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b0d287c9b7
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318 Commits

Author SHA1 Message Date
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
Yuxian Qiu
6b3242654e
fix: Fix broken vanilla moe since FusedMoE refactor. (#4897) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-06-05 03:56:41 +08:00
ixlmar
2bbb6b5976
chore: introduce KvCacheCreator (#4581) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-06-04 11:03:17 +02:00
tomeras91
8d31e16877
[TRTLLM-4923][feat] Paged mamba cache (#4822) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-06-04 09:27:08 +03:00
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
Yan Chunwei
ac20159d32
fix: build_config in TorchLlmArgs and avoid invalid args (#4600) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-06-04 13:17:29 +08:00
QI JUN
e2eea80c1d
Chore: refine comments of prepare inputs method of model engine (#4837) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-06-04 12:14:13 +08:00
Yukun He
5fa6fbd989
feat: Enhance AutoTuner inference path and code readability (#4466) 
Fix AutoTuner warmup request generating.
* The current warmup phase creates one request, which is insufficient for the warmup to cover the max_num_tokens. Revise the warmup phase to a batch of requests to cover the max_num_tokens to eliminate potential fallback cases.
Refactor AutoTuner API and reduce host overhead.

Refine (min, opt, max) values of optimization profile setup for get_valid_tactics to achieve the correct canImplement definition.
* Refine cache key assembly process to reduce host overhead and simplify API.
* Fix lru_cache usage to reduce host overhead.
* Move tuning config initialization as a one-time object in tunable runner to reduce host overhead.

Improve tuning config readability.
* Use dataclass to define tuning config.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-06-04 10:53:11 +08:00
Shunkangz
c835f06371
Refactor the first token response in PD (#4692) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-06-04 09:11:23 +08:00
Mike Iovine
73389d6531
[fix] Fix llama 4 long context (#4809) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-06-04 07:48:08 +08:00
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
rakib-hasan
d0eb47d33a
[TRTLLM-5053] Refactoring and Unifying the Multimodal input preparation (#4506) 
* refactoring the multimodal input prep

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* adding out-of-tree override option

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* adding exceptional case for llava-next

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* fixing typo

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* addressing review comments, adding placement option, handling tokenizer variations

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* addressing pytest-asyncio behavior change

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

---------

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-06-03 12:02:07 -07:00
hlu1
b4ed4b22f3
[Arch] Freeze model_config (#4814) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
Co-authored-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
 2025-06-04 02:51:35 +08:00
pcastonguay
01f29ce38b
[nvbug 5294316] fix: Fix queued request stats (#4714) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-06-03 08:33:08 -04:00
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
hlu1
320195dc0d
[Architecture] Refactor FusedMoE (#4790) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
Co-authored-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
 2025-06-03 14:02:19 +08:00
Yuxian Qiu
ec796e44e4
feat: add heuristics for checkpoint files prefetching. (#4765) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-06-03 12:10:37 +08:00
Fanrong Li
380a5d1690
[https://nvbugs/5271281][fix] fix a pd+mtp accuracy issue (#4536) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-03 10:03:34 +08:00
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
eb2d51a429
[fix] Fix llama4 min-latency mode (#4810) 2025-06-02 08:50:01 +08:00
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
Fanrong Li
7d356efc7d
fix: fix accuracy and illegal memory access issues when using mtp + attention dp (#4379) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-02 00:35:52 +08:00
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
Lucas Liebenwein
491a09b0c6
[AutoDeploy] Increased Model Coverage Mass Migration Week 2 (#4817) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: sugunav14 <178320438+sugunav14@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-06-01 14:40:29 +08:00
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
Mike Iovine
8cb6163a57
[fix] Fix Llama 3.3 70b EAGLE (#4772) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-05-30 10:08:08 -04:00
Yuxian Qiu
f82e44bbb9
fix: [nvbugs/5310520] disable embed_tokens's TP when DP enabled for llama model. (#4758) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-30 18:04:08 +08:00
QI JUN
99fdef20c4
[TRTLLM-5516] perf: replicate dummy request for cuda graph padding (#4729) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-05-30 17:14:23 +08:00
ixlmar
c026dda400
fix: iteration logging and typing in PyExecutor (#4734) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-05-30 11:01:20 +02:00
ixlmar
7e6d06d5d7
feat: estimate GPU mem. usage w/ minimal KV cache (#4574) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-05-30 10:40:45 +02:00
Jinyang Yuan
5339d367ce
[perf] Reduce the workspace size of FP4 activation scales for MoE (#4303) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-05-30 09:03:52 +08:00
hlu1
3093c747b7
[Architecture] Redesign Linear module (#4721) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
Co-authored-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
 2025-05-29 16:05:46 -07:00
Yilin Fan
31bb650298
Cherry pick feat/llama4 to main (#4739) 
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
Co-authored-by: Chenfei Zhang <chenfeiz@nvidia.com>
 2025-05-30 05:28:40 +08:00
QI JUN
255779a91d
Chore: fuse _merge_requests method into _fetch_new_requests method (#4689) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-05-29 17:47:44 +08:00
Yuxian Qiu
bf691b3d28
feat: support packed weights in vanilla moe (#4719) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-29 06:24:24 +08:00
Yan Chunwei
5506f60037
chore [BREAKING CHANGE]: Flatten PyTorchConfig knobs into TorchLlmArgs (#4603) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-05-28 18:43:04 +08:00
ixlmar
fbe4db207d
feat: forward exceptions to Python and catch OOMs (#4497) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-05-28 11:58:10 +02:00
amirkl94
fbec0c3552
Release 0.20 to main (#4577) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Signed-off-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Signed-off-by: Simeng Liu <simengl@nvidia.com>
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: moraxu <mguzek@nvidia.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Co-authored-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Venky <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: stnie <82932102+stnie@users.noreply.github.com>
Co-authored-by: Simeng Liu <109828133+SimengLiu-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: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-05-28 16:25:33 +08:00
Bo Li
9c4b8f66b4
feat: Integration of Fused QKNorm+RoPE. (#4611) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-05-28 11:20:45 +08:00
Shunkangz
6493401986
Fix handle cancel request for attentionDP (#4648) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-05-28 11:04:02 +08:00
Yuxian Qiu
5700a4ffcd
feat: Add vanilla MOE. (#4682) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-28 10:44:14 +08:00
Yuxian Qiu
e538b0d95e
refactor: extract and reuse filter_weights. (#4681) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-27 19:48:01 +08:00
Lucas Liebenwein
5cdd6bb10f
[AutoDeploy] Increased Model Coverage Mass Migration Week 1 (#4468) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: sugunav14 <178320438+sugunav14@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2025-05-27 16:43:15 +08:00
QI JUN
1582361400
Chore: only pad one dummy request for attention dp scenario (#4664) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-05-27 14:56:22 +08:00
Enwei Zhu
88190faa34
feat: large-scale EP(part 4: Static EP load balancer integration) (#4615) 
* MoeLoadBalancerConfig

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* MoeLoadBalancer integration

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* config file

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* test

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* test

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* fix

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

---------

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-26 18:25:11 +08:00
QI JUN
44eb053b95
introduce RequestQueueItem class instead of using tuple (#4649) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-05-26 17:34:53 +08:00
QI JUN
4a81991b65
Chore: refine shutdown signal of PyExecutor (#4614) 
* refine shutdown signal of PyExecutor

Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>

* clean

Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>

* fix ci

Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>

* fix ci

Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>

---------

Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-05-26 11:14:54 +08:00
Yuxian Qiu
8f055f5d14
feat: Skip sampler for intermediate pp stages. (#4514) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-26 10:08:51 +08:00