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499 Commits

Author SHA1 Message Date
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
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
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
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
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
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
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
sugunav14
7c828d767f
feat: [AutoDeploy] DSV3 mla attn ref op (#4272) 
* raw ref op + new patch untested

Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>

* Added mla attn ref op and unit tests for attn + module patches

Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>

* update stray changes in deepseek.py

Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>

* Updated stale documentation

Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>

* removed stray update in sdpa return shapes

Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>

---------

Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>
 2025-05-15 01:58:20 +08:00
Faraz
42de79d49e
test: Added tests for Llama3.1-70B-BF16 on SM120 (#4198) 
* Added tests for Llama3.1-70B-BF16 on SM120

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>

* solve conflicts add more tests

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>

---------

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
 2025-05-14 11:57:49 -04:00
Yanchao Lu
504f4bf779
[Infra] - Update the upstream PyTorch dependency to 2.7.0 (#4235) 
[Infra][TRTLLM-4941] - Update the upstream PyTorch dependency to 2.7.0

Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-05-14 22:28:13 +08:00
Kaiyu Xie
6c45586c51
chore: Remove deprecated Python runtime benchmark (#4171) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-05-14 18:41:05 +08:00
HuiGao-NV
f4059c6e2e
Add test case for kv memory estimation (#4158) 
* Add test case for kv memory estimation
* Dump running log into file and parse kv cache memory size from file
* Set bigger peak memory size for mixed percision case and test_ptp_quickstart_advanced_eagle3 case
* Revert change to usage of fraction
* use context manager to guard temp files

Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-05-14 18:39:25 +08:00
xinhe-nv
f2bfe2f84f
test: [CI] remove closed bugs (#4207) 
update waive list

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-05-14 17:59:05 +08:00
DylanChen-NV
206f82115d
[bug/5247505] fix: CP accuracy on Blackwell (#4188) 
* fix xqa params for cp

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

* add test

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

* add test

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

* try adding B200 multi gpu test

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

* add accuracy tests for cp

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

---------

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
 2025-05-14 17:40:50 +08:00
Anurag Mukkara
b15f57763d
tests: PyTorch multimodal using keyword match (#4215) 
* keyword accuracy check for pytorch multimodal

Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>

* Change keywords for some prompts

Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>

* Delete full text answers

Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>

* Cleanup debug code

Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>

---------

Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
 2025-05-14 17:18:43 +08:00
kanghui0204
5e634dd1bd
feat: Low Precision Allreduce for PCIe based GPU (#3851) 
This PR adds a customized allreduce to TensorRT-LLM. The new allreduce is used for communication on PCIe-based GPUs via low-precision quantization, which can accelerate the PCIe allreduce process.

Signed-off-by: Hui Kang <hkang@nvidia.com>
Co-authored-by: Hui Kang <hkang@nvidia.com>
 2025-05-14 16:45:43 +08:00
Yiqing Yan
a66a02a75a
[Infra] Waive L0 test (#4295) 
Waive L0 test

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-05-14 16:38:33 +08:00
Barry Kang
20b42912ce
[TRTLLM-3330][feat] Support DeepSeek-R1 W4A8 on Hopper (#4123) 
Support DeepSeek-R1 W4A8 on Hopper

Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Co-authored-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-05-14 15:48:07 +08:00
Zongfei Jing
bb17649517
test: Add UT for moe trtllmgen (#4258) 
* Add ut for moe trtllmgen

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>

* Update tests/unittest/_torch/modeling/test_modeling_deepseek.py

Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>

---------

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
 2025-05-14 15:22:58 +08:00
bhsueh_NV
1a9298bc66
CI: add fp8/fp4 ci on Qwen3-30B-A3B (#4266) 
add fp8/fp4 ci on Qwen3-30B-A3B

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-05-14 14:38:04 +08:00
brb-nv
8280c3d4f2
feat: Support Gemma3-1b-it in Pytorch workflow (#3999) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-05-14 14:02:44 +08:00
Yi Zhang
86ae506b9d
[fix] Enable pp tests (#3978) 
Fix misrebase issue

Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
 2025-05-14 10:51:20 +08:00
Fridah-nv
21dbd163a7
[TRTLLM-5188] fix: [AutoDeploy] unwaive AD build test (#4273) 
* unwaive small build test

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

* unwaive mutigpu/integration tests

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

* fix for torch.compile+flashinfer attention

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

---------

Signed-off-by: Ubuntu <201670829+Fridah-nv@users.noreply.github.com>
 2025-05-14 10:40:12 +08:00
brb-nv
1ef117688c
test: Validate FP8 and LoRA for Gemma3 (#3670) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-05-13 17:28:02 -07:00
Iman Tabrizian
f408de2d99
Waive disagg kv cache load balancer test (#4276) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-05-14 06:03:24 +08:00
brb-nv
cd5b3d21a0
feat: Support Mistral Small 3.1 24B VLM in TRT workflow (#4183) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-05-14 03:47:22 +08:00
Yiqing Yan
290649b6aa
[Infra] Waive L0 test (#4269) 
Waive L0 test

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-05-13 23:06:13 +08:00
Yiqing Yan
bfa16a63d4
[Infra] Waive L0 test (#4268) 
Waive L0 test

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-05-13 22:43:17 +08:00
dominicshanshan
44d6adfb68
Waive stress test. (#4262) 
* Waive stress test.

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

* Apply suggestions from code review

Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: dominicshanshan <30051912+dominicshanshan@users.noreply.github.com>

---------

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
Signed-off-by: dominicshanshan <30051912+dominicshanshan@users.noreply.github.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-05-13 21:01:57 +08:00
Enwei Zhu
8f68d56cc1
[https://nvbugs/5220763] [test] Unwaive Mixtral FP8 TP2 test (#4252) 
unwaive

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-13 15:55:33 +08:00
Yiqing Yan
fda8b0277a
[Infra][TRTLLM-4374] Upgrade TRT 10.10.0 GA, CUDA 12.9 GA and DLFW 25.04 (#4049) 
* [TRTLLM-4374] Upgrade TRT 10.10.0 GA, CUDA 12.9 GA and DLFW 25.04

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

* fix review

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

* update images

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

* Update jenkins/L0_Test.groovy

Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

* update image name

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

---------

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-05-13 14:59:12 +08:00
ruodil
d555fe2530
test: fix for perf test script issue (#4230) 
fix for perf test script issue

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
 2025-05-13 10:29:20 +08:00
xinhe-nv
0cebc16139
test: [CI] Add failed cases into waives.txt (#4205) 
waive tests

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-05-13 10:22:42 +08:00
xinhe-nv
7ebae4dcaa
test: [CI] Add failed cases into waives.txt (#4203) 
* update waive list

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

* update waives

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

---------

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-05-13 10:08:02 +08:00
pcastonguay
9643be5f20
[TRTLLM-5050][feat] Enable per-request stats with PyT backend (#4156) 
* feat: Add per-request stats support with PyT backend

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Adding unit test

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Fixing stats unit test

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Fixing test with overlap

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

---------

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-05-12 21:35:15 -04:00
Simeng Liu
286a789549
feat: Add heuristic for GroupRMSNorm kernel selection. (#4047) 
* feat: Add heuristic for GroupRMSNorm kernel selection.

Implements a logistic regression model to dynamically select between:
- GroupRMSNormBaseKernel: Allocates warps proportional to sum of dimensions
  (better SM occupancy in most cases)
- GroupRMSNormLargeBatch: Allocates warps proportional to max dimension
  (better block scheduling in large batch scenarios)

Selection heuristic considers batch size, allocated warps, and scheduling
efficiency on the current GPU architecture. Models for Compute Capability
9.x and 10.x are trained base on nsys kernel runtime data.
The default kernel selection is the base kernel.

The python operator group_rms_norm will use the heuristic by default.
User can pick to use the base or large batch kernels as well.

Signed-off-by: Simeng Liu <simengl@nvidia.com>

* Address the comments.

Signed-off-by: Simeng Liu <simengl@nvidia.com>

---------

Signed-off-by: Simeng Liu <simengl@nvidia.com>
 2025-05-13 08:52:53 +08:00
Enwei Zhu
035d915fea
[TRTLLM-5081] [test] Align parametrize_with_ids to the pytest behavior (#4090) 
* fix

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

* fix

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

* normalize mtp_nextn

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>

* update test_durations

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

---------

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-13 07:41:51 +08:00
wili
eba3623a54
Feat: Variable-Beam-Width-Search (VBWS) part4 (#3979) 
* feat/vbws-part4-v1.8: rebase

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* feat/vbws-part4-v1.9: fix incorrect output when using short output length

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.1: remove useless variables

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.2:fix incorrect output when using short output length

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.3: rebase

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.4: rebase

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.5: remove API change

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

---------

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
 2025-05-12 22:32:29 +02:00
Enwei Zhu
c31ca1688c
[https://nvbugs/5214229] [fix] Unwaive lm_head quantization case (#4222) 
unwaive

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-12 20:23:06 +08:00
Zheng Duan
c9e2a963e0
feat: add kv cache aware router (#3831) 
* kv cache aware router

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* add tests

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* router config

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* eviction test

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

add test

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* eviction detect in worker test

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* move worker tests to single gpu

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* reduce memory fraction

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* fix partial block

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

---------

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
 2025-05-12 07:23:57 -04:00
Yixin Dong
c90ebadd84
feat: Support the Structural Tag in guided decoding (#4066) 
* finish

Signed-off-by: Ubospica <ubospica@gmail.com>

* update

Signed-off-by: Ubospica <ubospica@gmail.com>

* update

Signed-off-by: Ubospica <ubospica@gmail.com>

* fix

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

* exc overlap scheduler

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

* add test

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

* fix api ref

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

---------

Signed-off-by: Ubospica <ubospica@gmail.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-12 17:24:50 +08:00
Yechan Kim
3e9bda3a09
[feat] Support HyperCLOVAX-SEED-Text language part (#3902) 
* feat: support HyperCLOVAX-SEED-Text language part

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

* add Pytorch flow and remove test file

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

* revert summarize

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

* fix summarize

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

* remove from pytorch example

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

---------

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-05-12 16:05:14 +08:00
Zhenhuan Chen
9212e9a740
[TRTLLM-4911] feat(scaffolding): make sampling_params only setable by controller (#4151) 
feat(scaffolding): make sampling_params only setable by controller

Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
 2025-05-12 15:29:09 +08:00
Ivy Zhang
ee92edf2b4
[https://nvbugspro.nvidia.com/bug/5270564][test] skip per-hopper for llama4 (#4211) 
skip per-hopper for llama4

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
 2025-05-12 15:27:15 +08:00
ruodil
9c03a7ab74
test: add llama_3.2_1B model and fix for test lora script issue (#4139) 
* test: add llama_v3.1_8b_fp8 model, llama_v3.1_405b model and llama_nemotron_49b model in perf test, and modify original llama models dtype from float16 to bfloat16 according to README.md

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>

* add llama_3.2_1B model and fix for lora script issue

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>

---------

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
 2025-05-12 14:51:59 +08:00
xinhe-nv
849d9c343c
tests: https://nvbugs/5219534 remove failed tests from test list (#4113) 
remove unsupported tests

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-05-12 14:13:40 +08:00
Yiqing Yan
3c54e84e47
[Infra] Waive L0 test (#4212) 
Waive L0 test

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-05-12 11:37:49 +08:00
QI JUN
f021afa241
[CI] waive two multi-gpu test cases (#4206) 
waive two multi-gpu test cases

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-05-12 08:04:48 +08:00
Enwei Zhu
7db368c72c
test: Remove CNN Dailymail tasks in favor of GSM8K (#4187) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-10 09:02:07 +08:00
Dom Brown
2d0f93a054
Refactor: Restructure C++ tests for better modularisation of non-shared code (#4027) 
* Refactor: Restructure C++ tests for better modularisation of non-shared code

Start cleanup of pytest code for C++ tests

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

Clean up names and remove references to test_cpp.py

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

WIP

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

Move multi-GPU code

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

Update doc and try un-waiving

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

* Update multi GPU file check

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

* Address minor multi-GPU setup bug

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

---------

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
 2025-05-09 19:16:51 +01:00
Mike Iovine
4b8ba7ad61
[fix][nvbug/5244009] Fix llama 4 test lists/scout accuracy issue (#4069) 
[fix] Fix llama 4 test lists

Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-05-09 22:45:14 +08:00
Tracin
446f62bbab
chore: Deprecate evaltool (#4173) 
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-05-09 20:31:53 +08:00
ruodil
bf5b2a2e0a
test: amend regex match for perf throughput (#4186) 
amend regex match for perf throughput

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
 2025-05-09 17:33:25 +08:00
WeiHaocheng
0f01826dde
feat: support task collection for to collect information (#3328) (#3824) 
Signed-off-by: fredw (generated by with_the_same_user script) <20514172+WeiHaocheng@users.noreply.github.com>
 2025-05-09 17:09:01 +08:00
xinhe-nv
9082411a50
test: [CI] Add failed cases into waives.txt (#4165) 
wavie oom tests

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
 2025-05-09 16:56:30 +08:00
ruodil
5ce5b81281
test: amend default pytorch extra-llm-api-config.yml in perf test (#4176) 
* amend default pytorch extra-llm-api-config.yml

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>

* add print info to separate cases in output log

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>

---------

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
 2025-05-09 16:46:48 +08:00
xinhe-nv
1d26a3fd7c
test: skip tests on b200 (#3913) 
* skip tests on b200

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

* skip phi-3-128k

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

---------

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-05-09 14:51:55 +08:00
Fanrong Li
77f8e43592
[fix] Fix relaxed acceptance to support enabling it in context phase (#4126) 
* fix relaxed acceptance to support enable this feature in context phase.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* fix sample_and_accept_draft_tokens unit test.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

---------

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-05-09 14:11:14 +08:00
Bo Li
e3cf3fd15f
test: Add fp8kv to DS-v3-lite integration tests. (#3950) 
* Add fp8 kv cache tests to DSV3-Lite integration tests.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Refactor. Make fp8kv parallel to attention_dp, overlap_scheduler and cuda_graph.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Update gsm8k.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Update CI list.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Update TestDeepSeekR1.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Fix test list.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Need quant_config besides pytorch_config.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Update waive list (bug 5239087).

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Update waive list.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Correct test name.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

* Update waive list.

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>

---------

Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Bo Li <bobboli0202@gmail.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-09 13:35:04 +08:00
Ivy Zhang
c91d03fa0a
test: move mistral / mixtral test cases in QA test list into the new accuracy test suite (#3440) 
* add mistral-7b-v0.1 torch flow test case

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

* rearrange mistral

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

* rearrange mixtral case

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

* remove api function test

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

* move mistral nemo cases

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

* move mixtral cases

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

* update threshold

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

* fix failure

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

* fix name

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

* fix failure cases

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

* update list

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

* update threshold

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

* remove awq llmapi test

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

* adjust threshold

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

* fix ci

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

* fix partial comments

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

* fix path

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

* update thres

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

* update

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

* remove duplicate test case

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

* fix ci

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

---------

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
 2025-05-09 13:32:02 +08:00
Ivy Zhang
c2d4c2adb6
[https://nvbugspro.nvidia.com/bug/5260676]test: skip fp8 quantization case for pre-ada (#4095) 
skip pre ada

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
 2025-05-09 13:30:16 +08:00
Yi Zhang
91bf5e6a8e
[TRTLLM-3105][feat] Add Piecewise CUDA Graph Support (#3804) 
Add Piecewise CUDA Graph Support

Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
 2025-05-09 11:04:01 +08:00
Stanley Sun
fb31f91e15
test: add qwen3 and disaggregated serving accuracy tests to qa test list (#4083) 
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
 2025-05-09 11:03:02 +08:00
Yukun He
5b61486d87
chore: Clean up the legacy DeepseekAllreudceFusionOp. (#4081) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-05-09 10:20:41 +08:00
pcastonguay
836c142e1b
[feat] Allow overriding cli args with yaml file in trtllm-serve (#4164) 
feat: Allow overriding cli args with yaml file in trtllm-serve

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-05-08 21:19:05 -04:00
Mike Iovine
9afe510367
[fix] Fix llama4 + eagle3 (#3998) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-05-08 19:20:27 -04:00
chenfeiz0326
7f5716ef83
Cherry-pick trtllm-gen from feat/llama4 to main (#4086) 
* feat: TRT-LLM Gen FP8 MoE Llama4

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>

* feat: TRT-LLM Gen llama4 MoE Top1 routing

Signed-off-by: Jiqun Tu <jtu@nvidia.com>

* feat: add per tensor FP8 TRT-LLM Gen GEMMs

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>

* Update

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Update

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Add license for cpp/tensorrt_llm/kernels/trtllmGenKernels/blockScaleMoe/gemmCubins

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Add guard for routingIndicesClusterKernel

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Guard sm90+ for routingkernels

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Guard sm90+ for routingkernels

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

---------

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
Signed-off-by: Jiqun Tu <jtu@nvidia.com>
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
Co-authored-by: Nikita Korobov <nkorobov@nvidia.com>
Co-authored-by: Jiqun Tu <jtu@nvidia.com>
 2025-05-08 14:13:01 -07:00
shaharmor98
7d94c9561f
feat: support multi lora adapters and TP (#3885) 
* support multi lora, tp

Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-05-08 23:45:45 +08:00
Yuan Tong
5b93273156
feat: adopt new logprob definition in PyTorch flow (#4057) 
feat: align logprob definition of PyTorch flow

Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Erin <14718778+hchings@users.noreply.github.com>
 2025-05-08 20:16:40 +08:00
Enwei Zhu
74df12bbaa
[TRTLLM-4480][doc] Documentation for new accuracy test suite and trtllm-eval (#3946) 
* fix formula

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

* update doc

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

* fix

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

* 1st version

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

* polish

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>
 2025-05-08 19:35:23 +08:00
Ivy Zhang
7666bec7c4
[TRTQA-2861][test]: add nemotron and llama4 cases into qa test (#4053) 
* add MMLU, GPQADiamond check for llama-4 models

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

* add nomotron cases

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

* add online quant test cases

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

* remove trt flow cases

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

* update threshold

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

* adjust parallelism strategy

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

* fix fail

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

* update sanity list

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

* fix comment

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

* skip nemotron-h test case

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

---------

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
 2025-05-08 18:10:41 +08:00
xinhe-nv
4468158be4
test: [CI] remove closed bugs (#4046) 
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>
 2025-05-08 18:04:43 +08:00
Yiqing Yan
ce8832e80f
[Infra] Waive L0 flaky test (#4148) 
Waive L0 test

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-05-08 17:23:45 +08:00
yuanjingx87
6e1d2a1320
feat: Add Slurm support and enable RTX Pro 6000 testing pipeline in CI (#4019) 
* Add slurm support with RTXPro6000 PostMerge Tests

Signed-off-by: Yuanjing Xue <197832395+yuanjingx87@users.noreply.github.com>

* remove H100 post merge test from testing

Signed-off-by: Yuanjing Xue <197832395+yuanjingx87@users.noreply.github.com>

---------

Signed-off-by: Yuanjing Xue <197832395+yuanjingx87@users.noreply.github.com>
 2025-05-08 15:15:36 +08:00
Enwei Zhu
dae6781494
test: Waive disagg accuracy test (#4124) 
* waive

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

* waive

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

---------

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-08 13:39:07 +08:00
Enwei Zhu
19eeef1ddd
test: Waive test_llm cases (#4136) 
* waive

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

* Apply suggestions from code review

Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>

---------

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-05-08 11:53:16 +08:00
Ivy Zhang
d7c51c953b
test: add INTEGRATION_TEST env var to speed up integration test (#3618) 
add INTEGRATION_TEST env var

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
 2025-05-08 10:44:50 +08:00
ruodil
4d0e462723
tests: skip writing prepare_dataset output to logs, and add llama_v3.1_8b_fp8, llama_v3.3_70b_fp8, llama_v3.1_405b_fp4 models (#3864) 
* tests: skip writing prepare_dataset output to logs

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>

* test: add llama_v3.1_8b_fp8 model, llama_v3.1_405b model and llama_nemotron_49b model in perf test, and modify original llama models dtype from float16 to bfloat16 according to README.md

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>

---------

Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
 2025-05-07 13:56:35 +08:00
Yan Chunwei
0c26059703
chore: Cleanup deprecated APIs from LLM-API (part 1/2) (#3732) 
* beam_width and max_new_token

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

* remove beam_width

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

* remove min_length

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

* remove return_num_sequences

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

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

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

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

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

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

---------

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-05-07 13:20:25 +08:00
Enwei Zhu
c28b90984f
[TRTLLM-3925, https://nvbugs/5245262] [fix] Normalize LLM.generate API (#3985) 
* 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>
 2025-05-07 11:06:23 +08:00
Venky
62fea1e885
test(perf): Add Llama-3.1-Nemotron-8B-v1 to perf tests (#3822) 
*   **Model:** Llama-3.1-Nemotron-Nano-8B-v1
*   **Precision:** float16
*   **Environment:**
    *   GPUs: 1 H100 PCIe
    *   Driver: 570.86.15

*   **Test String:** `llama_v3.1_nemotron_nano_8b-bench-pytorch-float16-input_output_len:128,128`
*   **Request Throughput:** 81.86 req/sec
*   **Total Token Throughput:** 20956.44 tokens/sec
*   **Average Request Latency:** 5895.24 ms

*   **Test String:** `llama_v3.1_nemotron_nano_8b-bench-pytorch-float16-input_output_len:2000,2000`
*   **Request Throughput:** 1.45 req/sec
*   **Total Token Throughput:** 5783.92 tokens/sec
*   **Average Request Latency:** 211541.08 ms

*   **Test String:** `llama_v3.1_nemotron_nano_8b-bench-float16-maxbs:128-input_output_len:128,128`
*   **Request Throughput:** 52.75 req/sec
*   **Total Token Throughput:** 13505.00 tokens/sec
*   **Average Request Latency:** 5705.50 ms

*   **Test String:** `llama_v3.1_nemotron_nano_8b-bench-float16-maxbs:128-input_output_len:2000,2000`
*   **Request Throughput:** 1.41 req/sec
*   **Total Token Throughput:** 5630.76 tokens/sec
*   **Average Request Latency:** 217139.59 ms

Signed-off-by: Venky Ganesh <gvenkatarama@nvidia.com>
 2025-05-06 17:17:55 -07:00
Erin
cba1793cda
cleanup logprob params (#4039) 
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-05-07 00:50:16 +08:00
Robin Kobus
72057a0a64
[TRTLLM-3429] feat: Overlap scheduling in C++ runtime (#3625) 
* disable overlap in encoder

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

* feat: invokeGatherBatch

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

* feat: overlap same batch

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

* chore: add enableTrtOverlap to ExecutorConfig

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

* disable overlap for beam search and spec decode

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

* skip overlap tests with beam search or speculative decoding

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

* moveFinishedContextRequestsToGeneration and skip unfinished requests in updateRequests

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

* enable overlap in GptChunkedLongContextTests

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

* feat: Enable overlap in gptManagerBenchmark

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

* feat: Improve early exit

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

* refactor: Use OptionalRef for newOutputTokens tensor

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

* feat: Add overlap scheduling support to TRTLLMDecoder

- Updated TRTLLMDecoder to accept an `enable_overlap_scheduler` parameter.
- Modified the decoder's internal logic to utilize the overlap scheduling feature.
- Adjusted the sequence lengths handling to ensure compatibility with the new scheduling approach.
- Enhanced unit tests to include cases for the overlap scheduler with the TRTLLMDecoder.

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

* fix: allNewTokens in PP

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

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-05-06 15:06:46 +02:00
dominicshanshan
3ac6637005
fix: trtllm-serve hang in stress test and ds v3 stress parameter update (#3836) 
* Remove stdout pipe for genai-perf and make stress time as public parameter.

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

* Update llmRequest based on comment.

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

* launch process function refactor.

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

---------

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-05-06 16:52:30 +08:00
Jinyang Yuan
eeb6c0c83f
[fix] Loosen the thresholds of test_attention_mla (#4074) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-05-06 11:31:09 +08:00
Suyog Gupta
ac2ab9ba36
[AutoDeploy][perf] Further optimize flashinfer backend in AutoDeploy (#4024) 
* reuse batch_indices, positions across layers

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

* fix flashinfer unit tests

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

* simplify call to get_batch_indices_positions

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

* fix call to get_batch_indices_positions

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

---------

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-05-06 10:46:36 +08:00
bhsueh_NV
5c0f554b9e
doc: update qwen3 document (#4073) 
* update qwen3 document

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

* remove useless codes

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

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-05-06 08:42:51 +08:00
bhsueh_NV
e053cb651b
Fix: fix bug of qwen3 moe (#4058) 
* fix bug of qwen3 moe

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

* update threshold

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

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-05-06 08:20:15 +08:00
pansicheng
e84dc6b3c7
feat: add deepseek-r1 reasoning parser to trtllm-serve (#3354) 
* add deepseek-r1 reasoning parser

Signed-off-by: pansicheng <sicheng.pan.chn@gmail.com>

* fix test

Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>

---------

Signed-off-by: pansicheng <sicheng.pan.chn@gmail.com>
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
Co-authored-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-05-06 08:13:04 +08:00
Iman Tabrizian
85867d76dd
test: Add disaggregated serving accuracy tests (#4036) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-05-05 08:56:59 -07:00