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liji-nv
fb437ed709
[CI] waive accuracy/test_cli_flow.py::TestTinyLlama1_1BChat::test_pp4 (#4397) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-05-16 20:18:07 +08:00
Nikita Korobov
fa3879629e
feat: TRT-LLM Gen integration for BMM and MoE refactoring (#4280) 
- Adds BatchedGemm cubins and the respective call interface from TensorRT-LLM Generator. 
- Refactors TRT-LLM Gen MoE runner to call to BMM interface
- The accuracy is verified for DeepSeek R1 FP4 

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
 2025-05-16 13:31:53 +02:00
Emma Qiao
27bdd0c82d
[TRTLLM-4886][infra]Try another timeout opt to exit test thread directly instead of gracefully (#4341) 
* Try another timeout opt to kill test thread

Signed-off-by: qqiao <qqiao@nvidia.com>

* Return true when try to delete non-existing result file

Signed-off-by: qqiao <qqiao@nvidia.com>

* quick test for the result file

Signed-off-by: qqiao <qqiao@nvidia.com>

* Change back the global timeout setting

Signed-off-by: qqiao <qqiao@nvidia.com>

* Try to kill test in internal pytest

Signed-off-by: qqiao <qqiao@nvidia.com>

---------

Signed-off-by: qqiao <qqiao@nvidia.com>
 2025-05-16 17:56:40 +08:00
NVJiangShao
a6f2a1e918
Fix test_fused_moe_w4afp8 (#4393) 
Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
 2025-05-16 17:21:33 +08:00
Daniel Cámpora
df19430629
chore: Mass Integration 0.19 (#4255) 
* fix: Fix/fused moe 0.19 (#3799)

* fix bug of stream init

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

* fix bug

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

* fix: Add pre-download of checkpoint before benchmark. (#3772)

* Add pre-download of checkpoint before benchmark.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Add missing remote code flag.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Move from_pretrained to throughput benchmark.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Move download and use snapshot_download.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Removed trusted flag.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Fix benchmark command in iteration log test.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

---------

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* [https://nvbugspro.nvidia.com/bug/5241495][fix] CUDA Graph padding with overlap scheduler (#3839)

* fix

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

* fuse

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

* fix

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>

* TRTLLM-4875 feat: Add version switcher to doc (#3871)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* waive a test (#3897)

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* docs:fix https://nvbugs/5244616 by removing new invalid links. (#3939)

Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>

* fix: remote mpi session abort (#3884)

* fix remote mpi session

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* fix

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

---------

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* skip fp8 gemm for pre-hopper (#3931)

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

* [https://nvbugspro.nvidia.com/bug/5247148][fix] Attention DP with overlap scheduler (#3975)

* fix

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

* update multigpu list

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

* fix namings

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

---------

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

* Doc: Fix H200 DeepSeek R1 perf doc (#4006)

* fix doc

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>

* update perf number

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>

---------

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>

* Fix the perf regression caused by insufficient cache warmup. (#4042)

Force tuning up to 8192 sequence length for NVFP4 linear op. Also, make this runtime-selectable with UB enabled.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* doc: Update 0.19.0 release notes (#3976)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* Optimize the AutoTuner cache access code to reduce host code overhead. (#4060)

The NVFP4 Linear op is very sensitive to the host overhead.
This PR introduces customizable `find_nearest_profile` and `get_cache_key_specifc`, which allow users to override the default method for generating the cache key.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Update switcher (#4098)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* doc: update release notes (#4108)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* docs:update 0.19 doc. (#4120)

Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>

* docs:add torch flow supported model list. (#4129)

Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>

* doc: Release V0.19 Perf Overview Update (#4166)

Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>

* Fix readme of autodeploy.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

* Update tensorrt_llm/_torch/pyexecutor/llm_request.py

Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>

* Revert mgmn worker node.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

* Change to disable_overlap_scheduler.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
Co-authored-by: Frank <3429989+FrankD412@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Co-authored-by: Zac Patel <22306219+zbpatel@users.noreply.github.com>
 2025-05-16 10:53:25 +02:00
ixlmar
f7ad49bb9b
chore: improve log-level setting UX (#4352) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-05-16 09:47:44 +01:00
HuiGao-NV
d5578b37fc
Change the method to calculate kv memory size in tests (#4332) 
* Change the method to calculate kv memory size in tests
* Set larger peak memory size to llama case

Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-05-16 15:35:40 +08:00
Yuan Tong
f5ddb7ab4a
fix: support TensorRT 10.11+ in FindTensorRT.cmake (#4353) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-05-16 14:04:56 +08:00
xinhe-nv
500b43e90c
test: [CI] remove closed bugs (#4345) 
update waive list

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
 2025-05-16 13:47:42 +08:00
Barry Kang
0e14941b7f
[fix] Fixed incorrect mixed precision MoE conversion (#4351) 
Fix for mixed precision MoE conversion

Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-05-16 13:43:41 +08:00
Tracin
46c5a56444
Support dynamic per-tensor FP8 (#4250) 
* Support dynamic per-tensor FP8

Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>

* Update test cases.

Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>

---------

Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-05-16 13:33:58 +08:00
Stanley Sun
11aa50d1ea
test: add kv cache aware test cases to qa test list (#4257) 
add kv cache_aware test cases

Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
 2025-05-16 12:47:01 +08:00
WeiHaocheng
54d28718c7
feat: support benchmark on scaffolding (#3328) (#4286) 
Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
 2025-05-16 12:28:49 +08:00
Zhanrui Sun
23a63ef9c1
update README version (#4381) 
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-05-16 10:36:39 +08:00
QI JUN
c4cd403af9
[CI] waive test_chunked_prefill test cases (#4380) 
waive test_chunked_prefill

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-05-16 10:27:20 +08:00
NVJiangShao
6cc3f2093a
Fix bias shape in weightOnlyGroupwiseQuantMatmulPlugin for TRT workflow (#4348) 
Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
Co-authored-by: AIDC-AI <AIDC-AIB@365fanyi.com>
 2025-05-16 10:02:30 +08:00
yuxianq
a1daa22970
doc: Add docstring for Attention and MLA module. (#4354) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
 2025-05-16 09:37:04 +08:00
QI JUN
13cdf98278
[CI] update multi-gpu test triggering file list (#4378) 
update multi-gpu test triggering file list

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-05-16 09:05:44 +08:00
Suyog Gupta
b0f7522c82
[AutoDeploy]feat: Add an AutoDeploy compile backend that only calls torch.compile (#4240) 
* add a torch-compile backend

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* readme changes

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* plumb torch-compile through build_and_run_ad.py

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* plumb torch-compile through build_and_run_ad.py

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* plumb torch-compile through build_and_run_ad.py

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* add torch-cudagraph backend

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* update readme

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* update readme

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* further enhanced compiler backends

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* further enhance readme

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* better specified defaults in simple_config.py

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* fix typo in simple_config.py

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* updated deepseek-v3 support

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* revert accidental deletion in AD Readme

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

---------

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Co-authored-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-05-16 08:38:15 +08:00
rakib-hasan
25407249a5
[TRTLLM-5054][fix] Removing repeated loading of input processor (#4161) 
removing repeated loading of input processor

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-05-16 08:04:58 +08:00
Lucas Liebenwein
4883121477
[AutoDeploy] fix: disable overlap scheduler until supported (#4365) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-05-15 16:19:30 -07:00
Yechan Kim
c6e2111f4e
feat: enhance trtllm serve multimodal (#3757) 
* feat: enhance trtllm serve multimodal

1. made the load_image and load_video asynchronous
2. add image_encoded input support to be compatible with genai-perf
3. support text-only on multimodal mdoels(currently, Qwen2-VL & Qwen2.5-VL)

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* add test

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* fix bandit

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* trimming uils

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* trimming for test

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* genai perf command fix

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* command fix

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* refactor chat_utils

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* stress test genai-perf command

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

---------

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-05-15 16:16:31 -07:00
Iman Tabrizian
4c7191af67
Move Triton backend to TRT-LLM main (#3549) 
* Move TRT-LLM backend repo to TRT-LLM repo

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* Address review comments

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* debug ci

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* Update triton backend

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* Fixes after update

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

---------

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-05-16 07:15:23 +08:00
Erin
c44cf34373
fix: update checks that broke medusa tests when use_py_session=True (#4339) 
fix check

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-05-15 15:47:28 -07:00
yuxianq
4f8afe4cc6
feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-16 04:16:53 +08:00
Venky
5ebe32f06f
enh: Enable option in trtllm-bench build subcommand to avoid loading weights (#4142) 
* expose load_format 

Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>

* yapf

Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>

---------

Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: Frank <3429989+FrankD412@users.noreply.github.com>
 2025-05-16 03:50:53 +08:00
Venky
adb0839a33
test(perf): Add Phi-4-mini-instruct to perf tests (#4267) 
* add phi-4-mini-instruct

Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>

* trim tests

Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>

---------

Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
 2025-05-15 21:27:03 +08:00
yuxianq
0e87fcc228
refactor: use x is None instead of x == None. (#4244) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-15 20:00:04 +08:00
Yanchao Lu
5ce1102a02
Revert "[test] add qa test mentioned in docs" (#4355) 
Revert "[test] add qa test mentioned in docs (#4248)"

This reverts commit b0ce1371ee.
 2025-05-15 18:47:30 +08:00
Stanley Sun
9d3e05486b
test: add qa test list for rtx5090 and rtx_pro_6000 (#4254) 
* add test list for rtx5090 and rtx_pro_6000

Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>

* add 2gpu llama70b test cases

Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>

* remove duplicate and invalid test cases

Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>

* add 2gpus test cases

Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>

---------

Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
 2025-05-15 17:57:31 +08:00
zhhuang-nv
d6b741ddfe
[fix] test_no_kv_cache_reuse for overlap_scheduler (#4350) 
fix test_no_kv_cache_reuse for overlap_scheduler

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
 2025-05-15 16:43:53 +08:00
Yuan Tong
593f65ff6a
fix: better method to help torch find nvtx3 (#4110) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-05-15 16:42:30 +08:00
ixlmar
4ee82fc0fd
chore: reduce code duplication (#4297) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-05-15 09:25:37 +01:00
Zongfei Jing
f0ca60a95d
Add allreduce and rmsnorm fusion for qwen3 (#4304) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-05-15 16:22:11 +08:00
xinhe-nv
14bfb5e0d6
test: FIX test_ptp_quickstart_advanced_deepseek_v3_2nodes_8gpus (#4283) 
* update test_ptp_quickstart_advanced_deepseek_v3_2nodes_8gpus

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>

* skip llava-v1.6-mistral-7b-hf-vision-trtllm on L40S

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>

---------

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-05-15 15:57:44 +08:00
zhhuang-nv
97bc680cd8
feat: support kv cache reuse for MLA (#3571) 
* support kv cache reuse for MLA

load compressed_kv and k_pe and do up-projection
use 192/128 head size MLA context kernel
support Blackwell and Hopper now

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* add CI test

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix: set k_pe head_num to 1 for kernel 2 and kernel 2V2

Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>

* resolve comments

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* use GPTJ style RoPE for MLA

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix rebase error and some docs

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix kv_lens

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* tiny fix

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix torch compile

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix: use normal device memory instead of pinned memory for unit test

Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>

* fix L0 tests

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix torch compile after rebase

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* resolve comments

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* resolve comments again

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

---------

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
Signed-off-by: zhhuang-nv <145532724+zhhuang-nv@users.noreply.github.com>
Co-authored-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
 2025-05-15 15:22:21 +08:00
Kaiyu Xie
b4e5df0ee0
Breaking change: perf: Enable scheduling overlap by default (#4174) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-05-15 14:27:36 +08:00
dominicshanshan
404fbe9b32
[https://nvbugs/5277113][fix]genai-perf API change stress test (#4300) 
* fix bug 5277113.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

* fix bug 5277113 and 5278517.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

---------

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-05-15 14:12:34 +08:00
Fridah-nv
d008d6412f
feat:[AutoDeploy] Update MoE pattern matcher to drop expert selection logic (#3283) 
* update matcher to match expert compute first, then extract other args with LCA

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* support 3D and 2D input in torch.ops.moe.trtllm_fused_moe

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* update custom ops to support 3D and 2D inputs

Signed-off-by: Ubuntu <201670829+Fridah-nv@users.noreply.github.com>

* update deepseek patch

Signed-off-by: Ubuntu <201670829+Fridah-nv@users.noreply.github.com>

---------

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-05-15 13:53:09 +08:00
Ivy Zhang
b0ce1371ee
[test] add qa test mentioned in docs (#4248) 
* add nemotron-h and llama_70b cases

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

* trial

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

* add llm decoder quick_start case

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

* update nemotron-h test case

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

* add qwen3 quickstart test

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

* add trtllm_decoder accuracy test

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

* remove quickstart test for llm_decoder

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

---------

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
 2025-05-15 13:37:11 +08:00
hlu1
3ea42e7519
[test] Reorganize TestDeepSeekR1::test_nvfp4_8gpus (#4346) 
Reorganize TestDeepSeekR1::test_nvfp4_8gpus

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>
 2025-05-15 13:09:13 +08:00
nv-guomingz
e76cf9d9fe
fix:https://nvbugs/5234033 enable starcoder trt-flow with transforme… (#3909) 
fix:https://nvbugs/5234033 enable startcoder trt-flow with transformer 4.51.3.

Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-05-15 11:16:45 +08:00
Zhanrui Sun
5dc3b539ba
infra: Down the gcc toolset version from 13 to 11 (#4114) 
* Down the gcc toolset version from 13 to 11

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>

* Update rocky8 images

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>

---------

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-05-15 11:08:51 +08:00
Zeyu WANG
2681b26e48
[TRTLLM-2795] feat: Add yarn support for other models in trt-flow (#3840) 
Add yarn support for general models(e.g. llama, qwen) other than deepseek in trt-flow.

Signed-off-by: Zeyu Wang <zeyuw@nvidia.com>
 2025-05-15 11:03:57 +08:00
Mike Iovine
f9adac3dea
[feat] Enable chunked context for flashinfer (#4132) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-05-15 10:59:38 +08:00
qsang-nv
0fd59d64ab
infra: open source fmha v2 kernels (#4185) 
* add fmha repo

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix format

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix code style

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix header

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix header kernel_traits.h

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* add .gitignore file

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* add SLIDING_WINDOW_ATTENTION

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix style

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix format

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* update setup.py

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* update build_wheel.py

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

---------

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>
Signed-off-by: qsang-nv <200703406+qsang-nv@users.noreply.github.com>
 2025-05-15 10:56:34 +08:00
QI JUN
498ce8a056
Revert "feat: Low Precision Allreduce for PCIe based GPU" (#4340) 
Revert "feat: Low Precision Allreduce for PCIe based GPU (#3851)"

This reverts commit 5e634dd1bd.
 2025-05-15 09:52:39 +08:00
Simeng Liu
efe0972efb
doc: Add tensorrtllm_backend serving documentation in the Deepseek-V3 README (#4338) 
Add tensorrtllm_backend serving option in the Deepseek-V3 README

Signed-off-by: Simeng Liu <simengl@nvidia.com>
 2025-05-15 09:31:28 +08:00
hlu1
7fb0af9320
[fix] Remove stale cublas heuristics (#4326) 
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>
 2025-05-14 17:35:51 -07:00
Robin Kobus
d31fefde2c
[TRTLLM-5171] chore: Remove GptSession/V1 from TRT workflow (#4092) 
* chore: Remove GptSession/V1 from TRT workflow

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove stateful decoders

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession buffers

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession utils

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession kernels

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove V1 GPT models from tests

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove gptSessionBenchmark from scripts and docs

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove gptSession IO classes

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession from test lists

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession from docs

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove useless encoder test

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove mActualBatchSize from DecoderState

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove static batching from ExecutorTest

- Updated `validateContextLogits` and `validateGenerationLogits` functions to remove the `batchingType` parameter.
- Adjusted related test functions to reflect the changes in parameter lists.
- Cleaned up the instantiation of test cases to eliminate unnecessary batchingType references.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-05-14 23:10:04 +02:00