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92 Commits

Author SHA1 Message Date
Yi Zhang
9b616db13b
test: Add fixture to skip tests based on MPI world size (#5028) 
Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
 2025-06-16 11:25:01 +08:00
Enwei Zhu
babdd9ce06
test: Add json_mode_eval for guided decoding evaluation (#5179) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-06-16 10:03:55 +08:00
nv-guomingz
3b7b5a5ad5
refactor [BREAKING CHANGE]: enhance the llm args pytorch config part 3(torch_compile_config) (#5032) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-06-14 14:23:13 +08:00
xinhe-nv
d9be419f45
tests: update tests for b200 (#5180) 
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
 2025-06-13 11:25:33 +08:00
Michal Guzek
53983ad273
[TRTLLM-4932] Add Llama-3.1-Nemotron-Nano-8B-v1-FP8 accuracy tests (#4933) 
Signed-off-by: moraxu <mguzek@nvidia.com>
 2025-06-12 15:06:28 +08:00
bhsueh_NV
505678a286
update the free_gpu_mem_fraction for H100 qwen3 qa test (#5114) 
Signed-off-by: root <root@eos0274.eos.clusters.nvidia.com>
Co-authored-by: root <root@eos0274.eos.clusters.nvidia.com>
 2025-06-12 14:40:57 +08:00
Michal Guzek
0daa70999a
Fix Llama-3_3-Nemotron-Super-49B-v1 FP8 accuracy threshold configs (#4961) 
Signed-off-by: moraxu <mguzek@nvidia.com>
 2025-06-12 14:32:04 +08:00
xinhe-nv
11b94feff8
test: skip disaggregated tests on arm (#5070) 
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-06-11 17:00:10 +08:00
Stanley Sun
74b0e71ef4
test: add more disaggregated serving tests into QA testlist (#5036) 
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
 2025-06-10 09:24:53 +08:00
liji-nv
1d4f748773
[fix] Fix illegal mem access and possible accuracy lose. Cherry-pick … (#5017) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-06-09 17:50:57 +08:00
Omer Ullman Argov
8731f5f14f
chore: Mass integration of release/0.20 (#4898) 
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Hui Gao <huig@nvidia.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: ruodil <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: moraxu <mguzek@nvidia.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: HuiGao-NV <huig@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Co-authored-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Co-authored-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Co-authored-by: Faraz <58580514+farazkh80@users.noreply.github.com>
Co-authored-by: Michal Guzek <moraxu@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
 2025-06-08 23:26:26 +08:00
Ivy Zhang
7dce328ad6
[TRTLLM-5692][tests] Add speculative decoding test cases on torch flow (#4940) 
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Ruodi Lu <ruodil@nvidia.com>
Co-authored-by: Ruodi Lu <ruodil@nvidia.com>
 2025-06-07 11:18:32 +08:00
Fanrong Li
75d020cf07
fix: fix cuda graph padding for spec decoding (#4853) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-06 22:21:42 +08:00
Anthony Chang
eeb555e37b
chore: memoize weight shuffle index to speed up weight preproc in moe_backend=TRTLLM (#4826) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-06-06 16:13:54 +08:00
ixlmar
a1526356aa
[TRTLLM-5630] restore free_gpu_memory_fraction=0.9 in tests (#4859) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-06-05 10:46:29 +01:00
Yi Zhang
1fca654bfd
tests: Update gb200 test case (#4754) 
Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
 2025-06-04 18:49:20 +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
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
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
Jhao-Ting Chen
fcadce9f8d
[fix] Eagle-2 LLMAPI pybind argument fix. (#3967) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-05-29 12:23:25 -07:00
Ivy Zhang
ed3c67e34a
tests: [https://nvbugspro.nvidia.com/bug/5289908] run maverick bf16 on blackwell (#4722) 
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
 2025-05-28 22:05:51 +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
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
xinhe-nv
59f7622281
test: rcca https://nvbugs/5223130 (#4510) 
* add rcca tests

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

* skip tests on blackwell

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

---------

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-05-27 09:59:47 +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
hlu1
4a236d107d
[Fix][Deepseek] Fix bugs in TestDeepSeekR1 (#4413) 
[Deepseek] Fix bugs in TestDeepSeekR1

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>
 2025-05-24 09:52:57 +08:00
zhhuang-nv
8452775db8
[TRTLLM-5070][feat] Support FP8 KV Cache Reuse for MLA (#4535) 
* optimize kv cache reuse workflow for MLA

write kv cache first and only call up-projection GEMM once
relax contiguous requirements of k/v for setting paged kv cache
return two contiguous tensors when loading MLA KV Cache

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

* support fp8 kv cache for MLA kv cache reuse

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>

---------

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
 2025-05-23 19:47:50 +08:00
Anthony Chang
bbea2647b1
Qwen3 supports TRTLLM FP4 MoE backend (#4530) 
* MoE TRTLLM backend for Qwen3

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* add extra moe_backend to test

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* address comments

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* conditionally compile kernels on newer archs

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* missing positional arg

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* Update the routing kernels

Signed-off-by: Christina Zhang <christinaz@nvidia.com>

* Revise usage of TLLM_LOG_ERROR

Signed-off-by: Christina Zhang <christinaz@nvidia.com>

* Add unit test for Qwen3 moe (trtllm_gen backend)

Signed-off-by: Christina Zhang <christinaz@nvidia.com>

* improve weight processing speed of moe_backend=TRTLLM; roughly 2x

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* tidy and minor fix

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

* temporarily disable accuracy test that has known issue

Signed-off-by: Anthony Chang <anchengc@nvidia.com>

---------

Signed-off-by: Anthony Chang <anchengc@nvidia.com>
Signed-off-by: Christina Zhang <christinaz@nvidia.com>
Co-authored-by: Christina Zhang <christinaz@nvidia.com>
 2025-05-23 18:31:08 +08:00
Mike Iovine
14fc48ada7
[nvbug/5285881][fix] Fix chunked prefill + overlap scheduler (#4402) 
[fix] Fix chunked prefill + overlap scheduler

Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-05-23 04:38:22 +08:00
xinhe-nv
22c01d5b21
test: [CI] Add failed cases into waives.txt (#4549) 
* update waive list

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

* fix test issues

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

---------

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-05-22 17:18:53 +08:00
Michal Guzek
9033dd987d
[TRTLLM-4932] Add CLI accuracy tests for Phi-4-mini-instruct (#4415) 
Add phi-4-mini CLI acc test

Signed-off-by: moraxu <mguzek@nvidia.com>
 2025-05-22 09:56:48 +08:00
QI JUN
2372589689
Chore: waive torch compile test cases of deepseek v3 lite (#4508) 
waive torch compile test cases of deepseek v3 lite

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-05-21 10:43:31 +08:00
bhsueh_NV
ec4190fb71
infra: Add qwen3 235B tests into QA (#4483) 
* add qwen3 qa test

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

* add qwen3 test into qa list

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

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-05-20 17:37:09 +08:00
Michal Guzek
0a342a42f7
[TRTLLM-4932] Add CLI accuracy tests for Llama-3.3-70B-Instruct and LLM API BF16 variant (#4362) 
* Add CLI TestLlama3_3_70BInstruct acc tests

Signed-off-by: moraxu <mguzek@nvidia.com>

* Add tests to qa lists

Signed-off-by: moraxu <mguzek@nvidia.com>

* Add comment

Signed-off-by: moraxu <mguzek@nvidia.com>

* Fix test names

Signed-off-by: moraxu <mguzek@nvidia.com>

* Update yaml files

Signed-off-by: moraxu <mguzek@nvidia.com>

* Update cli file

Signed-off-by: moraxu <mguzek@nvidia.com>

---------

Signed-off-by: moraxu <mguzek@nvidia.com>
 2025-05-20 09:48:14 +08:00
liji-nv
58e405624a
[https://nvbugs/5123103][fix] Fix torch compile for DeepSeekV3 (#3952) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-05-19 22:12:25 +08:00
Iman Tabrizian
c6074c47da
Add llama4 disagg accuracy tests (#4336) 
* Add llama4 disagg accuracy tests

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

* Make it async and add GSM8K benchmark

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

---------

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-05-19 21:55:08 +08:00
Ivy Zhang
58d2508b89
tests: Add test cases for rcca cases (#4347) 
* add qwen2_0_5_instruct cp4 test case

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

* add qwen2.5 fp8 kvcache test case

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

* add ds distill qwen cpp runner test case

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

* trial

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

---------

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
 2025-05-19 12:06:43 +08:00
Ivy Zhang
c4a0d768b5
tests: add qa test mentioned in docs (#4357) 
* 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>

* fix import error

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

* nemotronh fp8 trial

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

* fix name

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

* remove nemotronh-fp8

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

---------

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
 2025-05-19 10:06:51 +08:00
hlu1
befb93cbff
[Deepseek] Add accuracy test references for fp8 kvcache (#4374) 
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>
 2025-05-17 11:23:00 +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
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
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
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
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
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
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
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
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