 10:49:47 +08:00
Perkz Zheng
3d87770e15
[https://nvbugspro.nvidia.com/bug/5295470] support headDim 256 for blackwell fmha kernels (#5164)
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
2025-06-13 23:01:01 +08:00
Chuang Zhu
8e9937081d
ucxx only use ucp_feature_tag to aviod some issuse on some platform (#4994)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-06-13 19:14:25 +08:00
yunruis
e5be3a95b3
fix: fix license bug (#5200)
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
2025-06-13 18:58:15 +08:00
yunruis
30c5b4183a
refactoring: port customized kernels with public cutlass version (#5027)
Signed-off-by: yunruis 

Merge this to unblock others since the full CI has been run through
2025-06-13 16:19:31 +08:00
Yao Yao
12e075eb70
[nvbug 5333996 ][fix] Unload XQA cubins early to avoid static lifetime (#5133)
Signed-off-by: Yao Yao <lowsfer@users.noreply.github.com>
2025-06-13 15:53:29 +08:00
Matthias Jouanneaux
514baf1287
[fix] Fix comment to pass guardwords check (#5191)
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
2025-06-13 15:49:59 +08:00
zhhuang-nv
a891013e3c
[feat] Optimize KV Cache Reuse for MLA (#4869)
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
2025-06-13 11:03:05 +08:00
Matthias Jouanneaux
a0b6c635b1
[feat] trtllmGen MoE routing: added support for top groups and top K bounds (#4063)
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
Co-authored-by: Nikita Korobov <14355239+nekorobov@users.noreply.github.com>
2025-06-13 06:00:02 +08:00
Xiaodong (Vincent) Huang
cc2a1344be
None: fix OOM because of unnecessary mha workspace (#5056)
Signed-off-by: Vincent Huang <vincenth@nvidia.com>
2025-06-12 21:56:05 +02:00
liji-nv
10ab9791ec
[fix] Do not reuse dummy request KVCache (#4804)
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-06-12 15:24:50 +08:00
Netanel Haber
e692779ead
Solve underallocation in VSWA+/VGQA (#4667)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2025-06-12 12:12:46 +08:00
HuiGao-NV
43192379af
Use backend to replace macro to control enablement of MNNVL all reduce (#4635)
Signed-off-by: Hui Gao <huig@nvidia.com>
2025-06-12 11:22:49 +08:00
Zheng Duan
ee44fa00f8
chore: rename IOFormatter to BaseCacheFormatter (#5068)
Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
2025-06-12 10:50:14 +08:00
Bo Li
1b79041f5d
fix: XQA is not enabled when history_length < kMinHistoryTokensPerBlock. (#4264)
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
2025-06-11 09:38:10 +08:00
Tracin
6c91f1c7ac
Mxfp8xmxfp4 quant mode(#4978)
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
2025-06-10 22:01:37 +08:00
Zongfei Jing
6d1f2d0fd7
[TRTLLM-3927] [feat] Finalize + Allreduce + add + rmsnorm fusion (#4756)
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2025-06-10 19:55:16 +08:00
Aurelien Chartier
dcf72c6ad3
chore: cleanup GDS Cmake interface (#4928)
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
2025-06-10 17:25:43 +08:00
dongxuy04
7137cc8f67
fix cuda driver link issue with driver version less than 12.3 (#5025)
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
2025-06-10 15:27:39 +08:00
pcastonguay
87c56ab024
perf: Removing initializing ptuning buffers to zero (#4915)
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
2025-06-09 21:57:21 -04:00
Daniel Cámpora
d68b8180d3
feat: port MakeDecodingBatchInputOutput to python in TRTLLMSampler (#4828)
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-06-10 07:28:34 +08:00
Chang Liu
f70815c945
[TRTLLM-5007][feat] Add multimodal hashing support (image hashing) (#4145)
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
2025-06-10 01:59:56 +08:00
Dom Brown
9c012d5bf8
[TRTLLM-5589] feat: Integrate TRT-LLM Gen FP8 Batched GEMM with Pytorch workflow kernel autotuner (#4872)
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
2025-06-09 11:02:48 +01:00
liji-nv
1d4f748773
[fix] Fix illegal mem access and possible accuracy lose. Cherry-pick … (#5017)
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-06-09 17:50:57 +08:00
ChristinaZ
f45aff2b7d
Add customized renormalized moe routing kernel for moe cutlass backend (#4955)
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-06-09 17:38:50 +08:00
Chuang Zhu
9a874760c1
Kv cache transfer support duplicate heads (#4929)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-06-09 14:11:19 +08:00
Chuang Zhu
947571c311
Fix buffer count (#5007)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-06-09 14:01:13 +08:00
Daniel Stokes
3a4851b7c3
feat: Add Mixture of Experts FP8xMXFP4 support (#4750)
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-06-09 13:25:04 +08:00
Omer Ullman Argov
8731f5f14f
chore: Mass integration of release/0.20 (#4898)
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Hui Gao <huig@nvidia.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: ruodil <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: moraxu <mguzek@nvidia.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: HuiGao-NV <huig@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Co-authored-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Co-authored-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Co-authored-by: Faraz <58580514+farazkh80@users.noreply.github.com>
Co-authored-by: Michal Guzek <moraxu@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
2025-06-08 23:26:26 +08:00
dongxuy04
1e369658f1
feat: large-scale EP(part 6: Online EP load balancer integration for GB200 nvfp4) (#4818)
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
Signed-off-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
Co-authored-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2025-06-08 10:25:18 +08:00
Jinyang Yuan
20d0649f19
[feat] Support XQA-based MLA on SM120 (#4858)
Signed-off-by: Yao Yao <lowsfer@users.noreply.github.com>
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
Co-authored-by: Yao Yao <lowsfer@users.noreply.github.com>
Co-authored-by: peaceh-nv <103117813+peaceh-nv@users.noreply.github.com>
2025-06-06 22:32:49 +08:00
Anthony Chang
eeb555e37b
chore: memoize weight shuffle index to speed up weight preproc in moe_backend=TRTLLM (#4826)
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
2025-06-06 16:13:54 +08:00
qsang-nv
180b91f957
update fmha_v2 (#4895)
Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>
2025-06-05 22:14:28 +08:00
dongjiyingdjy
51652b9b2b
feat : add PositionEmbeddingType=0 to xqa support (#4934)
Signed-off-by: Jiying Dong <87510204+dongjiyingdjy@users.noreply.github.com>
2025-06-05 21:50:42 +08:00
Shiyu Li
b0d287c9b7
[TRTLLM-4647][fix] Fix the no fusion allreduce hanging (#4594)
Signed-off-by: Shiyu Li <shili@nvidia.com>
2025-06-04 18:26:13 -07:00
Zheng Duan
dd2191c5b3
fix: correct the order of llm request state (#4781)
Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
2025-06-04 14:45:13 +08:00
Omer Ullman Argov
e71de2a13e
chore: Mass integration of release/0.20. (#4871)
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Omer Ullman Argov <118735753+omera-nv@users.noreply.github.com>
Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
2025-06-04 14:12:27 +08:00
Zheng Duan
ded694b1aa
feat: cache reuse support (selective cache transfer) in mla cache formatter (#4749)
Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
2025-06-04 09:56:31 +08:00
ChristinaZ
d64af85e8c
Replace memset with data initialization within kernels (#4851)
Signed-off-by: Christina Zhang <christinaz@nvidia.com>
2025-06-04 08:56:46 +08:00
Perkz Zheng
a089aa3225
[https://nvbugspro.nvidia.com/bug/5300080] Fix the bug of setting attention_chunk_size and enable chunked-attention in the generation-phase by default (#4693)
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
2025-06-03 19:02:57 -04:00
Nikita Korobov
8043d7a03c
feat: update DeepSeek FP8 TRT-LLM Gen cubins (#4643)
Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
2025-06-03 14:07:54 -07:00
Robin Kobus
3de02582dd
refactor: Separate DecoderState from GptDecoderBatched (#4700)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-06-03 09:42:01 +02:00
Robin Kobus
b9263a8e10
fix: max_num_sequences calculation with overlap scheduling (#4532)
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Co-authored-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-06-03 09:31:22 +02:00
Tian Zheng
9832787050
[feat] Enable NVFP4 output for TRTLLM attention kernels (#4737)
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
2025-06-03 10:00:17 +08:00
Yilin Fan
90aab0596e
[fix] Fix Llama4 guradwords failures (#4844)
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
2025-06-02 13:43:42 -07:00
Enwei Zhu
5b4852b7b5
feat: large-scale EP(part 5: Static EP load balancer with offline statistics) (#4695)
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-02 01:25:02 +08:00
Netanel Haber
2ce05c3ab4
'entered copyBlock' format string expects %s, pass string rather than int (#4820)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2025-06-01 08:54:33 -07:00
tomeras91
bf9cd11fd4
[TRTLLM-4783][feat] Mamba2 kernel updates for Nemotron-H (#4494)
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
2025-06-01 13:56:44 +03:00
Daniel Cámpora
69c7fe8905
[TRTLLM-4987][feat] Partial support of context logits in TRTLLMSampler (#4538)
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-06-01 03:32:43 +08:00
Enwei Zhu
25dde49c28
fix: EP load balancer with MTP layer and route offset by EP rank (#4767)
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-06-01 00:07:44 +08:00
Dom Brown
338d6e9f95
[nvbug 5305210] fix: Resolve nvbug 5305210 (#4759)
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
2025-05-31 19:21:06 +08:00
Chuang Zhu
f117d6abe9
Fabric Memory for KV Cache Transfer (#4717)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-05-30 15:50:21 +08:00