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463 Commits

Author SHA1 Message Date
DylanChen-NV
5ca2b9bb15
[TRTLLM-5812][feat] support FP8 row-wise dense GEMM in torch flow (#5615) 
Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
 2025-07-07 18:04:57 +08:00
Yan Chunwei
dfce61f4b9
[TRTLLM-5530][BREAKING CHANGE] refactor: LLM arglist rename mixed_sampler to enable_mixed_sampler (#5751) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-07 17:05:14 +08:00
Daniel Stokes
ec6c7dff1a
feat: Add support for MXFP8xMXFP4 in pytorch (#5535) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-07-06 15:32:06 -07:00
Robin Kobus
ae27261094
refactor: decoding inputs (#5679) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-07-06 08:21:02 +02:00
Xianjie Qiao
089fd55eda
Add dummy all_reduce for kernel breakdown (#5745) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2025-07-05 13:08:58 +09:00
Stefan Niebler
d1112aac37
[TRTLLM-3442] feat: added beam search support to the PyTorch Workflow (#5333) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-07-05 01:35:13 +09:00
Tailing Yuan
e134a52e07
Perf: reduce DeepEPLowLatency memory and time (#5712) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-07-04 14:46:28 +08:00
Shunkangz
a79d8c9f5e
Fix none response in PD (#5422) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-07-04 14:25:10 +08:00
brb-nv
cdaa6abce7 fix: Investigate Gemma3 1B decoder output discrepancy (#5564) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-07-04 13:14:13 +08:00
Lucas Liebenwein
24ac9b5f69
[AutoDeploy] merge feat/ad-2025-06-29 (#5737) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Neta Zmora <nzmora@nvidia.com>
Co-authored-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-07-04 10:21:18 +09:00
Netanel Haber
aa72d39b72
MTP and derivatives: Align sample state with trtllm sampler sample state (#5675) 
This PR moves MTPSampler and derivatives to use the universal seq_slot indexing for sampling.
This is the last piece of the puzzle: After this, all of the samplers will use this format.
See: 6ee94c7
Signed-off-by: Netanel Haber <nhaber@nvidia.com>
 2025-07-03 19:55:48 +02:00
Rashid Kaleem
2b0c87e613
[ModelLoad] Concurrent load model (#5291) 
Signed-off-by: Rashid K <rkaleem@nvidia.com>
Co-authored-by: Zhihan Jiang <68881590+nvzhihanj@users.noreply.github.com>
 2025-07-03 22:18:04 +08:00
tomeras91
7dbecf7272
[TRTLLM-4923][feat] Enable CUDA graphs for Nemotron-H (#5646) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-07-03 11:07:51 +03:00
Enwei Zhu
3a46cf275b
fix: Fix missing arg to alltoall_prepare_maybe_dispatch (#5669) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-07-02 21:41:55 -04:00
Jhao-Ting Chen
77082cde38
[https://nvbugspro.nvidia.com/bug/5329655] [feat] Pytorch path add spec dec param to attention op (#5146) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-07-02 04:54:43 -04:00
qixiang-99
ca7b6ec8d8
Feat/pytorch vswa kvcachemanager (#5151) 
Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
 2025-07-02 15:58:00 +08:00
Perkz Zheng
ba2ab5098b
[Bug] attention DP doesn't work with embedding TP (#5642) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-07-02 08:57:46 +08:00
Aurelien Chartier
fa95e402a5
feat: add LLmArgs option to force using dynamic quantization (#5346) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-07-01 12:16:09 -07:00
liji-nv
c345f5876c
[feat] Support torch compile for attention dp (#5086) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-07-01 13:48:52 -04:00
Wanli Jiang
3789ba1d37 feat: TRTLLM-5941 Upgrade xgrammar to 0.1.18 (#5364) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-07-01 20:12:55 +08:00
danielafrimi
7a617ad1fe
feat: W4A16 GEMM (#4232) 
Signed-off-by: Daniel Afrimi <danielafrimi8@gmail.com>
 2025-07-01 10:36:05 +03:00
Netanel Haber
6ee94c7ac8
Reintroduce with perf fixes: feature: unify new_tokens format sample state to trtllm samper tokens format (#5513) 
58a8a8f - these changes were previously merged to main here.
6aef149 - the changes were temporarily reverted in main, due to a significant perf regression in models using the TorchSampler (observed by @byshiue).
This PR is meant to re-merge these changes along with a fix to prevent the regression.

The first commit of this PR is actually just the reverted revert - filter it out of the changes to see previously unmerged changes.

Signed-off-by: Netanel Haber <nhaber@nvidia.com>
 2025-06-30 11:58:59 -07:00
Wei-Ming Chen
f28cd3056e
feat: AutoDeploy fp8 quantization support for bmm (#3849) 
Signed-off-by: Wei-Ming Chen <17592131+meenchen@users.noreply.github.com>
 2025-06-30 12:36:34 -04:00
nv-guomingz
6e48ac25a6
chore: remove cuda_graph_ prefix from cuda_graph_config filed members. (#5585) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-06-30 12:23:14 -04:00
Li Min
16fc99391f
refactor: [TRTLLM-6150] Refactor moe permute and finalize op by removing duplicated code (#5557) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-06-30 08:48:04 -07:00
Robin Kobus
9bdc5951f8
refactor: decoder state setup (#5093) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-06-30 11:09:43 +02:00
Fanrong Li
6cbc9a5297
[nvbug/5354946][fix] Fix mtp vanilla draft inputs (#5568) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-30 15:59:12 +08:00
WeiHaocheng
42a9385d02
[TRTLLM-5331] perf: Replace allgaher with AllToAllPrepare (#5570) 
Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
 2025-06-30 13:06:09 +08:00
dongjiyingdjy
852b79053d
feat : support duplicate_kv_weight for qwen3 blockwise scale (#5459) 
Signed-off-by: Jiying Dong <87510204+dongjiyingdjy@users.noreply.github.com>
 2025-06-30 11:49:22 +08:00
nv-guomingz
578430e64c
[TRTLLM-5530][BREAKING CHANGE]: enhance the llm args pytorch config part 1(cuda_graph_config) (#5014) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-06-30 11:05:40 +08:00
Bo Li
6000380a0c
perf: Avoid reswizzle_sf after allgather. (#5504) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-06-29 21:25:50 +08:00
amirkl94
de9779900c
feat: Add support for YARN in NemotronNAS models (#4906) 
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
 2025-06-29 09:45:49 +03:00
Lucas Liebenwein
619709fc33
[AutoDeploy] merge feat/ad-2025-06-13 (#5556) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-06-29 03:52:14 +08:00
Li Min
6021a439ab
Make moe permute and final as custom op (#5412) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-06-27 15:48:33 -07:00
Robin Kobus
a8141a4513
refactor: Speculative decoding buffers part 2 (#5316) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-06-27 17:41:48 +02:00
Aurelien Chartier
833c0dea4a
[TRTLLM-6104] feat: add request_perf_metrics to LLMAPI (#5497) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-06-27 17:03:05 +02:00
wili
56cdfe5c6c
[TRTLLM-5000][feat] NGrams V2 (#4569) 
Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
 2025-06-27 23:00:17 +08:00
peaceh-nv
cb58073ab7
Fix : fix build for sm120 (#5265) 
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
 2025-06-27 20:42:47 +08:00
Daniel Cámpora
73b8a95049
feat: Use inference mode in update_requests to improve perf of TRTLLM Sampler (#5538) 2025-06-27 18:40:53 +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
Yuxian Qiu
dc36228f52
fix: Fix block scale fp8 support for deepseek v3 on Blackwell. (#5514) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-06-27 11:03:38 +08:00
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
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
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
Yukun He
9ee33605bb
[TRTLLM-6019] feat: Remove cutlass min latency code from AutoTuner. (#5394) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-06-26 13:12:03 +08:00
Netanel Haber
6aef14943c
Revert "feature: unify new_tokens format sample state to trtllm samper new_tokens format (#4401)" (#5474) 
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
 2025-06-25 20:56:04 -07:00
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
Yukun He
3fc57543e2
[5356427] fix: Remove the seq_len of 4096 from FP8 block scale MoE tuning configs. (#5485) 
The seq_len of 4096 will cause some unknown CUDA illegal memory access issue if run with some other tests consecutively.
Put a saturated upper bound for any sequence length larger than it.
 2025-06-26 08:38:35 +08:00
Xianjie Qiao
1e4fa13d33
Add sleep function for disagg gen-only benchmarking (#5398) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2025-06-26 07:32:16 +08:00